diff --git a/segment_Nadia.ipynb b/segment_Nadia.ipynb
index 3a8d2b03897924acd78425a734fe86bbca50fe92..07aab4ee9f604a54c7c83a0f9a87777373aa52b0 100644
--- a/segment_Nadia.ipynb
+++ b/segment_Nadia.ipynb
@@ -5,25 +5,6 @@
"execution_count": 1,
"metadata": {},
"outputs": [],
- "source": [
- "from nd2tif.transform import to_8bits\n",
- "# from api import read"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The autoreload extension is already loaded. To reload it, use:\n",
- " %reload_ext autoreload\n"
- ]
- }
- ],
"source": [
"from nd2_combine import tools\n",
"from droplet_growth import multiwell\n",
@@ -49,7 +30,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -58,7 +39,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -78,7 +59,7 @@
" '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/39h/2iL-39.nd2']"
]
},
- "execution_count": 23,
+ "execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
@@ -90,7 +71,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -101,7 +82,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -121,7 +102,7 @@
" {'condition': '2iL', 'container': 'Chip', 'hour': 39}]"
]
},
- "execution_count": 25,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -132,7 +113,7 @@
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
@@ -159,7 +140,7 @@
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
@@ -179,888 +160,17 @@
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 8,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "3 regions\n",
- "9 regions\n",
- "12 regions\n",
- "3 regions\n",
- "6 regions\n",
- "1 region \n",
- "11 regions\n",
- "8 regions\n",
- "2 regions\n",
- "6 regions\n",
- "5 regions\n",
- "4 regions\n",
- "10 regions\n",
- "3 regions\n",
- "10 regions\n",
- "4 regions\n",
- "3 regions\n",
- "6 regions\n",
- "1 region \n",
- "3 regions\n",
- "3 regions\n",
- "5 regions\n",
- "6 regions\n",
- "6 regions\n",
- "17 regions\n",
- "4 regions\n",
- "6 regions\n",
- "7 regions\n",
- "3 regions\n",
- "4 regions\n",
- "4 regions\n",
- "3 regions\n",
- "1 region \n",
- "4 regions\n",
- "6 regions\n",
- "6 regions\n",
- "6 regions\n",
- "4 regions\n",
- "8 regions\n",
- "5 regions\n",
- "2 regions\n",
- "5 regions\n",
- "4 regions\n",
- "3 regions\n",
- "3 regions\n",
- "5 regions\n",
- "3 regions\n",
- "5 regions\n"
- ]
- },
- {
- "data": {
- "text/html": [
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- "<style scoped>\n",
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- " .dataframe thead th {\n",
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- " <tr>\n",
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- " <td>838.384976</td>\n",
- " <td>1046</td>\n",
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- " <td>6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7</th>\n",
- " <td>5</td>\n",
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- " <td>1099.778856</td>\n",
- " <td>1052</td>\n",
- " <td>1021</td>\n",
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- " <td>1174</td>\n",
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- " <td>1013.960213</td>\n",
- " <td>1031</td>\n",
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- " <tr>\n",
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- " <td>1149</td>\n",
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- " <tr>\n",
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- " <td>819</td>\n",
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- " <tr>\n",
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- " <td>944.760969</td>\n",
- " <td>1311.322809</td>\n",
- " <td>817</td>\n",
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- " <td>5687.711376</td>\n",
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- " </tr>\n",
- " <tr>\n",
- " <th>14</th>\n",
- " <td>7</td>\n",
- " <td>901.609186</td>\n",
- " <td>1030.352818</td>\n",
- " <td>815</td>\n",
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- " <th>15</th>\n",
- " <td>3</td>\n",
- " <td>712.996437</td>\n",
- " <td>1342.768985</td>\n",
- " <td>609</td>\n",
- " <td>1256</td>\n",
- " <td>849</td>\n",
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- " <td>4719.993467</td>\n",
- " <td>26942</td>\n",
- " <td>2730.449277</td>\n",
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- " </tr>\n",
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- " <td>3</td>\n",
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- " <td>677</td>\n",
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- " <td>5893.506904</td>\n",
- " <td>24332</td>\n",
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- " </tr>\n",
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- " <th>17</th>\n",
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- " <td>770</td>\n",
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- " <td>780</td>\n",
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- " <td>4474.387885</td>\n",
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- " <td>2535.886799</td>\n",
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- " </tr>\n",
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- " <th>19</th>\n",
- " <td>1</td>\n",
- " <td>1096.690095</td>\n",
- " <td>677.624170</td>\n",
- " <td>991</td>\n",
- " <td>580</td>\n",
- " <td>1193</td>\n",
- " <td>783</td>\n",
- " <td>7735.092549</td>\n",
- " <td>29822</td>\n",
- " <td>5568.084189</td>\n",
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- " </tr>\n",
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- " <td>5490.343957</td>\n",
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- " <td>3218.799925</td>\n",
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- " <td>1164</td>\n",
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- " <td>1346</td>\n",
- " <td>834</td>\n",
- " <td>6395.783304</td>\n",
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- " <td>1003.712638</td>\n",
- " <td>959</td>\n",
- " <td>909</td>\n",
- " <td>1179</td>\n",
- " <td>1104</td>\n",
- " <td>6439.631393</td>\n",
- " <td>28605</td>\n",
- " <td>4521.068766</td>\n",
- " <td>22</td>\n",
- " </tr>\n",
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- " <th>23</th>\n",
- " <td>4</td>\n",
- " <td>888.183386</td>\n",
- " <td>989.848678</td>\n",
- " <td>806</td>\n",
- " <td>897</td>\n",
- " <td>982</td>\n",
- " <td>1082</td>\n",
- " <td>7370.732076</td>\n",
- " <td>25231</td>\n",
- " <td>5404.129768</td>\n",
- " <td>23</td>\n",
- " </tr>\n",
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- " <th>24</th>\n",
- " <td>7</td>\n",
- " <td>980.635906</td>\n",
- " <td>1207.982469</td>\n",
- " <td>892</td>\n",
- " <td>1117</td>\n",
- " <td>1075</td>\n",
- " <td>1299</td>\n",
- " <td>5826.441158</td>\n",
- " <td>26809</td>\n",
- " <td>3882.517526</td>\n",
- " <td>24</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25</th>\n",
- " <td>1</td>\n",
- " <td>683.344760</td>\n",
- " <td>1261.619042</td>\n",
- " <td>593</td>\n",
- " <td>1164</td>\n",
- " <td>780</td>\n",
- " <td>1349</td>\n",
- " <td>5946.849820</td>\n",
- " <td>24504</td>\n",
- " <td>3653.559234</td>\n",
- " <td>25</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26</th>\n",
- " <td>2</td>\n",
- " <td>866.364482</td>\n",
- " <td>946.712864</td>\n",
- " <td>774</td>\n",
- " <td>854</td>\n",
- " <td>960</td>\n",
- " <td>1043</td>\n",
- " <td>6471.383819</td>\n",
- " <td>24720</td>\n",
- " <td>4502.292411</td>\n",
- " <td>26</td>\n",
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- " <td>1</td>\n",
- " <td>811.117145</td>\n",
- " <td>1192.851079</td>\n",
- " <td>725</td>\n",
- " <td>1093</td>\n",
- " <td>894</td>\n",
- " <td>1297</td>\n",
- " <td>5469.324401</td>\n",
- " <td>25302</td>\n",
- " <td>3423.949858</td>\n",
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- " <th>28</th>\n",
- " <td>1</td>\n",
- " <td>873.853205</td>\n",
- " <td>1201.233470</td>\n",
- " <td>761</td>\n",
- " <td>1093</td>\n",
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- " <td>31670</td>\n",
- " <td>3901.155829</td>\n",
- " <td>28</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>29</th>\n",
- " <td>1</td>\n",
- " <td>886.126222</td>\n",
- " <td>1052.607284</td>\n",
- " <td>766</td>\n",
- " <td>932</td>\n",
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- " <td>35089</td>\n",
- " <td>5106.567277</td>\n",
- " <td>29</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>30</th>\n",
- " <td>1</td>\n",
- " <td>1154.504637</td>\n",
- " <td>685.963017</td>\n",
- " <td>1062</td>\n",
- " <td>592</td>\n",
- " <td>1241</td>\n",
- " <td>792</td>\n",
- " <td>6609.384014</td>\n",
- " <td>27499</td>\n",
- " <td>4459.700345</td>\n",
- " <td>30</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>31</th>\n",
- " <td>1</td>\n",
- " <td>1237.696158</td>\n",
- " <td>889.784390</td>\n",
- " <td>1151</td>\n",
- " <td>794</td>\n",
- " <td>1332</td>\n",
- " <td>985</td>\n",
- " <td>6985.621824</td>\n",
- " <td>24753</td>\n",
- " <td>4613.664428</td>\n",
- " <td>31</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>32</th>\n",
- " <td>1</td>\n",
- " <td>1291.940934</td>\n",
- " <td>1477.396511</td>\n",
- " <td>1200</td>\n",
- " <td>1373</td>\n",
- " <td>1389</td>\n",
- " <td>1578</td>\n",
- " <td>5614.589829</td>\n",
- " <td>26428</td>\n",
- " <td>3327.621876</td>\n",
- " <td>32</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>33</th>\n",
- " <td>3</td>\n",
- " <td>851.107715</td>\n",
- " <td>876.593444</td>\n",
- " <td>768</td>\n",
- " <td>766</td>\n",
- " <td>937</td>\n",
- " <td>969</td>\n",
- " <td>6476.290714</td>\n",
- " <td>25716</td>\n",
- " <td>4371.306304</td>\n",
- " <td>33</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>34</th>\n",
- " <td>4</td>\n",
- " <td>1191.434484</td>\n",
- " <td>875.188432</td>\n",
- " <td>1115</td>\n",
- " <td>780</td>\n",
- " <td>1281</td>\n",
- " <td>952</td>\n",
- " <td>4814.969402</td>\n",
- " <td>18171</td>\n",
- " <td>2799.794996</td>\n",
- " <td>34</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>35</th>\n",
- " <td>2</td>\n",
- " <td>1294.409224</td>\n",
- " <td>754.539084</td>\n",
- " <td>1199</td>\n",
- " <td>653</td>\n",
- " <td>1398</td>\n",
- " <td>845</td>\n",
- " <td>6548.901995</td>\n",
- " <td>26213</td>\n",
- " <td>4426.195055</td>\n",
- " <td>35</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>36</th>\n",
- " <td>2</td>\n",
- " <td>1255.117658</td>\n",
- " <td>1315.478296</td>\n",
- " <td>1174</td>\n",
- " <td>1216</td>\n",
- " <td>1334</td>\n",
- " <td>1410</td>\n",
- " <td>6011.791782</td>\n",
- " <td>22438</td>\n",
- " <td>3815.216221</td>\n",
- " <td>36</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>37</th>\n",
- " <td>3</td>\n",
- " <td>1180.051091</td>\n",
- " <td>902.688159</td>\n",
- " <td>1093</td>\n",
- " <td>816</td>\n",
- " <td>1308</td>\n",
- " <td>991</td>\n",
- " <td>5013.600042</td>\n",
- " <td>23605</td>\n",
- " <td>3056.580294</td>\n",
- " <td>37</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>38</th>\n",
- " <td>1</td>\n",
- " <td>1226.118212</td>\n",
- " <td>1392.524825</td>\n",
- " <td>1129</td>\n",
- " <td>1282</td>\n",
- " <td>1321</td>\n",
- " <td>1498</td>\n",
- " <td>6369.414053</td>\n",
- " <td>30513</td>\n",
- " <td>4343.304822</td>\n",
- " <td>38</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>39</th>\n",
- " <td>1</td>\n",
- " <td>967.131993</td>\n",
- " <td>946.093154</td>\n",
- " <td>845</td>\n",
- " <td>765</td>\n",
- " <td>1091</td>\n",
- " <td>1082</td>\n",
- " <td>6308.860255</td>\n",
- " <td>36123</td>\n",
- " <td>4357.499114</td>\n",
- " <td>39</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>40</th>\n",
- " <td>1</td>\n",
- " <td>661.731999</td>\n",
- " <td>957.447717</td>\n",
- " <td>562</td>\n",
- " <td>868</td>\n",
- " <td>774</td>\n",
- " <td>1046</td>\n",
- " <td>5147.126133</td>\n",
- " <td>23832</td>\n",
- " <td>3113.656506</td>\n",
- " <td>40</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>41</th>\n",
- " <td>3</td>\n",
- " <td>732.490638</td>\n",
- " <td>958.998848</td>\n",
- " <td>632</td>\n",
- " <td>875</td>\n",
- " <td>842</td>\n",
- " <td>1047</td>\n",
- " <td>8054.079575</td>\n",
- " <td>26918</td>\n",
- " <td>6409.668116</td>\n",
- " <td>41</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>42</th>\n",
- " <td>1</td>\n",
- " <td>943.676240</td>\n",
- " <td>1168.581315</td>\n",
- " <td>832</td>\n",
- " <td>1055</td>\n",
- " <td>1056</td>\n",
- " <td>1279</td>\n",
- " <td>5953.761815</td>\n",
- " <td>37324</td>\n",
- " <td>3777.242696</td>\n",
- " <td>42</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>43</th>\n",
- " <td>1</td>\n",
- " <td>871.894790</td>\n",
- " <td>970.752169</td>\n",
- " <td>768</td>\n",
- " <td>876</td>\n",
- " <td>973</td>\n",
- " <td>1082</td>\n",
- " <td>6160.660761</td>\n",
- " <td>24779</td>\n",
- " <td>4069.767185</td>\n",
- " <td>43</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>44</th>\n",
- " <td>1</td>\n",
- " <td>1238.477255</td>\n",
- " <td>1010.823333</td>\n",
- " <td>1155</td>\n",
- " <td>925</td>\n",
- " <td>1349</td>\n",
- " <td>1096</td>\n",
- " <td>6153.746961</td>\n",
- " <td>20400</td>\n",
- " <td>4071.066830</td>\n",
- " <td>44</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>45</th>\n",
- " <td>1</td>\n",
- " <td>1249.465969</td>\n",
- " <td>1141.497736</td>\n",
- " <td>1152</td>\n",
- " <td>1052</td>\n",
- " <td>1371</td>\n",
- " <td>1232</td>\n",
- " <td>6345.233356</td>\n",
- " <td>26946</td>\n",
- " <td>4143.442733</td>\n",
- " <td>45</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>46</th>\n",
- " <td>1</td>\n",
- " <td>1320.858906</td>\n",
- " <td>1083.745293</td>\n",
- " <td>1236</td>\n",
- " <td>986</td>\n",
- " <td>1402</td>\n",
- " <td>1181</td>\n",
- " <td>5904.084408</td>\n",
- " <td>24962</td>\n",
- " <td>3828.501869</td>\n",
- " <td>46</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>47</th>\n",
- " <td>1</td>\n",
- " <td>1330.402921</td>\n",
- " <td>843.874776</td>\n",
- " <td>1236</td>\n",
- " <td>741</td>\n",
- " <td>1413</td>\n",
- " <td>935</td>\n",
- " <td>6455.166099</td>\n",
- " <td>23486</td>\n",
- " <td>4340.874528</td>\n",
- " <td>47</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " label centroid-0 centroid-1 bbox-0 bbox-1 bbox-2 bbox-3 \\\n",
- "0 3 1097.492535 989.248057 1024 911 1183 1079 \n",
- "1 9 788.100604 1364.180551 680 1248 882 1468 \n",
- "2 6 754.894433 1442.246963 666 1360 846 1521 \n",
- "3 2 1183.847644 1294.465442 1125 1233 1239 1345 \n",
- "4 6 811.425824 1154.077520 718 1085 891 1221 \n",
- "5 1 887.354976 1144.815739 778 1047 987 1228 \n",
- "6 3 1152.870021 838.384976 1046 745 1244 930 \n",
- "7 5 1135.801741 1099.778856 1052 1021 1219 1174 \n",
- "8 1 1131.358806 1013.960213 1031 939 1248 1089 \n",
- "9 6 1130.290371 1058.663066 1069 982 1194 1163 \n",
- "10 4 1228.553191 803.827789 1149 720 1313 881 \n",
- "11 3 1279.404712 911.698914 1200 843 1393 990 \n",
- "12 2 956.118767 1118.037080 819 998 1075 1224 \n",
- "13 3 944.760969 1311.322809 817 1230 1061 1388 \n",
- "14 7 901.609186 1030.352818 815 929 983 1131 \n",
- "15 3 712.996437 1342.768985 609 1256 849 1440 \n",
- "16 3 771.769152 1286.604430 677 1167 879 1373 \n",
- "17 4 847.808024 1019.165357 770 867 929 1139 \n",
- "18 1 856.715481 1203.755420 780 1125 946 1296 \n",
- "19 1 1096.690095 677.624170 991 580 1193 783 \n",
- "20 3 1237.870410 1559.870624 1141 1446 1338 1663 \n",
- "21 1 1251.637992 715.218857 1164 600 1346 834 \n",
- "22 2 1083.053382 1003.712638 959 909 1179 1104 \n",
- "23 4 888.183386 989.848678 806 897 982 1082 \n",
- "24 7 980.635906 1207.982469 892 1117 1075 1299 \n",
- "25 1 683.344760 1261.619042 593 1164 780 1349 \n",
- "26 2 866.364482 946.712864 774 854 960 1043 \n",
- "27 1 811.117145 1192.851079 725 1093 894 1297 \n",
- "28 1 873.853205 1201.233470 761 1093 1007 1321 \n",
- "29 1 886.126222 1052.607284 766 932 1049 1169 \n",
- "30 1 1154.504637 685.963017 1062 592 1241 792 \n",
- "31 1 1237.696158 889.784390 1151 794 1332 985 \n",
- "32 1 1291.940934 1477.396511 1200 1373 1389 1578 \n",
- "33 3 851.107715 876.593444 768 766 937 969 \n",
- "34 4 1191.434484 875.188432 1115 780 1281 952 \n",
- "35 2 1294.409224 754.539084 1199 653 1398 845 \n",
- "36 2 1255.117658 1315.478296 1174 1216 1334 1410 \n",
- "37 3 1180.051091 902.688159 1093 816 1308 991 \n",
- "38 1 1226.118212 1392.524825 1129 1282 1321 1498 \n",
- "39 1 967.131993 946.093154 845 765 1091 1082 \n",
- "40 1 661.731999 957.447717 562 868 774 1046 \n",
- "41 3 732.490638 958.998848 632 875 842 1047 \n",
- "42 1 943.676240 1168.581315 832 1055 1056 1279 \n",
- "43 1 871.894790 970.752169 768 876 973 1082 \n",
- "44 1 1238.477255 1010.823333 1155 925 1349 1096 \n",
- "45 1 1249.465969 1141.497736 1152 1052 1371 1232 \n",
- "46 1 1320.858906 1083.745293 1236 986 1402 1181 \n",
- "47 1 1330.402921 843.874776 1236 741 1413 935 \n",
- "\n",
- " mean_intensity area bg well_index \n",
- "0 5893.243136 17883 3804.348990 0 \n",
- "1 5675.494539 29482 3488.105690 1 \n",
- "2 5577.199722 24449 3408.566682 2 \n",
- "3 3494.268490 9911 1593.304509 3 \n",
- "4 4950.801481 16744 2784.401219 4 \n",
- "5 6097.227883 22810 4042.295567 5 \n",
- "6 6377.684038 26212 4484.396774 6 \n",
- "7 5923.571095 20100 3831.923541 7 \n",
- "8 5542.641505 19328 3414.863698 8 \n",
- "9 3979.945924 16107 1985.911759 9 \n",
- "10 6138.590600 20022 3924.685713 10 \n",
- "11 4355.363998 16849 2434.487594 11 \n",
- "12 6534.560606 35599 4728.538934 12 \n",
- "13 5687.711376 26415 3594.397567 13 \n",
- "14 7051.807607 25713 5005.692734 14 \n",
- "15 4719.993467 26942 2730.449277 15 \n",
- "16 5893.506904 24332 3633.001909 16 \n",
- "17 6544.893589 29264 4657.832770 17 \n",
- "18 4474.387885 21032 2535.886799 18 \n",
- "19 7735.092549 29822 5568.084189 19 \n",
- "20 5490.343957 28050 3218.799925 20 \n",
- "21 6395.783304 28690 4365.381481 21 \n",
- "22 6439.631393 28605 4521.068766 22 \n",
- "23 7370.732076 25231 5404.129768 23 \n",
- "24 5826.441158 26809 3882.517526 24 \n",
- "25 5946.849820 24504 3653.559234 25 \n",
- "26 6471.383819 24720 4502.292411 26 \n",
- "27 5469.324401 25302 3423.949858 27 \n",
- "28 5933.475592 31670 3901.155829 28 \n",
- "29 7091.901764 35089 5106.567277 29 \n",
- "30 6609.384014 27499 4459.700345 30 \n",
- "31 6985.621824 24753 4613.664428 31 \n",
- "32 5614.589829 26428 3327.621876 32 \n",
- "33 6476.290714 25716 4371.306304 33 \n",
- "34 4814.969402 18171 2799.794996 34 \n",
- "35 6548.901995 26213 4426.195055 35 \n",
- "36 6011.791782 22438 3815.216221 36 \n",
- "37 5013.600042 23605 3056.580294 37 \n",
- "38 6369.414053 30513 4343.304822 38 \n",
- "39 6308.860255 36123 4357.499114 39 \n",
- "40 5147.126133 23832 3113.656506 40 \n",
- "41 8054.079575 26918 6409.668116 41 \n",
- "42 5953.761815 37324 3777.242696 42 \n",
- "43 6160.660761 24779 4069.767185 43 \n",
- "44 6153.746961 20400 4071.066830 44 \n",
- "45 6345.233356 26946 4143.442733 45 \n",
- "46 5904.084408 24962 3828.501869 46 \n",
- "47 6455.166099 23486 4340.874528 47 "
- ]
- },
- "execution_count": 63,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
- "process_nd2(nd2_paths[6], plot=False)"
+ "### test single file\n",
+ "# process_nd2(nd2_paths[6], plot=True)"
]
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
@@ -1069,7 +179,7 @@
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": null,
"metadata": {
"scrolled": true,
"tags": []
@@ -1110,584 +220,258 @@
"output_type": "stream",
"text": [
"3 regions\n",
- "9 regions\n",
+ "1 region \n",
+ "73 regions\n",
"12 regions\n",
- "3 regions\n",
"1 region \n",
+ "13 regions\n",
+ "9 regions\n",
"5 regions\n",
"1 region \n",
- "1 region \n",
"9 regions\n",
- "13 regions12 regions\n",
- "\n",
- "9 regions\n",
- "8 regions\n",
- "73 regions\n",
"13 regions\n",
- "6 regions\n",
- "1 region \n",
- "5 regions\n",
- "1 region \n",
+ "8 regions\n",
+ "9 regions\n",
"1 region \n",
"11 regions\n",
+ "13 regions\n",
+ "6 regions\n",
"1 region \n",
"11 regions\n",
- "11 regions\n",
- "6 regions\n",
+ "5 regions\n",
+ "5 regions\n",
"12 regions\n",
+ "1 region \n",
"5 regions\n",
"1 region \n",
- "13 regions\n",
+ "12 regions\n",
+ "3 regions\n",
"5 regions\n",
+ "3 regions\n",
"1 region \n",
- "8 regions\n",
"9 regions\n",
- "1 region \n",
+ "10 regions\n",
"9 regions\n",
- "2 regions\n",
"3 regions\n",
- "3 regions\n",
- "11 regions\n",
- "6 regions\n",
"1 region \n",
- "5 regions\n",
+ "1 region \n",
+ "11 regions\n",
"4 regions\n",
- "10 regions\n",
"1 region \n",
- "8 regions\n",
- "2 regions\n",
+ "18 regions\n",
"5 regions\n",
"1 region \n",
- "5 regions\n",
"19 regions\n",
- "12 regions\n",
- "18 regions\n",
+ "4 regions\n",
+ "8 regions\n",
+ "6 regions\n",
"2 regions\n",
+ "2 regions\n",
+ "12 regions\n",
"7 regions\n",
- "4 regions\n",
- "4 regions\n",
- "1 region \n",
- "10 regions\n",
"1 region \n",
- "10 regions\n",
"9 regions\n",
- "3 regions\n",
"1 region \n",
- "10 regions\n",
"1 region \n",
"3 regions\n",
+ "10 regions\n",
+ "10 regions\n",
+ "1 region \n",
+ "1 region \n",
"1 region \n",
"6 regions\n",
"10 regions\n",
- "7 regions\n",
- "1 region \n",
"2 regions\n",
"10 regions\n",
- "10 regions\n",
+ "1 region \n",
"16 regions\n",
- "2 regions\n",
- "17 regions\n",
- "2 regions\n",
- "4 regions\n",
- "15 regions\n",
"3 regions\n",
"3 regions\n",
- "3 regions\n",
- "10 regions1 region \n",
- "\n",
- "2 regions\n",
- "19 regions\n",
"7 regions\n",
"11 regions\n",
+ "2 regions\n",
+ "2 regions\n",
+ "15 regions\n",
+ "17 regions\n",
"8 regions\n",
"1 region \n",
- "13 regions\n",
- "6 regions\n",
+ "19 regions\n",
"9 regions\n",
"1 region \n",
+ "7 regions\n",
+ "10 regions\n",
+ "8 regions\n",
+ "2 regions\n",
"1 region \n",
"11 regions\n",
- "1 region \n",
+ "13 regions\n",
+ "3 regions\n",
"1 region \n",
"24 regions\n",
- "10 regions7 regions\n",
- "\n",
- "3 regions3 regions\n",
- "\n",
- "1 region \n",
- "12 regions\n",
"20 regions\n",
"10 regions\n",
+ "11 regions\n",
"10 regions\n",
"1 region \n",
+ "2 regions\n",
"1 region \n",
+ "12 regions\n",
"7 regions\n",
- "3 regions\n",
- "7 regions\n",
- "9 regions\n",
- "2 regions\n",
"2 regions\n",
- "5 regions\n",
- "5 regions\n",
- "4 regions\n",
- "1 region \n",
- "6 regions\n",
"1 region \n",
"7 regions\n",
+ "4 regions\n",
+ "1 region \n",
+ "10 regions\n",
+ "9 regions\n",
"1 region \n",
- "26 regions\n",
"6 regions\n",
- "32 regions\n",
+ "2 regions\n",
"5 regions\n",
+ "7 regions\n",
+ "32 regions\n",
"1 region \n",
- "6 regions\n",
+ "26 regions\n",
"5 regions\n",
"10 regions\n",
- "10 regions\n",
+ "7 regions\n",
+ "5 regions\n",
"1 region \n",
- "8 regions\n",
+ "5 regions\n",
"1 region \n",
- "44 regions\n",
+ "10 regions\n",
+ "6 regions\n",
"4 regions\n",
- "3 regions\n",
- "9 regions\n",
- "17 regions\n",
"1 region \n",
+ "44 regions\n",
"7 regions\n",
- "1 region \n",
"3 regions\n",
- "15 regions\n",
+ "8 regions\n",
+ "3 regions\n",
"1 region \n",
- "19 regions\n",
"4 regions\n",
+ "1 region \n",
+ "15 regions\n",
+ "9 regions\n",
"9 regions\n",
+ "1 region \n",
"7 regions\n",
+ "12 regions\n",
+ "2 regions\n",
+ "19 regions\n",
+ "1 region \n",
"10 regions\n",
- "1 region 12 regions\n",
- "\n",
"10 regions\n",
"1 region \n",
- "2 regions\n",
"6 regions\n",
- "2 regions\n",
+ "10 regions\n",
+ "5 regions\n",
+ "1 region \n",
+ "3 regions\n",
"6 regions\n",
- "9 regions\n",
"3 regions\n",
- "5 regions\n",
+ "9 regions\n",
+ "2 regions\n",
"15 regions\n",
+ "3 regions\n",
"1 region \n",
- "6 regions\n",
+ "3 regions\n",
"14 regions\n",
"7 regions\n",
"1 region \n",
- "3 regions\n",
- "3 regions\n",
- "3 regions\n",
- "11 regions\n",
"8 regions\n",
+ "9 regions\n",
+ "11 regions\n",
+ "1 region \n",
"3 regions\n",
- "7 regions\n",
"10 regions\n",
- "9 regions\n",
+ "10 regions\n",
"3 regions\n",
- "1 region \n",
- "4 regions\n",
- "1 region \n",
- "1 region \n",
"9 regions\n",
"4 regions\n",
- "13 regions\n",
- "8 regions\n",
"7 regions\n",
- "6 regions\n",
+ "1 region \n",
+ "8 regions\n",
"4 regions\n",
- "2 regions\n",
"13 regions\n",
+ "2 regions\n",
"1 region \n",
+ "6 regions\n",
"4 regions\n",
"2 regions\n",
- "2 regions\n",
"6 regions\n",
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- "3 regions\n",
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"13 regions\n",
- "2 regions\n",
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"1 region \n",
"1 region \n",
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"5 regions\n",
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"13 regions\n",
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- "1 region \n",
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- "11 regions\n",
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- "6 regions\n",
- "8 regions\n",
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+ "29 regions\n",
"1 region \n",
"2 regions\n",
+ "3 regions\n",
+ "3 regions\n",
"2 regions\n",
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+ "5 regions\n",
+ "16 regions\n",
"6 regions\n",
"1 region \n",
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+ "10 regions\n",
"5 regions\n",
- "4 regions\n",
- "1 region \n",
- "1 region \n",
+ "8 regions\n",
"3 regions\n",
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"4 regions\n",
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"5 regions\n",
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- "13 regions\n",
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- "1 region \n",
"6 regions\n",
- "13 regions\n",
- "1 region \n",
"1 region \n",
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- "16 regions\n",
- "16 regions\n",
- "5 regions\n",
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- "2 regions\n",
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- "1 region \n",
- "1 region \n",
- "14 regions\n",
- "5 regions\n",
- "2 regions\n",
- "2 regions\n",
- "15 regions\n",
"9 regions\n",
- "5 regions\n",
"4 regions\n",
- "2 regions\n",
- "26 regions\n",
- "1 region \n",
- "1 region \n",
- "8 regions\n",
- "5 regions\n",
- "2 regions\n",
- "4 regions\n",
- "13 regions\n",
- "9 regions\n",
- "10 regions\n",
- "2 regions\n",
- "4 regions\n",
- "4 regions\n",
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- "1 region \n",
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"4 regions\n",
"1 region \n",
- "1 region \n",
- "3 regions\n",
- "13 regions\n",
- "15 regions\n",
"11 regions\n",
- "1 region \n",
- "8 regions\n",
- "4 regions\n",
- "10 regions\n",
- "3 regions\n",
- "6 regions\n",
- "29 regions\n",
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- "2 regions\n",
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- "10 regions\n",
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- "5 regions\n",
- "1 region \n",
- "5 regions\n",
"7 regions\n",
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- "1 region \n",
- "1 region \n",
- "3 regions\n",
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- "2 regions\n",
- "10 regions\n",
- "4 regions\n",
- "8 regions\n",
- "6 regions\n",
- "8 regions\n",
- "5 regions\n",
- "11 regions\n",
- "2 regions\n",
- "2 regions\n",
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- "4 regions\n",
- "2 regions\n",
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- "3 regions\n",
- "9 regions\n",
- "14 regions\n",
- "2 regions\n",
- "17 regions\n",
- "5 regions\n",
- "5 regions11 regions\n",
- "\n",
- "6 regions\n",
- "4 regions\n",
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- "16 regions\n",
"16 regions\n",
"2 regions\n",
- "3 regions\n",
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- "11 regions\n",
- "5 regions\n",
- "8 regions\n",
"1 region \n",
"4 regions\n",
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- "10 regions\n",
- "5 regions\n",
- "2 regions\n",
- "4 regions\n",
- "7 regions\n",
- "4 regions\n",
- "12 regions\n",
- "4 regions\n",
- "1 region \n",
"1 region \n",
- "5 regions\n",
- "13 regions\n",
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"1 region \n",
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- "3 regions\n",
"13 regions\n",
- "5 regions\n",
- "2 regions\n",
- "3 regions\n",
- "2 regions\n",
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- "3 regions\n",
- "5 regions\n",
- "1 region \n",
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"13 regions\n",
- "3 regions\n",
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- "2 regions\n",
- "1 region \n",
- "1 region \n",
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"1 region \n",
- "11 regions\n",
- "2 regions\n",
- "11 regions\n",
- "7 regions3 regions\n",
- "\n",
- "1 region \n",
- "1 region \n",
- "1 region \n",
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- "10 regions\n",
"1 region \n",
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"8 regions\n",
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- "3 regions\n",
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- "1 region \n",
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- "6 regions\n",
- "2 regions\n",
- "14 regions\n",
- "5 regions\n",
- "14 regions\n",
- "9 regions\n",
- "5 regions\n",
+ "8 regions\n",
+ "13 regions\n",
"1 region \n",
"2 regions\n",
- "1 region \n",
- "22 regions\n",
- "16 regions\n",
- "1 region \n",
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- "17 regions\n",
"11 regions\n",
- "27 regions\n",
- "2 regions\n",
- "4 regions\n",
- "1 region \n",
- "1 region \n",
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- "15 regions\n",
"3 regions\n",
- "32 regions\n",
- "11 regions\n",
- "26 regions\n",
- "8 regions\n",
- "6 regions\n",
- "4 regions\n",
"1 region \n",
- "1 region \n",
- "15 regions\n",
"10 regions\n",
+ "6 regions\n",
"1 region \n",
- "24 regions\n",
"6 regions\n",
- "16 regions\n",
- "7 regions\n",
- "9 regions\n",
- "10 regions\n",
+ "4 regions\n",
"1 region \n",
- "3 regions\n",
- "11 regions\n",
- "10 regions\n",
- "2 regions\n",
- "13 regions\n",
- "8 regions\n",
"2 regions\n",
- "20 regions\n",
- "8 regions\n",
- "1 region \n",
"1 region \n",
"3 regions\n",
- "8 regions\n",
- "7 regions\n",
- "3 regions\n",
- "9 regions\n",
+ "6 regions\n",
"3 regions\n",
- "18 regions\n",
- "4 regions\n",
- "4 regions\n",
- "15 regions\n",
- "2 regions\n",
- "24 regions\n",
- "5 regions\n",
"1 region \n",
- "2 regions\n",
"14 regions\n",
- "10 regions\n",
- "20 regions\n",
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- "4 regions\n",
- "17 regions\n",
- "1 region \n",
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- "12 regions\n",
- "1 region \n",
- "1 region \n",
- "15 regions\n",
- "6 regions\n",
- "18 regions\n",
"5 regions\n",
"1 region \n",
- "1 region \n",
- "6 regions\n",
- "10 regions\n",
- "15 regions\n",
- "1 region \n",
- "2 regions\n",
- "33 regions\n",
- "14 regions\n",
- "19 regions\n",
- "2 regions\n",
- "6 regions\n",
- "12 regions\n",
- "1 region \n",
- "15 regions\n",
- "14 regions\n",
- "1 region \n",
- "1 region \n",
- "11 regions\n",
- "12 regions\n",
- "20 regions\n",
- "1 region \n",
- "4 regions\n",
- "11 regions\n",
- "1 region \n",
- "55 regions\n",
- "15 regions\n",
- "1 region \n",
- "1 region \n",
- "11 regions\n",
- "9 regions\n",
- "1 region \n",
- "21 regions\n",
- "3 regions\n",
- "26 regions\n",
- "1 region \n",
- "7 regions\n",
- "7 regions\n",
- "2 regions\n",
- "11 regions\n",
- "1 region \n",
- "6 regions\n",
- "16 regions\n",
"5 regions\n",
- "3 regions\n",
- "7 regions\n",
- "1 region \n",
- "27 regions\n",
- "32 regions\n",
- "1 region \n",
- "1 region \n",
- "17 regions\n",
- "15 regions\n",
"13 regions\n",
- "4 regions\n",
"7 regions\n",
- "2 regions\n",
- "1 region \n",
- "10 regions\n",
- "4 regions\n",
- "1 region \n",
+ "7 regions\n",
"1 region \n",
- "8 regions\n",
"6 regions\n",
- "10 regions\n",
- "2 regions\n",
+ "18 regions\n",
+ "5 regions\n",
"1 region \n",
- "14 regions\n",
- "2 regions\n"
+ "6 regions\n"
]
}
],
@@ -1703,31 +487,9 @@
},
{
"cell_type": "code",
- "execution_count": 69,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/24h/Diff-24.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/14h/2iL-14h001.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/39h/Diff-39.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/24h/2iL-24.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/14h/2iL-14h.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/39h/2iL-39.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/15h/Diff-15.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/24h/Diff-24.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/39h/Diff-39.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/15h/2iL-15h.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/24h/2iL-24.csv',\n",
- " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/39h/2iL-39.csv']"
- ]
- },
- "execution_count": 69,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"all_csv = glob('/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/*/*/*.csv')\n",
"all_csv"
@@ -1735,7 +497,7 @@
},
{
"cell_type": "code",
- "execution_count": 80,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -1752,7 +514,7 @@
},
{
"cell_type": "code",
- "execution_count": 71,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -1761,84 +523,27 @@
},
{
"cell_type": "code",
- "execution_count": 72,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "(575,)"
- ]
- },
- "execution_count": 72,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"pd.unique(df_all.area).shape"
]
},
{
"cell_type": "code",
- "execution_count": 73,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='hour', ylabel='mean_signal'>"
- ]
- },
- "execution_count": 73,
- "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"
- }
- ],
+ "outputs": [],
"source": [
"sns.scatterplot(data=df_all, x='hour', y='mean_signal', hue='condition', style='container', )"
]
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='hour', ylabel='mean_intensity'>"
- ]
- },
- "execution_count": 35,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<Figure size 1800x1200 with 1 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"fig, ax = plt.subplots(dpi=300)\n",
"sns.lineplot(data=df_all, x='hour', y='mean_intensity', hue='condition', style='container', )"
@@ -1846,32 +551,9 @@
},
{
"cell_type": "code",
- "execution_count": 74,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='hour', ylabel='mean_signal'>"
- ]
- },
- "execution_count": 74,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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rcjN7Pl24+alchc/nD3FXfildN5t940v6lKTPjnjseunzljFmwVq7vYv1LpQ+fzbmceW1zu9iDRljFjUc+oxbCwAAAAAA7FUcScGmq+LZMeRJg56RIU+z0K6NkAcHzFpp/ZYLeO7cdJdu+XTUDJx5IW/XduUNqbEy+zUAnGqEPseAMWZJ0v8h6TOFmzck/aC19s3D3BdrbWKM+aby0EcaE7BYax8bY56WHvuCpC/uYskPlT4fV9FUvr283W7XeWKtfbrL5wAAAAAAAGVZyNNL27WNDHl6pXZtpdknxnOVPLVWGvYQ8uAQbD1wIU9WzbN9AJMVFi+6kCer5lk4N/s1AKCA0OeIGWMWJP1vkr69cPOWpN9grf2lo9krlX87m9RK7YuSvrPw+UvaXejz0RHPN26dopd2scaodb6wy+0BAAAAAIAkxWHeqi3YkqLu8GOinhR0pGiKkKfadEEP7dBx0DpPpTtvSrdvuJBn4/bs12iezWfyXLkuLV3mtQ3gUBH6HCFjTFPS35D03YWb25L+eWvtqHZqh6X8loNHEx77rgZDn++Q9NenWSQNvF4b8Xzj1il6zRjTstZO20z1u6ZcBwAAAAAAFMWh1Evbte0Y8myn7dpGhDzVZn4h5MFhCLaku29Ltz/n2rU9+ers16gtujZtWcu2sx/mtQ3gSBH6HBFjTEPSz0v6nsLNXUn/orX2HxzJTkkyxpzTcFXMnQmb/B+Sfmfh8+/ZxXK/WoOvwZvW2vujHmitvWuMeVt5SFSRC8v+1pRrlffrf9/FfgIAAAAAcHr0Q56sXduIkCfsugshD46TqCvdezdv2fboS5JNZrtGpSFd+nTesm3tZcnzZ7sGAOwDoc8RMMbUJP2MpO8v3NyT9EPW2l84mr3q+22Sik1z72tyu7a/KdcOLmsB9x3GmE9Ya39lirV+R+nzn93h8T+rwcqgf1NThD7GmE9I+rbCTdvTbAcAAAAAwKkQBWnAk7Zsi3vDjwm76UyebXfdTgp5Wu7EOCEPDlocSg+/mM/kuf8FKQlnu4ZXkS6+4qp4rlyXLnxS8quzXQMAZojQ55AZYyqS/rKk31C4OZT0W6y1f/No9soxxlyU9HtLN/91a60dt421tm2M+SuS/vXCzT8hF8hMWutjkn5T4aZI0l/cYRf/x3T/srdP/LAx5mVr7Xs7bPcTpc//srV2xNuUAAAAAAA4BXYKeaxcxQQhD46bJJYef8W1artzw7VuG1WJth/Gk859LJ/Lc/FV9zoHThObuGNAsO3msuFEIfQ5RMYYXy64+JcKN0eSfqu19m/McJ2PS/qYtXaq2TrpNpfkZvFcLNwcSPpDU2z+++UqhLK3OfwOY8zPWmt/fsxaDUl/TlKtcPN/a619f9Ii1tr3jDH/vaR/K72pJunPG2N+7bgQxxjzL2mwoiiQ9FOT/zkAAAAAAMyRLOTJ5vLsK+Rppe3aCHlwCKyVnn1Dun3DBT1333Sv41k7+xEX8Fy5Jl1+XaovzX4N4DizNj0OtPO2nuU6AL9+NPuGXSP0OVz/naQfKd32eyTdNMZ8eJfPdW9CtcplST9vjHlH0l+Q9LPjqmGMMUuSfrtcBc3F0t1/wFq744Q7a+1XjTH/paT/uHDzXzHG/G5Jf8ZaGxTW+6SkPyvpOwuPfazpg5iflKsQOpt+/p2S/o4x5t8ptpQzxtTlZg39sdL2f8xa+40p1wIAAAAA4OSJeu6kXTaXJw4G7++HPO30skPIU2u5k32EPDgMG3ddFc+dmy7s6TyZ/RrLV1yrtivX3KW1Ovs1gOMu6uXHgaA9PP/Kr6ZBf0uqLeSzq2qEosedmdC5CzNmjJnlf/b3Wmv//ph1vkfS3yvdvC7pXUmPJG1KWpT0vKTXNTr8+zPW2h+ddmfSKqa/rsG2dZL0QNKNdM2PSrouqfhbYiDp+621/3AXa32P3CyhYqWQlfQ5SV+VtJKuc7606d+Qm5tU+k32cBljXpH7WkiS3n33Xb3yyitHuEcAAAAAgBMt6rk2bVnLth1Dns7wyT3juXCn0iTkweFqP84Dnjs3pM17s1+jdS5v13blmrR0afZrAMddEuXt2oK2+7zI8wdDnvLsKuNJjRVp+eqpmmv1+c9/Xq+++mrxplettZ8/qv2ZBpU+p8eKpO+a4nHbkn7cWvvTu3lya21sjPkRuSqe31q464KkHxyz2QNJv303gU+61t83xvwmSX9eebBjJH1Lehnlf5L07x514AMAAAAAwL71Q56sXduIkCfsSFFnfMjj+YV2bS2pQtseHJLuhnT3LRfw3L7h2rfNWn1ZuvKGdPUzLuRZeZ4QE6dPErvjQNAefawwXh70V1tStVF6AuPCn9qia3lYW+D76IQg9JlPX5T0/5b0a+QqXqaZNvdluRDlp621j/ayqLV2S9JvM8b8FUn/N0nfPuahTyT9JUk/aa19uMe1/jdjzKtybeF+q/J2b2X/RNIftdb+1b2sAwAAAADAkQu77oRdsOnCniQcvL8f8rSlIA17CHlwXIRt6d47+VyeR+/JvWhnqNqULr2eV/KsvehOaAOnibV5yBO2R8/lqTRceFNtSpWW5JVCnEpTqmchz2Le0g0nCqHPIbLWHkoUaq29L+n/KUnGGE/Sy5JelHRV0hlJDUkdSU8l3ZX0y3sNX8as/1fkZvp8RC50uiJpQdI9Sd+Q9IvFOT/7WOeBpH/PGPMfyVUxfUjSJblqpduSblprv7bfdQAAAAAAOFRhN2/Vtq+QJ3v3dpOQB4cnDqT7X8greR58cXhm1H75Venip/OWbec/Lnmc5sQplM1wG1fV6dfy2WzV1nCI41VdwJNdTlHbtnnGT8M5Z61NJH0pvRz22l+TdOChSxoglWcYAQAAAABwMmQhTy9t11YOeRJbaNXWJeTB8ZJErnonm8lz753hNlL7ZTzpwiddyHPlunTxFV7jOJ3iMJ/JE06ay7OQzuUpnf43flrJs+wqeYZaumEeEPoAAAAAAAAcprDjwp3epgt7yiftBkKejruU22F5lUK7NkIeHCKbSE++llby3HTzecLt2a+z9pILeK5ec63baq3ZrwEcd0mcHgvSoGfUXJ5q04U81eaYuTyLecu2aou5PKcAoQ8AAAAAAMBBCjuuTVvWsm1kyFMIeMaGPC2p1nQzFwh5cFislTZu5zN57tyUus9mv87K8/lMnitvSI0zs18DOO6sTY8D23l15wCTzuVp5dWd5Qyn2kqDnmwuD/OtThtCHwAAAAAAgFnqhzxZu7Z9hjzVlpvLAByWrQdpwJNW82w/mP0aCxfSkCet5lk4P/s1gJMg6ubt2kbO5am7Kp7aQjqXpxTi+LV8Jk9tabilG04dXgEAAAAAAAD7EbRduDNNyBO03Qm+csjjV9PWPIQ8OAKdZ9LdN/O5POu3Zr9G44yr4rn6GRfyLF2hzRROpzgozeWJB+/vh/5pyDNyLs9SfqHyEyWEPgAAAAAAANPKWu9krdp6W5ItnbBLkjTk6U4R8qQzeQh5cJiCbTeL585NF/Q8eX/2a1QXXJu2rGXb2Y8Q8uB0SqJ8llvYluJw8P7+XJ7FtIVnOcQxeau2+pJ7LN9LmIDQBwAAAAAAYJxiyNNLK3nGhTxB2qptx5Cn5T4HDkvUk+6/m1fyPPzScAup/fLr0qVP5y3bzr3kKhaA08YmaevOdiH4LzJpu7aWVEmD/1FzebJKnuoCc3mwK/zkBQAAAAAAyFibnqjbnjLkabsT6iNDnlahXRshDw5REkkPfiWdyXNDuv95KQl33m43vIp04VNpy7br0oVPUrGG08laF+z0Q56Ou63Ir7uQp9aSKguSZ4bvry9J9UXm8mDfePUAAAAAAIDTKwt5emm7tnEhTzZgOxz1rm0VQp6sXRshDw6RTaTH70u3P+datt19a/TrdF+MdP5jrornyjVX1VNtzngN4ISIg3Qmz7b7WK6c86uuiicLespVb14lbdmWzeUhMMXsEPoAAAAAAIDTYyjk2Ro+WdcPedqFdm0lfi2v4hl1Qg84SNZKz76ZVvLclO6+KfU2Zr/O2Q+7kOfqNenyG+7kNHAaJVEa8rTHzOXx3Tye6oI7LpRDHOPlM3myuTzAAeE3EgAAAAAAML+sddU7wfaEkCcenL8Q94afx6+lbXmahDw4Gpt3XcBz54ar5mk/nv0aS1dcwHPlunTlDam1Nvs1gJPAJvkxod/Gs8ikoX8a9FQaI+byLBRati1KpvwA4GDwGwoAAAAAAJgf/ZBny1XzhNtjQp60imenkCdr10bIg8PWfizdeTOv5tm8M/s1WmuuVVtWzbN0efZrACeBtW4WT9hxx5CoOzyXp9LIqzsrreG5PJVG2rItrejx/MPbf6CA31gAAAAAAMDJtZuQJ0iDnlEhT6Wet2sj5MFR6G26Nm1ZNc/Tr89+jfqSdPmadDUNeVZeoPoAp1fUS48N2+7YMGouT7Ul1dKWbeUQx6u6Kp76sgt6mMuDY4LfYAAAAAAAwMmRJOng7O0JIU+UV/FMDHnSgIeQB0ch7Ej33nGt2m5/Tnr0niS742a7UmlIl193Ic+V69Lai262CHAaJVEa8KRvAkiiwfs9Pz0upEGPXx28vz+XZ9mFPczlwTHFbzQAAAAAAOD4ykKeXjqPJ9jW0Inx/oDtDiEPjq84kB58Ubp9w1XyPPji8Enn/fKq0qVX85ZtFz7Bax2n10Arz233PVhkvEKFZ0uqNkpPYFz4k7Vsqy1QGYcTgZ/6AAAAAADg+NhVyNOWwu6YkKeRBzyEPDgKSeyqd+58zrVsu/fO6NfqfhhPOv+JfCbPxVddwAmcRtlcnqDtjiNRb/RcnqxdW6U5Yi5P04U89UUX9DCXBycQv/EAAAAAAICjkyRpuJMGPKNCnjhKA56sXVsw/DwDIc+I2QvAQbNWevq1tJLnppvPE2zPfp21F13Ic+WadPk1d2IaOK2iXt6ybeRcnlrarq0lVRckzxu+v7aYBj1Lwy3dgBOI0AcAAAAAAByeYsjT23In6vYT8tSyd2sT8uCQWStt3E5n8qRBT/fZ7NdZed4FPFevS5ffkJpnZr8GcFLEYTrXreM+JvHg/Z7vwp3+XJ7S6W/juyqe+rILe4ZaugEnH6EPAAAAAAA4OEmcVvBMEfIEbdeaZ1TIU224cIeQB0dp+6Fr1XYnDXm27s9+jYXzLuDJqnkWL8x+DeCk6M/laadzecLB+/tzeRbS40O5vaEpVPIsujCIuTyYc4Q+AAAAAABgdpI4D3iyljtDIU+YDtZuS1F7xEk8407cVVvuZB4hD45K95l05828mmf9g9mv0VjJA56r16Xlq5yUxullEzerLdzO57YNMOlcnlZ6jGhJ5W+XaisPemqLwy3dgDlH6AMAAAAAAPZuIOTJKnlK4jAdrN2ZIuRpuRN6hDw4CsG2dO/tvJrn8Vdmv0Z1Qbr8ugt4rl6Xzn7YVSsAp1XUTd8k0Bkzl6c+GPKMmsuTzeSpLQ23dANOGb4DAAAAAADA9JJY6m3mLdsmhjxZu7ZRIU86kyer5uGkN45C1JPuf94FPLdvSA9/ZfiE8375NenSp/OWbedeljxOyeEUi4O8pWfYHjGXp5LP5Km1hr9fvEpaybPsWrYNtXQDTjeOMAAAAAAAYLw4cuFOUGzXVhIF6Tu0sxN40eD9/ZAnDXgIeXBUkkh6+CUX8Ny5Id1/dziU3C/jSxc+KV39jGvZdvFTLvgBTqskSlt6pseQoTcC+G5uW3VRqjWHQxzjuZCn37KtdXj7DpxAhD4AAAAA9iVOrOLEKrFWUXq94hkt1PlzAziRiiFPb8tV6pRF6bu0s6BnYsjTcifzCHlwFGwiPX4/reS5Kd17y71uZ8q46p0r16Wr11xVT5WT0jjFbFIIeTqufdsA48L/WkuqZNWepYdUF1wVT33JXWcuz+Gz1lVDRp30Y0/yq9LiRVqwHnP8FQYAAACcclloEydWsU0DnML1Yqgz/Ljxz7vYqOj5s01VfP5IB461OJKCtF3bjiFPGvSMDHmahXZthDw4ItZK6x/klTx33pR6G7Nf5+yHXRXPletuPk9jefZrACeFtS7YyVq2RR13W5FfT9u1NaXKguSZ4fv7c3kWmctzmJLEff0GLmnIIzv8+LAjrb146LuJ6fHdAwAAAJxg1lolVoqSREmigdAmKgU1WSVOMmVosxuJzdeysqr5vra6kd5/uK0PrbXUqPJuQODYyEKeXtqubWTI0yu1ayvNWzCeq+SptdKwh5AHR2jznnTnZhr03JTaj2a/xtJlF/Jcve4+ttZmvwZwkvSPE9su6CnPwvKrroqn1ho/l6e+JNXSoKdCC8QDl8Rp5VVvMOCJgwnbJO7+OJCS0P3s620e3j5jTwh9AAAAgCNkbV45UwxtRlbX9B93sKFNkgZJSbZ+f03393ycPjbbD2uH38xZqxhdWmlIkr7yYEvPn21ppVWdzc4C2J04zFu1BVsj2uzInQAKOlI0RchTbbqgx5R78QCHpP3EhTt3brpqno07s1+juZoHPFeuS8uXZ78GcJIkkQt3wrRl26i5PLWma8VWbQ2HONlcnqyap9o8vH0/beIwr9YphjzJhPllSeyqeuNeHvLEweDX2fPTwHtE9Q+OFUIfAAAAYB9GhjZxIZQ5DqFNP7wphjZ5ZdCo0GavfE9KrBREVreednRxuaGFWkXffNLWhaiui8uN2SwEYLw4dO/CDbanCHnSk3ejQp5qM78Q8uAo9Talu2/l1TxPvzb7NWqLacBzTbr6GenMC7zmcbolsasEDdI3A0S90gOMC3dq6ey2SqM0lye9v9+ybYHvqVmLgsK8na4UppU7Nh6/TRy5YCcKCwFPb/j3gCLPn3w/jh1CHwAAAJxq5dBmqE3ahNAmiu3MwpLBwCYPbbL1DjO08YzpX3zPyDOS52W3qXC7kVd4vJ/2Zo/iRHc3uuqFie6td7W6UNPZVk0PNnrqBLGeX231HwtgBvohT9aubUTIE2Yngwh5cAKEHen+u/lcnkfvDbeO2q9KQ7r8mqviuXpdWn2RweQ43ax1AULYyY8l5V8wK4086Km0hufyVBr5TJ76Et9Ts2DtcDu27PNxPxetXFVPlIY6UaFyZ1Ig5Fclv+YulZqbs+TXXJXX068fxL8OB4TQBwAAACdaMbTpt0QrhTb9OTaFECVKP59VWFIMZ7LQph/iDIU2SXr7wYY2fjGoKVzPb89Dm+y2Waj4nq6eaerhZk+b3UiPtwIFUaLzS3VtdiO9/3BLL6wy5wfYsyhIA560ZVtcfve10pAnnbUQjnjX70DIk71Dm5AHRyQOpQdfdAHP7RvSgy+4k4yz5FWli6/kLdvOf8Kd4AROs6jnqniC9A0BQ3N5au44UUtbtpVDHK+aV/LUl/ie2o8kGQ51suvj2qlZDbZji3p5wDNuG2Pc160Y6lTSoGfcbL5Z/zzGgSP0AQAAwJHKQpuo2IqsPNvGDoY2xcqbgwpt4iRvmVYMbQaCnYMMbTwj3wyHNv3Km0Jo46ePn1VoMwueMbq43FCjGvbDnyCOdWnZ9W9//+GWnl9tabnByQFgRzuFPFZpWxdCHpwQSSw9fi+t5Lkp3XtndIXafhhPOv9xV8lz5Zp06VX3ugdOszhMQ55sflvpZL7nu2NEdcFV85RDHONL9UWpls3l4Xtq15K4NG8nvT7qDRz9bWxp1k4W7oQaH+54paqdwoXj/9wj9AEAAMC+WJtXzZRDm2KrtCy0KYY7hx7aFG/L2rlZKx1SaJOHM+VqHB270GZWVppVVX2j+xtd9UKrD562dWmloVa1om88auvicl0XmPMDDMpCnmwuz75Cnlbaro2QB0fIWtcaKKvkufume23P2uqL6Uye6651W21x9msAJ0kSu3Ana9kWB4P3DxwrWiNCHOOqfLJKnmqLY8m04nCwaiebt5OE47dJ4kIrtmLIM2Eb442u2vFrs/834cQg9AEAADjlkkL1TDG0iZKkP+em3BLtoEObbN1iaDN0W7+t22zb/I8LbfIZNiPm2sxxaDMLrVpFz51t6d56V70o0d1nXa0t1nSmWdP9jZ46YaznzjLnB6dY1HMn47K5POWTcv2QJ31n9k4hT63lTv7wMwlHxVpp824+k+fOTanzdPbrrDznQp4r16Urb0jNs7NfAzhJrE3fENDO3xRQVmm640QW9JQPFZVmGvKkFT3emJZfcKJg9LydSS3Rkih9XJiGO6EUd4fn7RV5lVKoU3fXPU7vYxivCgAAgBNuVGgz2BYtbZUWj37cYYQ2+Wyb4dtmH9qUKmuKLdAKoc3AXBtCmwNX9T1dPdvUg82etrqRHm0G6oWJLizXtdGJ9H60pQ+ttVSvMOcHp0DUc23aspZtO4Y8I+YsGC8dpN0k5MHxsP0oreS56T5u3Z/9GgvnpCufka5ec2HP4sXZrwGcNNkbB8YdL/xa+oaAbC6PN3x/fclVxjGXZzRrC3N2elLUyT+f9IdMnIY6UZi2cEsrd8pv3CjyqyPastWH5ykBExD6AAAAHLFyaBMlg/Nrsqqb4pybgwpt4iSRtRoIbeJksB1aHurMPrQx/bZnw+3QiqGNnwY5hDYni2eMLi039LQS6PFWkM75SXR5pSGF0lceMOcHc6of8myObq9jlfb1T0/YjTpp5/mDLXgq9UPbfWCk7rp0501XxXPnhvTsm7Nfo7GSVvJck65+Rlq+SrgJxKGr4gnSFp/l6hDPdzN5sqDHL53+zeby1JddyMPxJJckLqQJO6WQp6uxs3OsBtuxRYHbJgnH/5FkjORVh6t2/Jp7UwewT4Q+AAAA+1QMbfKgJr+e3V4ObaLYfZxFaGOVt0ArhjblOTdJIre+CG1wdM62aqpXvHTOT6IPnrg5P81szs9KXReWmPODEyzsunAn2HRhT7l/fzHkCTruHcOEPDjugrZ07+28mufxVzT2JOheVVvS5dddu7ar16XVj3ACFEiivGVbsD0836Xf3nMhrQAtHy9MXsVTX2Quj5TOzinO20lDnvIMvYFtbGnOTtaeLdDYn4XGSyt36oOzdvwaXwMcKEIfAABw6u0ltOnfdpChTSzFOrrQpjzDJg9whkObrKWa4Y8XTCmb83N3vasgSnTnWVfnlupaaVR1f72nbpDoubNNecz5wUkQdvNWbfsKebIZC01CHhy9qCc9+EI6l+em9OCLk1sS7YVfky69mrdsO/cx5lMANnHHlXDbha1ReS6PkSqNdC7PgjtmlH9dqrbylm21xdM7lyeOhufthJ3h43RRkgy2YusHPRO2Md7oqh2vSriDI8GRFAAAnHhJkrZEsyNCm2LrtCRvYRZn4ckBhTZRYmWTKUObRDNr0ZaFNv25NlOENvlsG0IbHK6q7+m5s0092Ohpqxfp4UZP3TDWhaW61juhelGsF5jzg+MoC3l6abu28smjxLpgJ2y7xxLy4CRIIunhl1zAc/uGdP+dySc598L40oVPuiqeK9ekC5/itQ/YtIIk2B7f4tOvpyFPa8xcnnrasm1Jqi0Nt3Sbd1Ewet5OEo3fJonS7bJgJ52/M2kbzx+u2qnUCatx7PCKBAAAR65YNVMMbfqzbQqhTZQk/aDkoEKbfhBTCm1imwY5hdDG7cNsQ5tiSzRCG8w7zxhdWmno6Xagx9uBNjuRwjjRpeWGuqH0/oNtvbDW0mKdP11whMKOOxnX23RhT/mE0EDIk56wK7d68SqFdm2EPDgGbCI9+apr1Xbnc9Ldt91reKaMdO7ldC7PdenSp92Ja+C0iwNXxROml6G5PJW8XVutNRwqeJW0ZduyC3tOwzHFWvf/NmrezqQqxCzMibKPaQXPpG38aiHUKQQ8hDs4IXilAgCAfRsV2sRxoeJmREu0Qw9tEqtYg6FNnGSBzuxCm3JQMzDDpjC3htAGGHR2oaZaOuenG7g5P5fPNNSoVPS1h9u6tNLQ+aVTcEIDx0PYcW3aspZtI0OeQsAzNuRpSbWmVCHkwTFgrbR+K53Jk7Zs623Mfp0zH3Ihz9Xrbj5PY2X2awAnTTaXJ9h2Ic/QXB4/PV5kc3lqpfu9fC5PbXG+w1Nrh9uxZeHOuNk5VqVZO0H++aQ+2H7VHZ+LVTt+jVliOPEIfQAAwFBoU6ywyT5GcX5/FqpESaJkRrNkstAmSqysBkObOEn617PQJgt3DiO0KYYy/dBmzP2ENsDeLdQren61pTvPOgpjq9tPuzq/VNdyo6p76111w1hXzzDnBwegH/Jk7dr2GfJUW+6kEXDUth5Itz/nAp47N6TtR7NfY/GidPUzaTXPNWnh3OzXAE4amxRCns7ouTzVZj6Xp9IYMZdnIW/ZVl2Yv7k8SVKat9N1LVHj3oRtbGHGTlCo4Ak0NhAyZjjUyS787YY5RegDAMAcKIY2UZJXsBTbpBVDncHHzWYfrPJKnoHQxiZ5W7Q0tMnm7xxGaJMHMnloU26fRmgDHB9uzk9LDza72u7FerDRUy+KdW6xrmftdM7P6oJqlTk78YHDFbTdibhpQp7+EO3Sgcqvpu3aCHlwjHSepjN50pBn4/bs12ieda3arl6TrnxGWr48+zWAkyarTgnb6XGjM/wHjl+Xagt5RU/5TSyVRl7NU19y82PmQRyNnrcTB+O3SRJ3f9TLw504nLyN8QZbsfXn7VQJd3DqEPoAAHAMFFuf5fNrxrVFO7zQZmiWjaySWHmVzQGHNsUWaFko0w9oCG2AueV7RpdXmnqyHejJdqD1dqQgcnN+OoH0lQdb+tBaSwvM+cE0rE3Dm7RVW29ruI9/kqQhT3eKkCedyUPIg+Mg2JLuvOUCnjs33YyeWastSlfeSIOe6659G79vAWnrsXYe9JTbiPnV9JjRcmFPOcTxKmnAs+y+z8ot3U6aOBwxb6cz/MaKoiQabMUWpQHPpG08f3TVjl+d/b8JOKH4KwkAgH2y1oUeWauzYmgTFYKauHQ9f9xs9iMLYSaFNlEW3hxCaJOHM3loU2yJRmgDYCer6ZyfBxtddYJEHzxt6/JKU/WKr6892tbllYbWFpmTgpJiyNNLK3nGhTxBp9B2Z1LI0+JkEo6HqCvdezedy3NTevSlyfMq9qLSkC59Og951l6an4oDYD+SyIU74bb7WA4msrk81QUX8pSPG8W5PPUld4w5aaxNw5kR83bKx9qiOCrM2smqdnpSMmEbv1qq2kk/epzOBnbCdwkA4NSzNg9hiqHNqKAmq7BJDji0SdIgaZrQJk6s7IxDm4GWaN6IuTZj2qf5zNkAMGOL9YpqZ1u6u+7m/Nx62tGFpbqWGlXdedZVJ53zQ2B8ilmbvst6e8qQp+1OUI0MeVqFdm2EPDgG4lB6+MW8Xdv9L0hJuPN2u+FVpIuv5C3bzn+S1z8guUAiStt89o8dRSat4knfHFBtDN9fW8iDntrCyamSy9rV9St2CvN2xgXNVoVZO8XWbMHkcDoLd8qVO4TNwJ4R+gAATrzdhDb54w4/tHFrajC0SfdjlqGNP9AObXJoU26fRmgD4DiqVdycn/sbXbWDWPfTOT9ri3U93Q7VDRN9aK2lqs+cn1MhC3l6abu2cSFPmM7kCbN2bSXFtjvVJie5cTwksfT4K+lcns9J994Z/frdD+NJ5z7mqniuXJcuveqqe4DTztpSyNMd/iOt0nDhTbUpVVqj5/JklTy1xeMfXCRJIdwphjwj3hzR38ZKSSnUyVq0jdvGmOFZO1lLNsPvb8CsEfoAAI7cyNAmLoQyE0KbKLYzC0sGA5tSaNMPb4qhTd7O7aBDG79fWTOiJRqhDYBTwM35aejJdqCn7VDP2pF6kdWl5Xp/zs8Lq8z5mUtDIc/W8DuGkzgPePrt2kr8Wl7FU2vRHgbHg7XSs29It2+kc3nedK/xWTv7kTzkufyaOyENIJ/LE2y748fQXJ702FFbcMePobk81TzkqS8d3zcQZMfJ/ryd9BIHE7ZJSpU73bQt24RtjDfYiq14OSlVTsAc4LdcAMC+lUObodk2xZZohdAmSvLWZLMwLrTJ1hsMbZK00ubgQ5v+HJtCaDOpfRoAYDRjjNYW66pXfN3f7KoTxLr1tKNLKw1Jbs7PlTNNrS6c8EHIp5217uRbsD1dyBO0XbuZMr/mwp1Kk5AHx8vGXenO5/KWbZ2ns19j+Wreru3yG1JrdfZrACdRHObHjnDEXB7PTytAF9yxY2gujy/VF6VaNpfnmFXJxWHeiq3Ymm1SW8gkHqzayVqzlf9vijx/fOUOgCPHb70AgIHQpt8SrdwmzQ6GNsXKm1mFJcVwJgtt+iFOIbQZeMwBhzYDLdG8UogzphIHAHCwFhsVVStN3Vvv9uf8XFxqaLFR0e2nHXXCWFdWGsz5OSn6Ic+Wq+YJt8eEPGkVz04hT9aujZAHx0X7cVrJk4Y8m/dmv0brXFrJc81dli7Nfg3gJOofP7I3CZSqVIyXVoGmLdvGzeXJKnmqreNRsdKv2OkNhjzldqdFceSOn1EoxVnVTs/9H43jVYbn7VRqHGOBY47vUACYA1loExVbkaVhSLHqJgttio87yNAmTlQIZ0bcdtChTTazphDa5OFMOdgRoQ0AnCD1ij8w5+feRldno6rWFut6shWoG8Z6YZU5P8dSNm9nmpAnSIOeUSFPpZ63ayPkwXHS3ZDuvpkHPc++Mfs16ssu3Mlatq08dzxORANHzdpCu89tF4YMMOlcnlY+1638rVNppiFPWtHjHdHvEtYOt2PLPi8fN/vbyFX1ZJU7UeCOoXEwfhvJVegMVe3Ujv9MIgAj8VsxABwD1uatzoqhTZQkA3NuDjO0ydYthjZDt2Xt3KyVDiG0yWfYENoAAPI5P4+3Az1rh3raDtWLEl1caajdi/WVB1v60FpLrRp/9hypJHEn3npbeUVPedBzEuVVPBNDnjTgIeTBcRK2pbvvpDN5bkqP3tPYYeZ7VW1Kl19PW7Zdl1Y/yvBzIBN183ZtI+fy1EtzeUrfO37NhTy1RReo+od8fEmSUqiTzd7paezPEqs8zBkIeILx2xjjZhCVq3b8Gj9PgDnDb8kAMANJoeVZMYwpzrkpz7E57NAmb5M2GNq4fZz8pp/dKoYwfrkFWim0GdU+DQCAaRljdG6xrnrF04PNntpBrFtP27q07Ob8fPXhtq6eaeosc34Oz0DIkwY9o0KeLOAh5MFJE/WkB19wAc/tG9KDL05uqbQXflW6+Om8muf8x/keADJx6I4z/bk8pe8/r+KOH1nIUw5xjJ+3a6svuePNYUji0rydNOQZdQzsb2PzcCdOq3aiwP0fjA13vOFQJ7vw9zZwKvAbAwBoOLSJksH5Nf35NvHocGeWoU2cJLJWU4U2/f2YYWhj+hU0w+3QyqFNHtgQ2gAAjtZSo6qq77k5P5HVrWfpnJ96RbfSOT+XmfNzMJIkD3d2DHna7mTXyJCnkQc8hDw4TpJIevRl6fZN6c7npHvvDs8F2S/jSRc+mVfyXPjU4Z2IBo67rBo0bLtjTBwO3l+cy1NrjfjeMWkVTzaXp3mw4Uccjp63k4Tjt0nivFJnIOSZsI3xRlTt1F1oDOBU47doAHNhmtCmONum/7jYfZxZaJO2YyuHNv3ApnjbQFXO4Yc2flp9Q2gDAJgXjaqv51dburfeVSeMdW+9q7MLVa0t1PW4MOenwpyf/emHPFnQMyLkiaN8cHbYGX2CfCDkaTE3AMeHTaQnX3Pt2m7fkO6+5V7LM2WktZekq9dc0HPpNXeyGoD7HuyHPG0XmAwwhePHQhrilB5SbeUt22qLBzOXJwoKrdjSkCfsTK78S6L08WEh3OkNVysVeZVSqJNe580RAMbgpwOAY6EY2uRBTX49u70Y2vRvm1FoY5XPrSmGNsVwJgtt4sQq0fEKbbKWaryDGQBwmvme0ZUzDT3aCrTeCfV0O1QQJbqw3NB2L9ZXHm7pQ6sLatYIGKZWDHl6W+nJ732EPLWWG5JNyIPjwlpp47YLeLK5PN312a+z8rx09TOuZduVN6TGyuzXAE4im7YwC9KWbVFneGCsX3fHj1pLqoyay1NPK3kWpdrS7ObyWDsY6hRDnkknAeIwb8XWr+AJJgdCfnVE1U6N4yWAXSP0AXCotnqRHm/1FMaJ4iw8OcjQJpZiTRHaJMO/U+5VMbTptz8rhjbpbcXQpjjXhtAGAID9Mcbo/FI+52e75+b8XF5xc37ef7il5842dabFnJ+Rkjhv1bZTyJOdnBsV8lQbLtwh5MFxtPUgn8lz54a0/XD2ayxeTNu1XXNBz8L52a8BnFRxkLf9DLaHAxSvkrdrq7WGq1q8StqybdkFPftth5gkLqQJS5U7UVdjZ+dYDbZiiwK3TRKOD4SMkbzqcNWOX3Pt2gBgBgh9AByaIEr09UfbY8OVcmgTJVY2GQxtYpveVghtXHA0+9Amq5whtAEA4GRablZVq3i6m875+eBpR5eWG1qoVfTBEzfn59Iyc35cyJMGPMH2mJAndCfCgrYUtUfMUzDuhFu15ap5CHlw3HSeuZAnq+RZvzX7NZpn0yqeNOhZusLQdCAzMNtt1HHEl2pNqZLN5Sm9McN4+Vye2uLe2yEm8WArtuz6qFlz/W1sac5O1p4t0NhAyHilqp3ChZ8LAA4YoQ+AQ9MJYlkr9aJYj7eCAw1tii3RBtqhFebWENoAADD/GlVfz59t6t5GV90w0d1nXa0uVrXaquvRZqBumOj5s83TNednIOTZGj2rJA7Tk3OdKUKelmvdRsiD4yTYdrN4bqchz5P3Z79GbUG6/IZ09boLe85+hJO5QCaby5O9mSAqhyrGHT9q6VyeSmPEXJ6FQsu2xd19f8XR6Hk7STh+myQebMXWD3ombGO8QqhTz697VX4eADgyhD4ADl1srdrB+D625eqacihDaAMAAHaj4nu6eqaph1s9bXQiPdkKFYRWF5br2upGev/htj601lKjOqehRRJLvc28ZdvEkCdr1zYq5Eln8mTVPLShwXESdaV77+bVPA+/NLuhmxm/Ll1+zQU8V69Lay8TdgIZa933YdauLeqOmcuzUJjLU/rbvdLIq3nqS9N9f0XB6Hk7STR+myQqzNrp5fN3Jm3j+YOhTna93HYOmDc2kbYfSY++LJ3/xFHvDabETyYAR6biGV1YrhPaAACAA2eM0YWlhuqVUA83e9rqRQqexrq00pAkfeXBlp4/29JKq3rEezoDceTCnaDYrq0kCtw7nrM2O+UTXf2QJw14CHlw3CSR9OCL+Vye+5+f/A7+vfAq0oVPpSHPZ6QLn3AnewE4US8/jgTt4aDVr+YVobWF4RDHq7oqnvqyC3vKLd0y1rqKm4F5O+llUribhTlRmLZwSyt47Pg3ocqvjm7LRriDeWat1H7sWp9u3HYf129LG+nHrP3hb/yjR7ufmBo/sQAcGc8zatX4MQQAAA7PSrOqmu/p3kZXQWR162lHF9M5P9980taFqK6Ly42j3s3dKYY8vS33TueyKEhPzHWmCHlaUrVByIPjJYldi7asXdvdt9IB6zNkPOncy+lMnuvSxVdd4AnASaL8zQTBiGOJ5w+GPH7pjRT9uTzLLuwpf39l1UJRVwq7hQqersbOzrEabMVWbM82LhAyxgVOxVCnUk/n7XDsw5yyVuo8cSFOMdzJgp1pjqlbDw5+PzETnG0FAAAAcKo0a27Oz92NrnphonvrXa0u1HS2VdODjZ46QaznV1vyy21njos4koK0XduOIU8a9IwMeZqFdm2EPDhmrJWefdO1art9Q7r7pmtTOGtnP+yqeK5cky6/7lpKAXCS2B1jgrRlWxwM3m88dyypFd4wMPiAtJ1b2rKttuCOP0nsTjC3nwyGPHF57k9xX2xhxk6QV/DEgcYGQsYMz9rJLnQYwbwK29Lj9wvVOoWQZ1T1925s3Z/NPuLAEfoAAAAAOHUqvqfnzjT1cLOnjW6kx1uBgijR+aW6NruR3n+4pRdWj8mcnyzk6aXt2kaGPL1Su7ZS6xrjpbMSWmnYQ8iDY2jzrnT7Zh70dJ7Mfo3lK66S58o1d2mtzn4N4KSyNg95wvbouTyVhgtvqs0xc3maacu2JffYOG2t1n3mThhH3eHwqChJ0oqd3mAFT3nWXJHxRlfteFXCHZw+d9+R/o+fOJjnJvQ5MQh9AAAAAJxKxhhdWG6oXnVzfja7kYI41qVl127m/Ydbeu5sSyvNQ57zE4d5q7Zga3S7jagnBR0p2k4reSaEPNWmOwnHiS8cN+3H0p03pdufcy3bNu/Ofo3WWt6u7co1aenS7NcATrKol7dsCzsj5vLU0nZtaTXPqLk8lUY6C6fqjkdhR+o8Ha4yLUqivBVb1Mvn70zaxvMHQ53+ZQ7m8QFl3Y209dqtvCXbi98nffi7Jm+3cvXg9mn74cE9N2aK0AcAAADAqbbSrKrqG93f6KoXWn3wtK1LKw21qhV983FbF5frunCQc37i0LWtCrb3F/JUm/mFkAfHUW/ThTx30rk8T78++zXqy9KVN9Kg55q08gLfC0BRHOYzeUbNeOvP5VlI5/Kkpw6tlZJQCgJ3m1eVvIoLiYIJrRfjSIq7aSu2Xl75Y+Px2/jVQtVOIdzxOI2JOdPbTFuwZeFONmvnttTbGH784oWdQ5+lS5LxJ3+P7Xl/R+wTjiV+WgIAAAA49Vq1ip4729K99a56UaK7z7paW6zpTLOm+xs9dcJYz52d0ZyffsiTtWsbEfKE2RBrQh6cYGFbuvdO3rLt0XsaO3tjr6pN6dLrLuC5cl1ae5HWhUBREuetP4P26Lk81aYLeapNV0WTzc3prbtqHK9SCIOaUna4sWlgZFWYtVNszRYMVw4V+dURVTu14Woi4CQLtkuBTuFjd313z7V+e+fHeBVp+bJ7/r2oLUorz7nL8lX3cfGC+1nSWN7bc+LQEfoAAAAAmJq1VhvdSE+2Az3dDvRkO9CTdvoxvQRxoufPtvTbvvV5Pb/aOupdnlrV93T1bFMPNnva6kZ6tBmoFya6sFzXRifS+9GWPrTWUr2yy5NRUZAGPGnLtlGDqsNuOpNn210vvztzIORpuVY6hDw4buJAuv8FV8Vz54a7Put3GvtV6eKrrlXb1c9I5z/Ou/+BImsLx5O2O6YMMO4YUm247x3jS0kgRW03dycJJb+et3RrrOZzexKbz+TpBzzpx3GBrjGDgU4/5KkS0GK+tJ9Id99KQ520JdvGbdfqcFY2pgxylp+bHPrUFtJQ5znXDi77uPKc1FgZfnzUO5jqXBwYfjMCAAAAoMRabXRCPW0HejwQ6IR6st3T0+1Qj7cDPWsHipKd36n/tUfb+idfe6z/8Htf0vd8/MIh/AtmwzNGl5YbeloJ9HgrSOf8JLq80pBC6SsPtvT8akvLjQnzA3YKeazcSTNCHpx0SeSqd+7ccNU8994ZHWruh/Gk85/I5/JcfMWdNAaQi7p5u7byXJ4kdt9Hnu9ashnPVegUT0T7VXesWTjnPsrkoU77Ud6WrVwlVGS84XZslXq6JscvnAKPviT9wk8d7Brrt933906B6cpV6V5rsFqnH+6kwQ7fl3ON0AcAAACYY4m1Wu+EY6tynrazj6HiKcKc3QiiRH/sb39ZX3mwpX/zuz4ym9Zoh+Rsq6Z6xUvn/CT64Imb89OsVvSNR21dXKnrwlI65ycLebK5PPsKedLWOYQ8OI5s4t7pezudyXPnTfeanrW1F6Urn3Et2y695t6RDCAXB6W5PLG7xKGr2rFWMmlLNj8NXWySH5+ML9WXXChjKpKse87OurT1YHjOT5Hnj6jaSSt3gJMu6rpgpVyt86kfkl783snbLj938PsX96TtR67d2iTf9qPSd/wH/C55ihH6AAAAACdQnLjKnMeF4OZJ6fqT7UDPOrMPc3brr711R197vK3/5Nd/QivNk3NSKJvzc3e9qyBKdOdZV+eW6jpTTfTo/lOFj3q63Ajl2XBww37I085b60wKeWot10qHP8xx3FjrTnbduZkHPd1ns19n5XlXxXPlmnTlDalxZvZrACdZErk3DgTbbgZI2Mkrb5LIXfyam+9WbQ4HMEmchj9+Oi/HuONTb3P8ml5leN5OpUY7RZx8US+dqVMMd9I5O9uPRm9z8dWdQ5+lS2kl3YQ5VntRaaTVOmnFzjQzr/zabPcBJw4/qQEAAIBjJE5cZU65GudxaYbOs3agI85yduXtW+v63X/5Tf2e3/hJvXh+8ah3Z2pV39Pzy56ePHmm3vameuvb2q4mWl2oqS3p1ranS8t11WxYCHk6w3/wG8+FO5UmIQ+Ot+2HrlXbnc+5j9sPZr/GwoU05LnuQp6d3rEMnDZJLHU3XMja3XDVpHHo5u1YKzeXp+7m8tTSih3ZNABKj0fGy2f2+FV3XLKJu7/Ir46u3JnmxDJwXEU9afOuC3PWs4qd9ONejmuT5uNk/Kq0eEnavLP75/frafu1Ea3YWmv8zohdI/QBAAAADkGcWD1rjw9xnmwHerod6lnnZIU5u/Fgs6f/5K++fezn/Ji4Jy/clhduyQvbMkmgq5606UdaD0K1u1ZJ2Na5Wqwk6enB467WFqpqVgv91T2/0K6txQwSHF/dZ65NW1bJs/7B7NdonHFVPFk1z/JVTmABUtpyLZDCnhRsuiqeLOSxpV8G/Frekk0VSVHaXnRD6kauyjQLgupLgzM/jBms2OkHPNWdZ4MAx93GbenrvzjYkm3rgdw3xazWmCL0kVxYMy708at5qNMPd9LrC+f4XsRMEfoAAAAA+xDFiZ4VKnPGBTrr7XCWf3oeC0bSSquq1VZNqws1nV2oyTNGf/sL98YGV8dxzo+JuvKitrxwS36wLY1o1+bFXZ01bS2YLW1ubcpaqw1POtOsyqv4erAd6szyilaWlwl5cLwF29Ldt9KZPDekx+/Pfo3qgqvgyYKesx8h5MHplsRuFkccuKAmDtz3Ym8zbQfaHa4Q9Tw3b8f4ku+758haslnr7q8085Zunu9OGhdbsRVDHr4HMa+efF36J3/qYNdYv53Oytrh+2j1Iy5wGqjWSQOehfMEOzg0hD4AAADACFGc6Gk7nFCVk4Y5nfkLczwjrTSrLshp1bSWBjqr6SW77UyrNjK0+c4X1/Sf/80vaas3fhD0X3vrjr72aFv/yQ8e/pwfE3VdJU+0PT7kiTry4o5M1JEXdZW9W7RppNpCTU87sXqmobtxQ0utJbVaC3ogqRNWdKFeF3/S49iIetL9d9OWbTekh78y+3kDfl269Gnp6jXpymekcy8x9wOnUxLloU7cy68nkZvtFnZdyBN1pTg9RtokvT8ptGTzpCSRFLjHRHK3VepSbdm1Ca0vlgKe+vAsH+AkSCJp816hBVs6X2f9lvSZ3yG9/AOTt1957uD3MepK7ceuImeSb/8xdwGOGL+FAQAA4FQJ40RPS8HNk3aoJ9s9PdkO+/etd8Kdn+yE8Yx0pplV5VS1ulDXaiv9mH5+tlUdG+ZM6/oLZ/XHf+QN/cH/7Qv6+uP22Me9fXtdP/6X39Tv+Q2f1EsXDm7OTz/kCbfkh+0RIY+Vl1b7mLg7EPL0H2I8JZWWbKWppNLUwtmaeu2ewiDRk64UKNCZVk2b3Uhh1NallaaqPu+qxhFIIunBr7iA585NF/jEM/55Znzp4qfcTJ6r16ULn2RoNE6XOBwMdeLABazFQNXaPOCJum7eWxxJNpLi2H2vemnI49fdsPayaktqLEuNFam+4sKdSo1QFSdPEklb912wUwx11m+5wMfGo7d79s2dn3v5slz9+QzfhmV897zFSh2quHGCcJQAAADAXAjjZKgap9hyLbu+0R1ffXJSeUY623LVOGtpJU6xKie7vtKsHlo7tUsrDf3nv+V1/Vd/9z39w/cejX3cw82efuKvvq3/8PtmN+dnMOTZdifYioohT9SRF3eHnsMaX0ml2Q95bOmEtifp3GJdG51IG51QW91YYdzV2kJd3SjRB0/aurTSUKvGIGwcMJu4Fm13brhqnntvuZPLM2Wkcy/nIc+lV93JaGCeWZsHOsW2bHEwuloue3ywJfU20pAndG3Zskoev5rP06ksyZ2oluRXJK/qWiM2lt0crMaKVKFyBydIErvWZtlcneKMnc277vtgt9Zv7/wYvyYtXnCh0m4YT1q6lM7Vea7Qku2qu51wFScYr14AAAAca0GU6Em7UJUzZm7O5pyGOeXgZlTLteXG4YU5u9Go+vq//8DH9dL5Rf33//jr4+f8xPub8+NCni154faEkKcjL+rsGPJkQU855BlnuVlR1Td6sh2oF1rd3+jq3GJdqni686yjtUVXPQXMjLXS+jfzdm133nQnmGft7IfTkOeadPkNNxgemEc2GQ51op6UhO77beQ21p3ADrZdyBNsu0t5G893VTy1BRf0+DUX7vjppdJIq3iWXJDqc5oOJ8ij96T3/lbelm3jrvsemKX1W9M9buW50aGP8aTFi2mwk1bsZNeXLxPsYG7xygYAAMCR6EWxnm6Hw1U5pUqdSXNhTqqKZ3SmVUtbqo2Ym5OGPMvNqrwTPnjZGKMfvv6cPnJuQX9kRnN+spDHD7fkhe0ZhDwt2X3MQWjWfF30Gnq01VOUWN3f7Gm1VVWrXtGjrZ6CKNb5xYY8Bv1grzbvuVZtt9OWbe3x1XN7tnQlnclzXbryhtRam/0awFFK4sFQp1/FM+EktbXuJHb2uKiXhjzttJ1bqSWV8aRqw4U8tUWp2sxDHq/iQqBqU6ouSrUm7aJwPNnEXXYKRLbuSe/8Lwe7Lxu33PfhTr8PX3zVfexX7Vx1l6XLtB/FqUToAwAAgJnqhvFAO7WnpVAnm5+z3RvTu/sEq3jGBTfF9moLNa21CoHOQk1LjcqJD3N269pe5/xY6+bshNtpyLM9fJKtEPJ4UUdmZMhTSUOexr5DnlEqFaMLyw092e6pGyZ6sh0qiBOdadW00Y0URB1dOtNQ9RhWZOEYaj9x4U4W9Gzemf0azVXXqi2r5lm6PPs1gKOQRMNVO3EwubWUjdNWbKGbu9O/XqgAinql5/DyKp4s5Km1XMDTZ1zIU2tJlZa7zmEAx4G17g0E6+VWbLekjTvSP/cfSy//wOTnWH7u4Pcz7EidJzu/EeFb/s2D3xfgBCH0AQAAwFS6YTyxvVpWpbMdzGeYM661WhbwnF2oablRkTllYc5u7G7Oz1v6Xd9+Rr/uBQ2HPEkiL+6kc3l2CHmqTVm/OfOQZxTPk84t1bXeDrXZjdI5Pz2tLdTUjWLdetLWpeWGmsz5QVlvU7r7VlrJc0N6+vXZr1Ffki5fy6t5zryw8zungeMsDkdU7QSuomccG7sQJ4lcqBOFUhJISTajx+YVPXEW8nhpm7aaa8FWa0m1pbxlW/n7yK+nj0mDHso8cVSsldqPpY001MkCnmzOTtwbv+00s3SWr8xuXzML54erdZghB+waoQ8AAMAp1wniiSHO4zTkac9hmFP1zVBws1qq1FldqGmxTpgzK9PP+bH6I7/4VF95WNPvfK2qqu2mlTzdHUOepJK20zkiK62qar6nx+1AvTDRg42e1hZrUsXT7WcdnV9qaKXJn2KnWtiR7r2TVvPccHMRRg2G349KQ7r8unTlmqvoWX3RnbgGThJrBwOdYuXNpO+ZgYqdtDVbHI3eJonyKh5rXYs2ryLVlt2MnUrdfT9VG1KlOSLkqbpwJwt6mBGCw2Stq4TpV+sUq3ZuS9Hw70xTmWaWTqUuLVyQth/s7rlb59JAJwt30oBn+Yr7XgOwbxyJAAAA5lQ7iIaCG1epEw60XOuE8xfm1HyvFOJUtbpQT2fo1HW2VdXaQl0LdZ8w57Clrdh+5BN1vdw8pz/0Dx9rMxiT/Ej6mS8H+tqjLf3UG+s6U8sfZ72KkkpLSaVx5CHPKM26r4t+XY+3gv6cn7VWTc26rwebXfWiqs4v1im0OC3iUHrwhXwmz4MvTG41tRdeVbr4Stqy7Zp04ZOcfMbJYZPxlTt2zDHC2rxiJw4H27ONC4SyH7o2dtU9NpbkuUqC7D7Pc+FOpZHO5CmFpcZ383iqC267CvNCcMjuviV9/ufykCcc3zZ3zzamCH0kF9iMCn2aq2mYkwU62cer7vsKwIHiN0AAAIATxFqrThgPVuWMarnWDtQNZ/yu8WOgVvG0VmizVqzGWS3MzVmoEeYcG9bKRJ3+PB4v3JbkXpvfel76kz+woN//D9v66vr41+vNJzX9u59d1f/rV0V66VxDSaVx7EKeUaoVb2DOz+PtQEtxRSutqtY7oXpRoksrzPmZS0nsqnfupCHP3bcnt9HZC+NJ5z+ezuS57oZYMxQex10Sl6p2soAnHL+NtYVgJ23NFod5Zc4oxrjQ06+50CaJC3N70qDH8yRV3PdSpe6CnmqjNJNHcnN50iqeasuFQfzYxqxZK/XW8zaCk3TXpa/+vYPdn/VbaeXbDi/2F75NWryQBzzLabBToyUbcJQIfQAAAI4Ba622g3igvdpwhY679KL5C3PqFW8owOnP0Cnc1iLMmb3+CTM7eF3uuhl5v/r3y1qZwvVsWy/qDoU8fUncb9X2oaSjP/2tPf2Rd5f1C/fGt/S43/X1H/6irx//1rq+/8PHP/DJeJ50brGuZ51QW91Im91IYZxodbGubpjO+VlpqFml7daJZq309Gsu4Ll9Q7r7phRsz36d1Rfzdm2XX3OD44HjKIkGW7H1L5PCnSQNdYqt2dLr4xjPhTRZwONXXSVOEktx17W2GvpeNK46p9LIL+VfLSqNPOiptCTCecxKdyNtvXar0JItvR5sSd/3e6WXvn/ycyxfPfj9DLZdCNU4M/lxr/3Wg98XALtG6AMAAHCArLXa7sX9GTkjq3LSkCeYwzCnWfXTqpy8vdpQhc5CTc3qjMIcm4cVA9dl9xheDN6fByEavN+OWWdgW41+zJjH5/syei0zdtv88eP3pfRvO2iFkMeL2jJJMHB3syL9vmsdvfwNX3/mC9VyRNQXxNIf/iddvfck0e98oy7/pJyEM9KZVlU13+hJO1Q3TPRgo6u1hXTOz9OOLiw1tMycn5PDWmnzjnT7Zl7N03k6+3VWnssreS6/ITXPzH4NYD+y6pty5U4yoXWsjaUoDXSSsHB9wjaeJ3lpqONXXLVnVsUjuTXDjtTbdPtQbu/m19KZPFnIM2IuT7Ul1dKWbcy/wn70Nl2I0w93slk7t6XexuRtp5mlszLj0Ke+XGjBVmjJxhsLgBOLvyoAAAD2wFqrrV40IcQJ9WS7p6fboYJ4HsMco7VWRatNP/3oabVV0WrD01rL12rT12rLU6viTqq4gCLbOpSUnvS3VqY9JozoP35SkHLI4cVpUwycRlYBjbrf3WaScGzII0nWqyqpNPtzeeRV9Jtfkz58IdIf/Gxnxzk/7z+L9Xu/s6kzDW9//8ZD1KpXVPE9N+cntrq/lc75qfm6n875Ocecn+Nr+2FayZMGPVv3Z7/Gwvl0Jk86l2fxwuzXAHYra69WnrUTBeNn50h5G7Z+xU4wed6OlFbsFEKd7Ho5hElCKWpLYVrNk5Se0/PzmTzVhqv+Kd9fbbm5PLXWiJZuwA6C7VKgU/jYXd/7804T+lQa0sI5afvR9M9bXxqcq1Nsx9ZY3vv+AjiWCH0AAMDBO6jqi4HqiuJ2oyozxm2rgcdYm2izl+hxO9KTdqzHnUhPOu66+zzWk467Pocjc7RQlVabntYaRmtNT6tNo7WmcWFO07jPG56a1VFnpUvtVxL1s50jV3x97DK86D+mf9P419KOr8OBnRn3mi/vy3AQZjR6H933y5j9LD33ULXSAQdo1qspqTQGQp5RPnOp4ub8/KO2vvps/DfZWw9i/ft/a1u//7tbenn15Lwju1bxdHG5ocdbPfWiRI+3Ai01K1ppVvWsMOenclKqmOZZd12686YLeG7fkNY/mP0ajZU84Ll63Z18I/XDUbF2zLydoHS8Km2TRIWZO4WWbJPCHb+SVu6UAh4zJsi3sdufsONCnnLLt53m8hgvDYDSuTzV8e1EgbG+8Vnpzb/owp2DqO6UXDXQNJavDoc+tYU0yCkEOitpwNNYmf2+Aji2CH0AANiNPYUXg7eNb8k05gT0YbeOGrp/PqovrLXaCKwed7JLoicdq8fd9GPH6kkn0ZOuncswZ7EqrTaM1ppygU5D7tJ0t59rWK3WrRpZZY61kmKNfB3GVqbfgWX863CnoEV2VHgx+Hgz8LyD2x5VeIGiLMYyhU/T27yKrN9Iq3mau2qVc3nR05/4/gX9F7/U0d//5vhZDg/aVr/rF7b1u76loV/3kdpe/xGHzvOk80t1PWuH2upF2uykc34W6uqEsT542tbl5aYa1ZNTxTQXgrZ0720X8Ny5IT1+XzP/OVJdkC6/Ll295sKe1Y+MP8kNHJRsdk4x1Il6LryZGO6Ug51w8jbGpJU7WSu29LpX3TnctNaFO/1L+V0kxoU81YbkN9z1obk8TVfFU22564TpGCVsu6Bl8eLOFS9RT7r/7sHuz8YUlT6S9NKvky69Vgh30mCHNw4AEKEPAJxeUw3uHncid5rwwt02q+qL8e96L+7L6LV2H16M/3/BjO0QCkxTfWGt1XrX6klXetR1oc2TrvSo4z4+7kiPu9KTrhTN4ZdxqZroXD3RWj3RWj1OPyY610g/prfVpznfHuj4VOYcCTMyvJBM4USS6d9uB/6oNiP+yM5vs5r02GzNYgRWfEzhsaawfv/zwf1S6XY7YtvyY/qPHfHvHP6/OJyTCc2K0e/5jqY+throz77VUzLm+zeIpT/yT7t676mb83NiKmSMdGahqqpv9LQdqhskehB3dW6xJsnTradtXVxuaKnBn2wHJupJ9z+fz+R58EVNrEzYC78mXfp0OpfnmnTuY2Or3ICZS6LBVmz9Kp5w/DY2ScOctBVbsXJnHGOGQx2/6j6f9piRVRlFXdeyLe4Nh0k7zuWpFeby7O7NBphzUdcFO+u30jk7hXZs7cfuMd/3+6SXfu3k51l57uD3tbcpdTd2DqA++S8c/L4AOLH4bRPAfDiOraP69+fbHe7gbsKLQ2VLV4Zeh4X7R70ONaEl07FoHTX4fIdRfZFY6Vlg9Ljn61HP0+Oep8dd9/FRz08/enrS8xTbE3KSdxeWq0ke4KTBTRbkFMOd0WFOIWgwkuSlr7DRJ/GHwgtpOJTYT3jRf77dhBLTBh2jtz1O4QX2zhijf/kTdb14xtcf2GHOz89+OdBXT+Ccn4VGRdWKp0fpnJ97mz2dW6ipUfV1b6OrblTVuQXm/MxEEkkPv5RW8tyU7r8z+eT3XhhfuvDJfC7PxU+5E9HAQUqiUtVO4EKTJB6/jY2lKA10kshtk4STt/G8PNAphzt7EYd5JU/YHQ5d/Yqr4qk2JszlWciDHp9TXKda1Etn6hTDnTTYmWb2zcYUbdWWr+5/PzOVxmD7tawl28pVN38HAPaBIyKAQ+UFm6pvPtDiVltV36juNXZRfTHmJDVmb0IoME14IU0KBcoBxpiQbeB5R4doO1WJyO4lvBh+7pFBCwHansVWehZ4etR1gU0W3hTDnMddT0+COQ1zaq6t2mrD6Fwza7lm8s+bnlYbUs33lFeUSINhhfrXeyNDGmC+XN/FnJ8fS+f8fOykzflZquvxdk9BZPVoM9Byq6LlRlXP2qGCyOri8gmqYjoubOJatN256ap57r7t2vjMlJHOvZzP5Ln0aXcCGpi1fnu1QqiTXZ9UoZZEI1qyhVIyYRuvUpi1Uwh49ls5Y2MX7kSdNKQaMZenWMkzdi7PgmvbVqnvb39w8kQ9afOuC3PW04qdrHJn+8H+nnt9irZqtZbUXJU6T6Z7Tr/uQpys/drK1Tzcaa3x+zuAA0PoA+DwxIFqG19XEkWqRIF8a2SiAx6csUMoMPXg7qnCi1H3H3T1Rf748VUi+ePHhxfFjzg4s2wdNXii/zi0joolPesaPe5aPelIj3pKZ+ZkH93laVdj2zSdZGfqRqvNLMDx3Mem1w901pqezjaMav50f9zN4X8RsC+XFz39l+mcn783Yc7Pw7bVj5/AOT++b3RhqaGn7UDbvVgb7UhhZLW6UFM7iHTraaLLKw3VKyeniunQWSutf+BCnqyap7cx+3XOfCgNeT7j5vPs1IIH2I2szVm5aicOx4c71rpwZ2jmTjQ5ECoGO8WAZ1Zzpqaay9PIgx6/NvDrZv/+Wiut6GmW7sep8d7fkn75v5W2HujAfkueJvSRXGBTDH38ah7qLD9XqNy5Ki2cm933EwDsAqEPgMMTtiVZmShQo3NPFd+o6td1VK2jsB/l1lHZbUfUOmpseJGuP3AbraN2K06snvasHnesnnSSwY9dq8fp9Wc9O+dhjqe1rConC3OaRmsNF+ZUpwxzAOxdo2L0n35HUy/P8Zyfsws1Vf1Iz9qhOkGs+/05P9IHT5jzM2Trfh7w3LkxXQuf3Vq6lM7kue7Cntba7NfA6WOT0VU7SVh6g1hxG1uY01NozRZP2MaY4Vk7/Xk7Mz4Zba37t0Q9Key4/SzvV6WWV/KMnMtTT0Oe9OJxwnwuJZG0cddV6Zz7uNRanfx447uf9wdpmvZukvTKb5Je+v483Fk4T7AD4NjhrwUAh84oViXaVsUaedGEgaCHtDfSTuHF4G3TVl8MhRfp7aO2tUOPmVF4scPzTdM6avS+Yx5EidXTrnVVOJ3EVeJ0kvRzqyddd/1p185dlGoknWmUq3LyYCcLdc42zMk5WQycEqdhzs9io6Kq7+nxtpvzc3+zp7XCnJ9eVNPaQu10Hpo7T9NKnpvSnc9JG3dmv0ZzNQ94rlyXli/Pfg2cHkk8GOr0q3gmzJOyyWA7tmLlzjjGjJ+3c5A/LLK5PGHasm1oLk/VtWGrNtOQp/Sz2Kvk7dpqrb3PB8Lxk0TS5r1CC7ZCS7ate/lr5ft/v/TR75n8XCvPHfTeSsG2FLTd63CSF7/34PcFAPaJoymAI5MYX2HrQvrZboMOTRde9D/MX/UFME6UuCDnyUCIk4U6eZXOem/+whzPuMqcfjVOIw9ziqHO2YaRT5gDnGjzPuenXnVzfh5t9xRGVo+2Aq00q1pqVPS0HSiIEl1cbsg/OVnW3vQ23SyeOzdcRc/Tr81+jdpiGvBcc2HPmQ/x+yJ2L4kKoU4vv55MCGpsXAh1stk7gQuKxvG80S3ZDisssXEa8HTdfJ7yvnpeWsXTdG3byvtlfHd7dTGdy3Ny2nBihCRyFTj9+Tq383Bn8557vexkmrZqswp9jO+C/GIbtqwV2+IFQkcAc4OfZgCOjvGV1OiBDkwrjF3VzaNOkgY6LsBx83Kytmuuzdq88Yx0tpHPxlnLgpxSqHO2TpgDnCa7mfPzu/7Otn78W0/enJ+LSw093Q60HcRab4cKo0RnF2raDiLdetbWpeU5m/MTdaV770q3P+cqeh59efJMkr2oNKTLr7kqnivXpLWX9j+gHqfHwKydQsAz6XWaBTpDrdkmbOP5Yyp3Dvm1apN0Hk/Wsq1UoWQ8V8nTb9lW/hlrXJVPrSVVWszlOYmS2M3SKVbrbNx2Ic/m3cnB5jSmCX1qC1LzrKv23InxXFvO/oydNOBZvupuJ9gBcArwkw4AgCMWpGFONhsna61Wnp2zPqdhzkBwMxDq5K3XVghzAIyRzfn52Gqgn54w5ydM3JyfLz9N9KMnbc7PYk3Vrpvz0w5ihUlXawt1SYluPW3rwnJDS/UT+qddHEoPv5jP5bn/+f2fQCzzqtLFT6Vzea5J5z/pTp4D41hbaMNWass2LtyxVrJRqR1b2pJtUiDkV0ZX7hzVjBBrXcATdaWoM3pe0EDI0xgOcfy6O0lfa0qVBfcLH06md39G+id/2r2eD8q0s3SWr+ahj/GkxYt5lU6xYmf5MsEOgFOPn4IAAByQIB6cjfO4kwc7TwqVORsT5lGcVH45zGkarTWyFmt5sLNcI8wBsH/GGP2WT9T10TO+/uBnOxN/rv7clwN99Wms3/tdTZ09YXN+Kr7Rk+1AYWR1f7OrtcWaGhVf99a7ChdqWl04AVVMSSw9fi+dyXNDuveOO7k8S8Zzg8GvpjN5Lr3qTkwDZTYZXbWTjAg6+ttYF0z2Q50gr+QZt40x7iT0QMVO1QU+x2EAfBzmLdvGzuVpFObymBH3t5jLc9zZRNp+lFfrfOg7pIXzk7dpLB9s4CNNV+kjSdf/Dfe9tnJVWros+SfgmAcAR4QjMQAAu9SL8nk55QDncb/1WqLN4Kj3dPYqnmuztlaal+OqcvKAZ6Vu5DEPAcAhK875eX/CnJ+3H8b690/gnJ9G1deFpYYeb/UUxlaPNgOdaVa12Kjo8XagXpTowtIxm/NjrfT0666K584N6c6bUrA1+3VWP5rO5PmMa91WW5z9Gji5knh41k7WZm2crNonC3ey1mxJvEO4M6olW+V4zYlKIlfFE/bcx3KbOc9zM3myoKfcUs74roqnuiBVmctzrGTBTtZ+bf1W3pZt4457DWcaPyV99NdMfr7lGc3SGcu48CbquQqySZ7/VQe8LwAwPwh9AABIdSMX3GQhzuNCa7XH2eycTqKtA36z21GoeBoIbYqt1YqhzjJhDoBj7tKipz8xx3N+Kr7RheWGnmwH6gSxnrVDBVGi1cWatnqRgrityysN1Y4y+dm44wKerJpnmhkMu7V8Vbp6PZ3L84ab9QAk0WCoE/XySpxxbFxoxxYNXh/HeMPBThbuHEc2zlu2hZ3hf1t/Lk9TqjZGtD80LtyptdKQZ0RLNxwea6X240KgkwY82fW4N93zTNNWbeXq/vY1s3C+MGOn0I5t6fLOYQ8AYNeO6W8kAADMTicarsIptlvLbtuewzCn6mkgwBk3O2epZmQIcwDMiXmf82OMtLZY02Y30no252ejq3OLdQVRog+etHVxpaHF2iH9ubf9KK3kSUOezXuzX2PhnHTlM2nLtmtulgNOr6ytWhbqZNcnzc6xcdq6LW3NlrVxK1e5FHn+mMqdY14h2J/Lk7VsK5efG1edU2mkFT314RCn0siDnkqLuTyHzVqp86RUrVMIdmbRFnOatmr1JamxInXXd35s61we6Cynoc7KVWn5Ci02AeCQEfoAAE6sTmj1eExrtX6o003UnucwJwtuxoQ6SzUR5gA4lU7DnJ+lRkXV4pyfDTfnp17xdfeZu77aOoAqpu6GdPdN6fYNF/I8++bs16gvp5U86VyeleeOV3ssHLysvVo/1ClcnxTu9Ct2Cq3Z4mjyNtm8neKsHb92PObtTMNa928NO2nYM2ouT81V8VQaY+by1Fwrt1rasu24B1vz7sb/IH3uzx3sGtNU+kju528W+jRX8yqdlat5uLN8xb1+AADHAqEPAODYaYfDwY0LdrJQx11vT+i6cVLV/XKbtfRjoTJntelpsUqYAwDT2O2cn5/87pY+fgLn/Dza6imKrR4W5/xsBeqFiS4uNeTt59x12JbuvpO2bLshPf6KpPEh2p5UW9Ll113Ac/Wam9FzUk64Y39s4oKZYtVOP9wZ8zqzNq/YicPBlmzjwh1jXLgzVLlTOZmvtSSUwm5aydMdMZfHz9u1VRtuDk/5/mrLzeWptUa0dMNMWCv11vOKnfVb0if+eWnp0uTtli4f/L5NU+kjSd/xH7jvneWr7rUCADj2CH0AAIfCWqt2pIEwZ9zsnO4chjkNX0NVOKNm5ywQ5gDAzGVzfv74L3f0d78xec7Pj5/QOT8Xy3N+4kSrC27OTxi3dWk3c36invTgC2klz03pwRdda6xZ8mvSpVfTmTzXpPMfP77zUDAbSVyq3MlCngkl2VkFS9bOLclm7kTjAyFjhufs+DX38ST/jpXN5QnTlm2j5vJUG5LfGD2Xx3iuEqO6kH6k3dZMdTfS1mu3hluyBVuDjz33sZ1Dn1nN0hmnseKCpSTa+WfvhU8e7L4AAGaO36oBAPtirVU7lB6NaK2WhzquMqc74/NFx0GjokKQU6jGaeShzlrDU4swBwCOVKNi9P/49qZePjvlnJ8niX702gmc89OJtN4J1e7FipKu1hbq6kWJbj3p6NJKQ63aiCqmJJIefTlv13bvXXeCfaY76EkXPuUCnqvX3XWGd8+nJBpsxZYFPMmEd/XYpNCOLRqs3BnHeIOhTnb9pIc7GWvzKp6xc3nqacu2ZtqOrvSQStNVZlRb7voJ+Xl2bPU2C3N1CgHPxm2ptzH980zTVm3lub3vZ6a+PNiCrd+S7aqb1QMA4xTfZJFV4+JEIfQBAIxkrdVWKD3pFKpxuoXZOYUZOr05DHOapTBn3OycVpU/ngHgpMjm/Lx41tcf+MUd5vy8F+irz07gnJ9mRdWK0eOtQEHo5vycW6ypVvF1+1lH5xbrOtv0pSdfy0Oeu2+5Fm4zZaS1l1yrtivXpUuv0RZo3mTVNwNVO4Gr6BnHxlKUBjpJWLg+YRvPk7w01PEr+fV5mzmTzTCKuq5tW9wbrmbacS5PvTSX5+T87Do2gra0/kFaqVNoybZxO59rs1/TtFVrrLhgprc5+XH1pTTUScOclULAQ7ADYJyBUKdQSduvpp0wBw8nAqEPAJwy1lptBupX4fRDne5wmBPMYZjTqmoguFlteKVQx10nzAGA+XXt4vzP+bm43NCjzZ6ixOrBRk+X9FBr659X5eHbSh6/I683o5OXRWdeSGfyXHfzeRors18Dhytrr1aetxMFk08IDVXsBJPn7UhpxU7Wii0LeOYw3CmKw7ySJ+wO///4lTzgqTaHZw95fjqTJw15fE7x7Ntbf1G6+RcOdo1pZ+ksX5Ue/or7+q48l1fsLF91Ic/Kc/ycBTDaQIgT7i3UKbZH7c/BS1uHlufE4djhNwIAmBMuzLH9dmqPy+3WunnAE87hmzYWqnLBTaPQYm3EDJ1mhTAHADD/c34avUd66dnb8u/f1PLjd9QIHs9+kcWLechz5Zq0cG72a+BwZFUm5aqdOBg/O8dad+KoP3On0JJt3MkkY9IWbIVQx6+56+VAYx7Z2IU7USf9fx4zlycLecqzVopzeWotWiROErbz1mtZtc713y4tX5683Szaqu1kY8rQ5/t+r1RbdMHOPLQsBDA7WYVOXDgOJ4U3W4w7dhdlQc5AqFN488WkHzuLF2b2T8HBIPQBgGPOWquNcpjTsXrcLczOSQOeeQxzFqvqBzbl2TnFMKdBmAMA2KV5mvPj99bVfPS2Wg/fUvPhW6pt3539Is2zaciTtmxbusyJyJMmiQcDnX7IE47fJqv2GQh2sncKj/mmycIdvzr8LuHT9Jqxifv/nTiXp1Fo2VYOlk0a8qRBT7U5+STcaRN1XbCzfiuds3M7b8XWHhF0f/hX7xz6LB9g6FNppK3XnnevjZ2CzsMIoAAcPwNvqiiHOsHk42+fKVTMFt9oUS0cj3faEZO+MSNtq1qpp21GW+64hWON0AcAjkhirdZ7dqCd2uPS9SzMieYwzFmqaSi4WSu0W8vuqxPmAAAO0G7n/Lz/LNbvOwZzfrxwW81H7/aDnvrG12e/SG1RuvKGC3iuXJPOfvh0nbA/yfrvAE5bsfVDnknhTpKeVApKrdnGV8LJeOnJo1LA41VO52vFWjeLJ+pJYWd0pVSlJlWa7uTZuLk8tVZaycNcHkW9tFqnGO6kwc72o9091zQVNvsNWiqNwfk6WUu2latSc/V0fl8AGFSulB3Vim3qUKdWao9a2VuoU6kVAp5C0MPPrBOL0AcAZiwLcwaqcjp2aIbOk65VPEXF7UmzXMtm5eRt1kaFOjWfXx4AAMfHtYsV/alf7+b8fOXp+HdbvPMw1r//N7f1k7/6cOf8mKirxpNfUevRWy7kefoVGc32XSG20pC59Om8mmft5fmepzIPkmiwHVt2PZkwmNHGUpSdWAoL1yds43mDrdiydwuX24+dRtlcnjBt2TY0lyd9d3S1mYY85bk8lbxdW611ev9Pt+5Lj95LW7Hdzit3th/Mbo312zs/prHivh7h9vjH+PU02EnDnP7156TWGidJgdMuC3UG5ukUWrFNHeoU2q9Viq3Y0nBn2lCnUs/fmEGoc2qc0t8mAGD34iStzEnn5DweE+Y8ndMwZ6Vu+q3VVrOZOf2qHBfsnG0Q5gAATq6LC57++K9d0J/45a5+4RvjKyIedtycn9/1rQ39wEHN+UlCNZ6+12/X1nj6K/KSCRUXe1nC+No683GFF99Q+9xr0oVP6dLqkqrHsH3dqdZvr1aatxMFkwcxl985nF2ftE32buFyCxjCv1wSpSFP2rKtHJZ5Xtqqrena3wzN5fGlWlOqZHN5Ts6ssAP1hZ+X3vwfD3aNaSp9jHEhztOvS8tXhqt1lq+6+WWnYQYVgNH6x+VitU6491DHL1TnFN9UMU2ok7Vc86sukM7CnSzowalF6APg1IsTq2c9O1SFkwc7rsXa064d2+v/JDtTN0NVOHmoY3QuDXOqhDkAgFOgUTH6iW9v6OVVT3/mzclzfv7zf9rVe7Oa82Nj1de/pubDt9R6+Laajz8vL+7u7znLS8hT78yLap9/XY+WXtHd5stK/LrqVU9rCzV5idGtJ21dWm6oWeMk/6GztjRrJ3CtwiYFNeUWMcUTT5PCnawlTDng4UT2MJvkM3nC7nCLPOOlrdqylm1j5vLUWq6CpNKY37k8cSht3stbsGUt2X7173YByiSHMb9mmkofSfqNf1SqL/L9AJxWA6FOoOG5OhNapfaZwpsnRoQ6/hSn5I03ujqnGPQAYxD6AJhbcWL1tBzmjAh1nvXmL8wxcpU5xQBnbWB2jpuXQ5gDAMAwY4x+88fr+uiZA5zzY62qW7fUevimC3kevSM/3JrB3g/qLX9I7XOvqXP+DXXWXlFSW5Tkflc424v1uB2oFyZ6sNHT2mJNqni6/ayj80sNrTT5c/FA2KQU6qTXk3D8O4P7rWKCwcqdSe8mNmbwRFPx5BMns8ez1lVURV0p6rivzQCTzuVp5Jfyr9N+Xaot5BU981Q9l0Qu2Mnm6qwXAp6te6PDxmffmCL0uXow++tVpKXLLlQ687z7+u7UzqixfDD7AuB46Ic6hTdKDLRimyLUMV5epVNsueZV01Zsewx1KqWAB9gjfosHcOJEiau6eZJW4TzuDs/OeZK2WZuzLEdG0plGuSonnZ1TCHXONsz+33EMAMApN+s5P5Xte2nA46p5Kr2nM9/nYOGyOudeU/v86+qc+7Tixtmxj23WfV3063q8FShKrO5v9rTWqqlZ9/Vgs6teVNX5xTrt3veqH9JkAU+Qhzbj2GS4HVt2QmocY4bbsfXDHb54U4mDvF3byLk8tdJcntL/q1+Vqi13mYe5PEnkZuz05+sUwp3Ne24u1G6sT9FWbXkfoY/xpeXLhRk7z+Vt2RbPn/yvB4Dd6R9Li5WwpWqdnQyEOsWKnVoe9EzzHKNarvm19HZ+NuHg8OoCcDg27spsPZYXbMnEwch3JEaJC3KeDIQ4WaiTV+ms9+YvzPGMa7O2VqjCGWizloY6ZxtGPmEOAACHZj9zfvzukzTkeVuth2+p2r4/8/2LGqtqn3vdhTznX1PUurCr7asVTxeWG3qy3VM3TPR4O9BSXNFKq6r1TqhelOjSSoM5P5Mk0XDVThxMPqlkYykqvas4DobnwxR53vhwB7uTRK6Kpz+XpxTyeL4Ld7KQpzzTKJvLU11wFT0n+d3Yj96T7r9bqNy5LW3ene6k6LSmaavWXHX/32Fn9P3Gk5YuDc/YWXlOWrzI9wFwmhRDnYF5Olkrtj2GOsUZO7sNdYZm69QIdXCkePUBOHBxYhX/hR/R8oO3VSyUD1RVYGrq2po6tqqOrWpJNVVV0xlb1VXV1FNNPVXVtelH1dT1C9dVU89m16vu8enn+Xbuvq5qiuTrMJtoe0Y62zBpiOONDXXO1AlzAAA4rqad89NKtvT2L/+yPv3+F/Vt5vOqb34w832Ja8tqn/u0OudfV/vcawoXr+67msPzpHOLdT3rhNrqRtrsRgrjRKuLdXXD2M35WWmoWT3lc36GqnZ67vqk2Tn9E1Kl1mzlkKHI80uhTvbxlP//74eN85ZtYWe4cqo4l6faGBHimLyKp9qar7k87/9d6a3/6WDXmKbSxxjpzAtSdyMNdooVO1ddJQ/BDnA6DFS9RsOt2PYU6pTm2E1zTDX+iJZrxQs/k3B88eoEcODuPOuoe++xXi61Dq8pVM2GWtS2+6PpEP5wiq3Jw6JCKJSFSHmAVLqePjYLlgJVVanWVavVVK/X1WzU1Kw3tNCsa6lZ01KzoZVWXYvNurxqnb7pAACccMU5P3/wsx2t96xa6upbvS/pO7zP67u8d/WK+YY8Y6UZjuZJKk111l5V+/xrap97XcHKhw/m9wojnWlVVfONnrRDdcNED9a7+Zyfpx1dWGpoed7n/FhbaMNWass2LtzJ5u0MnJRKT0xNCoQGTj4V3mXM7437Z23aqi27jJrLU8+Dnkp9+G+RSsNV8VSbUqV1fOfy2ETafuiqadZvSRuFlmy//g/u3DbtoGbpFG1MEfpI0g/9aV7/wGlQDnWy6tj+cXSKFpLGT9utZfN0yq3Ypgx1hlquFVqx8WYLnGBz/hs7gOPgwnJd91X+Q+to+MZqQT0tqOdu2O/fbkF62Zz8sMSryHo1Wb/W/5j4dVm/mn5eV+JXZb26e4xfU1J4rPVrSvrX67JeNd0+f87EH3x+61Xp4w4AwAyZONR3+r+iv/7iW9r4+k19PP6KqmaXsy12kHhVdVc/2W/X1j3z8qG+u71Vr6jie/mcn610zk/N1/10zs+5eZjzY5PRVTtJOLINsdumEO5kj80qecZtY0x6UqoU7HgVTm7PUjaUO0xbtsW94a+JX3NVPJXGmLk8tcFqnuN0ss8m0vajvP1aP9y5JW3cca/hUZ7d2jn0WX5u9vsrIy1ecIHS8nOugmeqzfieAOZCEpfm6ZRase0m1Kmkx8+BuTpThjr9GTzFlmuFVmzH6ec8MGOEPgAOXL3iq+lNGFh7CnhJWoIctQ9tTSvTD3/6IZNXdaHRQIhUCo2GQiQXTvVDJm9SKMW7YQAAcySJVV//iloP3UyexuMvyEsKJ1dnEHxY46l79mPqnHtd7fOvqbv6SVm/tv8n3odaxdPF5YYeb/XUixI93gq01KxopVnVs8Kcn8pxrXwoSuLBUKdfxTPhd9OBdyCHgyepJoY7Y+btnPiE7JhKwnwmT9gdrqry/LxdW7XhTiCW76+20rk8raOfy2Ot1H48WK2zfju/Hvd2/5wbtyR92+THrOwj9Fk4X5ixU2jHtnTZnVQFMJ+yUCer0Cm3Yps21PEL1Tle1n4tq9yZIgTuhzqFS7EVG+cmcIoR+gA4FA2d7tDnKBhZmbjn/kA8xP9+azxXuTQuVBoZGtWVFAKpoVBqbEhV74davDMQALBvNlFt45tqPXxLzUdvqfnoXfkH8IaN7spH1Tn3mqvmWXtFttqa+Rr75XnS+aW6nrVDbfUibXbSOT8LdXXCWB88bevyclON6jE5/ibRcNVOdjJqHBuPfgdyed5LkfGGg50s3MHBsnEe8kTd0XN5qg3Jb4yey2M816qtmrZsqzYOb99Huf05d1m/lVfwRN3ZrjHNLJ3Wmqt8Grd261we6Cynoc7KVWn5itsOwPxJ4kKrtdLxcVK70yLPL7RcK7Rfy46fU4c6pZZrxVZs0zwHcErxmymAQ1E/Ju3dcPCMTWSijjx1DnXdxKsOVh6NbY9XCpnSj0Pt8frPUah0KgVPlnfvAsDJZq2q23fUfPi2Wo/eVvPh26oE6zNf5v3ksj6bvKJbi6/p13/ndS0tn5n5GgfCSGcWqqr6Rk/bobpBogdxV+cWa5I83Xra1sXlhpYah/hnZRwOV+1EvcknoPonrMqt2SZs0z9ZVa7c4V3Dh2aquTwNqZrO5fFrI+byNPN2bdXWocwQ7VeD7fQ74ge/JL39lw52X6YJfYyRLr7qvpf6gU4a7ixfcQEZgPmSdSIpvvGhWN26q1Cn0H6tUsmvTxXqZAFOoeVasRUboQ6wZ4Q+AA7FH37pL+jvf/6bWvRCnasFWvO2tVYNdX6xorOVUGcqgZYroZb8UIsmVMMEMkkoL+7JxO66iXvy4kAmCdxt6cVLBq/jdPKS9N1H0fahrZm30BvVHi+b2ZR+zIKlYsg0oXqpv30hbMrWGGpPAgCYWqXzSM2Hb6n18G01H72taufhzNe4bdf02fgV/WLyqv5x8ind16q745n0M3/P6Ce/O9bH107Oz/KFRkXViqdHW4Gi2OreZk/nFmpqVH3d2+iqG1V1bmGGc36sLbRhCwYDnonhTnEgdHbyKpq8zcDQ50LIQwXx4cu+7lm7tj3N5am7kKK2kM7lOaCvo7VSbz2fr5Ndsoqd3/zTLjCZZKdZO7OwcXu6x/3zf/Rg9wPA4RoV6hRbsU0d6tQGj5PFVmzTtHjNQp1KqQVbv/0ax1rgoBD6ADgUP/ZD36vf8X1P1Ln/nsLettr3vy6vWtfylZeHHrudXvbE2jQgCmTiXik4ClxoVAqOXJDUk4lHBEsjthn8vCcvDmXshDYgmFvFFnr+obbQ80vt7bKgKL0tDZuSoUBpxJymgTlPo1rsZc9Xo6oJwInk99bVfPSOC3oeva3a1pQnQXchqp9R59xr2lh9Tf/fOx/X/3x7VeNKCh52rH78F7b1H31LQ7/+o0c7u2c3ahVPF5fqerzdUxBZPdoMtNyqaLlR1bN2qCCyurhc392cH5sMhzpRzwU242bnWFt6R3J2EmtCuGOMaxEzVLlTIdw5anGYV/KMmsvjV/KAp9oc/np5FRfuZCGPP+NTHN2NdKbOrTzgyWbsBFvjt1u/tXPos59ZOuM0zhQqda5KZ16Y/RoAjl6xgrU4g25XoU4lPxb6tbSVWqEV27ShTrnlWv86oQ5wlAh9AByKtcW6KkFF3YM+aWxM/4S1tHiwaxXZuBQijapEKoVQ/VApTO8bFSoF7vFppZN7vvy60ZgTIphrxsbyo44UHUELvaFqpHFzmkbNZRqsXhqujhoMshK/Khla6AHYHS9sq/n43X41T33jazNfI64sqHPu02qff02d868pWPpQ/2fVv/VRq7NfDvTfvNlTMuYwHSbSH/2lrr78NNa/d62xu6DkCPm+0YWlhp62A233Ym20I4WR1epCTe0g0q2niS6vNFSvlE7yJPFgqNOv4pnwjglr05NYQenEVjQ+EDJmeM5OdiKLY8nx0J/L03Efy8O+PW8w5CnPSurP5VmUak13snG/epsuxNkoVOys33ZVMr2NvT3n+i3p+V81+TF7DX3qy2nrtXTOTr8l21WpvrS35wRwvAyEOsFw1c6uQp3iMbHQim3XoU6h/VqlPn0LNwBHgtAHAPYoiq2iOFHF81Sp+LKVpmylqSl+/ZoNayUb5SHRUGWSq14aDo1GtccrVDolQf96uVIqC51wOvVb6IWH2ULPm25O08jQqDZYyTRyZtOIOU9+lRZ6wD5Zm9a5HMJ5dhP31HjyRdeu7eFbajx7T2aakyG7kPh1ddY+pc6519U+/5p6Ky+One1ijNEPf7yuj57x9Qc+29F6b/wbNH7+vVBfe5bo931XU2cbJ+TEiZHOLtRU9SM9a4fqBLHuZ3N+kli37m/p4oKnxUpSqNyZUBFt49KA6ML1sfvgjZi1k57MwvFiE/caGDeXx3hpS7asZVu5+s2kIU9Tqi6k1T773Kf3/570zX+ct2Przn6O11Rt1RbOuROo8Yj21PWlvFqnHPAQ7AAn30CIE+491OlX6BQqWLOWatP8rBzVcq3Yio03TAAnFqEPAOxBGCV6sNnrv9G04hst1Cpq1nxV/EP6xcgYyVSVeFX3R/BhsclAC72ByqN+iDQmZOqHUr3CnKYwDah2qJSy8c77hrljlMjEXSnu6jBjGGsqA+3xijOVBiubyjObJoVSYyqdssd5Vf6wwsli3RsgwiRRlFhFkfsYJlZJ4lKflUZVS80Z/8mRRGo8fU/NR2+p9fAtNZ58Ud6kUGEPrKmou/pxtc+9pvb519U7+3EXCO/CGxcr+pM/sKCf+kdtvfd0/Mmbdx7G+rG/ua2f/O6WPnFS5vwkoZb9UI1aR+tbbSnqaWsz1JmGp2rF15NtKWxUdKZRzX+s2did8M9as0WhlARSMuHEVnFIdNZyxq+ODdxwDFjrZvGEacgTB8OVWZWaVEmrdMbN5am13KWyi7k8wfboFnBlD74gvfe3pv837cX6FKGP8aQPf7fcD8tCtc7Kc1Jj5WD3D8DByip04mi49dqkFqZF/aqcUqjjp+3Xpg51Ci3XKqX2a/ztAcwtQh8A2IPtIJa1UpQk8o1RFEvrnVDrnVDVilGrVlGzeogB0GEyXloNUZe0pEOLYpJ4MGRKCjOYRs5cGlfpVAipRs5sSqueEncdp5OxkfwokqL2oa6bjAyN0hlMXl3DlU0jPu+HUuWZTeV2e2krzHLrHKDIygU6cRroxInixLpq13G9ywrbrndC9aJYqwv1vXcAsYnq619LZ/K8peajz8uLu3t8snG7atQ785Jr13buNXXWXpGtNPb9vBcXPP3xX7ugP/7LXf3CN8ZXyj7qWP3uX9jW//VbGvrB4zLnpzgnsf/RHTeVtpetSmpUrZ5FgaLY6lk71lIt1ELFans9VLKV6Exd8nd613I2RyA7kdUfFE24cyLEoRR20kqe3oi5PNW0XVtazTNyLs9CHvRMOi6F7bz12nqhHdvGbanzVPpX/mdp6dLk/T2IWTplG7eme9yv/c8Odj8AzN7AbLlyqBNMbkPaZwrHumKFTqGKdcdTCabQdi1rw1YbvI1QBzi1+CsfAPbApie6ukGsdhCrXvXUqPqq+Z7CSFqPQq0rVK0QAPnzGAAdJs+X9VqHFzJJ6QmvaDhkGjmzKegHRWbCnKbBSqfSbWnV06zfsY6Tw0sC9873Q+yiaNMgNykERKNmNpWDI3e9UOnk1QqVTGNmPhU+Z3j68eJCnCRtXVq4vlOw40lVz7hWp75RxTOq+u7zThjraTtUN0z0YKOr1cWaauVZL6NYq+rWLbXSmTzNR+/IDzdn8w8t6C29oM7519U+95o65z6tpHYwswDrFaOf+PaGPrbq7Tjn54/9UlfvHfacn34Fb7G1qzs+jd/GHR+VhKomoS54odq9roIwULydqFvxtVivKDDSk57RmWZVVd8bMTQ6vc7Pg5MliVzAk1XzjJ3Lk7ZlK4d3xk/n8aRBT7mlW9R1wc76rXTOTiHg6TyZvG/rt3YOfZavTvfvnFa1mVfoZC3Zzrww2zUAHJ6BUKfcem2H2XJ9WahTK72xobLLUGdEy7X+hVAHwHiEPgCwT4mkTpioEybyjFSvempWfNUqvoLIKohCPVOoRhoMtWoV5h2eFMakJ7EPeUaAjQvVRoOhUr8aaSCEGtVib0QoNTSnqVQtdXgTqXCMGJvIRB156hzquolXSdvjjZ7ZVK5eKs9ssn4aLI2Z01SudLJeTfaUD3OPs1ZssVWc5NejxGaFG6MZqeIZVXyjqufJ9/Ngx58QTCzUK6r5nh5vBYoSqwebPZ1tVrXQGP4TpNJ+oNbDN9V8+LZaj95WpbvDid09CFqX1Dnv2rV1zr2muHF25muMcyzm/BSOLQPtVCfO20lk4lCykaueTT/KDm+zWJO68tQOrLqxpyCsaKnVVFSp6b6t6GxrQQs1/vw8kWySz+QJu+7EZ5Hx0lZtWcu2UXN5Wi7oqS64QCjuueqc++8Uwp004Gk/2vu+btyW9C2TH7OXSp9KI22/9lzhY3q9uXqqjy3AiZOFOgPzdAqt2KYOdQrt1yrFVmxpuDNtqFNuuUaoA2AG+K0bAPbIi7uqBxuKwkS+Z5RYo1hGcWi0KSPP81Sv+qpXfVX9ioLEqNczWjeeC4aqVTXrVQIgDDO+bMWXVeNwY5gkGqpkcsFRXr00dH8yOIep2B4vq17yCjObRoVSOJ28JErfLb59aGtambHt8UbOafKqeYu9HaqXBmc2Dc55OswWVUkihXHSb8eWtWYLpw120nCn4nmqVIwqxtuxVanbxlPNN6pWPFXTA9vDzZ5U8XRhpaEnWz11w0RP26GCONE5b1vNx2+r9fAtNR++rVr73gz/F5yoseqqeNJqnmjh4szX2K1DmfOTxCPal4YyI4KavjQQUhLJSyL3poAkdHN4xjLute5V0td8Vf5CVbVY2uhGShKpE0kr1arqvq/H26Gi2GqlechvpMDuWevatEVZy7bysdqkc3ka+aX8Y8KvS7WFwlweI33+Z6Wv/QMX7mw/PJh9X5+irdriBXcytRxe+fXBYKcY7rTWOPkKnBTWjmi9Fu491PEL1TlZC7Y9hTojZusAwAEh9AGAPfCijlrtOzJhqCRM1Kx6alUrCpNEvShRGCXuZH1XiiRZz6juG9UqnirpybBQUiijWs1Xs1JRrVaRMUY2a3FiPEmjPjf96zJGVuM+d9tYYyR56S+lHn+wYjyvosSrSGod3poDMyPGVDKVW+oNfN6bYk7TiM8nnfzE3DKyMnFPinvyD7WFnl+qZMpCpEKLPK+upB8ajW6Jl1UvxV5dkakoUkWhqSuQr1BVBaoqNlUlnmu/N/Tz3kgVYwYqdbKWbBV/8jsQfGNU9T1VK0Y133PX08u4TRs1X/eeddWNYl2oh7KP31TjwVs68+xdLbY/mNH/bi6uLqpzzlXytM+/pnDxuWN5zMvm/PyJf9bV3/n6Pub8JKG8QuVO/+fcpNk5SeTaliZRv8rHhTsTtjFeGuzU8oBnwryduieter6edbI5P6GW6latekXr3UhBbLW6UBNdb4+ZOMjbtY2cy5OepKw205An/QImkbR1zwUktcW0omdh9Otj/ZZ05+bB/jvWb+/8GONJn/gX0pAnq9y5Ki2co9UgcBIMhDrBiLk60/ySl83DqQ62XOvP1ZnidKnxRlfnFGfrAMARIfQBgD2oRNsKZeXFgWpxTxXjq+JVVTFGjYpkK0ZBbNWLrcLIKrFGndioHUi+77sAqOrLN1IQRAqCSOpIjYqvRtVTveJP8c6hvbOlEIigCUfGmH61xaHK2hyVq5dGtNQrz2nyRs1sGtlSrzAbIwulJpZaYF4ZG8uPOtKht9CrDsxhsqWWdwNznNKLV6nLVOryqg35lbq8Wl1+tSG/mr0rtZ6f/O33l6/nJziyFnphR9V77+i52zcV3fqcKk++MvMWkkmlqc7aK/1qnv8/e+8dJmt213d+zjlvqup4U/edpJFGI2nujCJgCSVQGAECbAzGOKxZAzbZ2IvX67VZGwz2AxinXZyxdw2sza7N2ibYSJgRQUgCLIEIkmaURtLEmzpXetM5+8d5q+qt6lTdt7tv1+3f53nqqdAV3upQVX0+7+/7TRdeNDULtnGg+Kuv8z0//+LDE/T83Ez5zpcXRK42ubPX97M/rVNN+PjXs4I9x72UGZ3cqU4fZlLNGMX5mZjNbk4vL9nqFeSlY6EZ0s1Lrm/1uDgbE55Ub5GwHZuP9fKM/T5p4+VO2PB/1901H53Wugat635Sp30DOiteEP3p/+AnaPbiMLFqB2VzgkkfgDf+pePdDkEQDs9A6tQmdEai2CaVOlHVq1OLXNNhFcV2SKkTjAkeQRCEU4pIH0EQhMNQ7f0Y2B463yR2iojRRZGkf1UNhXXkhY/a6S+3lJVsCQNDGGi08rfvKUVPKaLAEIWGyBgvUqCSJ6oSKwB1OQN9CQPV12vXr6Ow1bqPPz6JJZdDiab+totoEo6afoRecIIRes6BK3aQSrt3Nm3vZdre06T7k1LbOpv61z/BkRbhVKFt7n/+JxihN1ggKX00mAKOaknE6oDe+YfpXHol3YuvonfuJZMt2pxSlFJ89UtjHlgw/O39en6edHx2reQHXt3ifFxdzzkvcqooNn8oJpA7QTVdFoxInqMWZkrBQjMkSBWtXkEvLylalsWml/xXN3pcmI1ohicXf3imcaWf4MmryLZybOLVOf+1dAvSDd+r07oO7evQWd17Ggz8FM9JSh8dwNxd1aROdZi/BxbvO7rHEATheHB2OJXTlzvj0zr7ofQweq0euVYXPZPcx4jQqXfrxJNN+wiCIJxS5BVMEAThCHDKUOrY78Vf5QP70xalHGEVpeMc5OWwX8G5kiwryTIwmkFUjlZQFP5/8p6CMDBEgSLUtzIBpKrbVjKlL4b6oqgvluriCEQ0iWgSjgqlQIVYHfoi65PC2WGE3kAa1Xqa+lMDu0mjESmVVnFSw54mP+m0Q8Tenl0gwh1Lv/D9KO5KaXqLL/GdPJdeSe/8FZyJj+S+bxvObpOyf6iR8a+/sOR/+/ACn9jcXZH9/lrEN79/kR985GlePrMF+8RUjk/toAM/uXPC01AzcUBgFJtd3+mz2k5ZaIREgeFmK2OhEbCQyN7SR45zVVRbb9jLY20ldFb95E66Ab11aK9Cd2V/sbMXm8/CPZ+393Xm7znYfSoD83fVOnb6cudeL5hOsC9NEIQDUJc6I306/Si2Q0qdesfOxFIn3h651p9aFqkjCMIdjLzCCYIgHAG5aeCSC3tfyTmqGnGUcwTOkRclRVmSlRbV/3rpCJSPfomMQitInUPlDq2ouoH81xhIJlcTTrXj0Q2oLhrMGqHGrnL0ykJEk4gm4bajdBXh5RfLT0zFjJTJ16eXKrG0a+fS+KTT8HbKTtDzJBF6U01v/kV0L/m4tu6Fl2PDE+wYO0qq3/9tv8O7iJrlBvzT197k739knl+8ursUvpGFfMfvvpD/5cVP8YeXVwA1JncCH5epzKl6f4gDw/mmHvT8rNV7froFWeG4MBMhaW+3gHO+l6cf2Vamw6Lyz7wXrn/MC55bETt7sTFBrNrskl+orS/4Kg1zl4cyZ6EmeGaXp3qaTxDuWAZSZ3xCJ78FqRONTe1MIHWV2SFyrX6Q1w9BEM4u8gooCIJwUlSL+15q+DX7yIREQOIgKyxZUZJbRw50LWAh1FXUW+AngHr4yw2KODQkgSYMdtlrd1wCuTE5tNNl/fN73U5Ek4gmQdgPbXC6QRk0Tu4xq7grta1XaWwKadfOpu09TyNCqUhh7HJdZuh9Ji6E3clm76F14RVcnXmY1YVHyKN5zjVCZpIp+TfFFmO9YNXv0l4L61UEm+r37lSH0Fm+74HneLhxiR/9zH2Uu7yD5E7zg596IR9LL/FdV9qE01FjtHPPj3UsNHzPzzXp+ZkcZ6uOnedg8X4vePLedqFjAjBV4HB39Xi3aRLpowN4zZ+BaHY4tTN3WcSOIJw2xqVOmY1GsdkJdiFSpopb6/fpjEexHUbq1OLXglim/QRBEPZAPl0JgiCcArSCJNQkoaZ0vv8nrTqAcuvIs4J2BpFRRMZ3AGEdnbSgk0KghwIoqAugweL+8KKd9oE/0v3iRTQhoklEk3CbUMp3lZjDR+hZC3lpKUr/GlxY589bt/uLpbNolxPhDyE5ocsJVUFgc0KXjU46jUXsBS5D24LApmjne3jMQFplPpapzHwfR5kOTx/XHvvHycwlHwF19+fTvfRKni/mKJ3DWIdpZ+S5Za2Tk5WWc83oZF7Q9mObTOxLnty//u5GX+yUGcoV1aRPPpy+2AGlDX/8vi0emH+av/mxe1jPd1/Q+pmnZ3iyFfIDr94Y9vyccgY9Pz1FKy3oZSWltSw0fM/PtarnpyE9P5XYWfedOq3+4Zo/dFaGe9K//rsgnvOnlYYwgaA69EvGFw4Yq3YYNp+d7Hqf/w3HuhmCIEyALcf6dMai2A4idYIqcm2kV+cAUmfQo1OLX+tHsYnUEQRBODQifQRBEG6BzcLwr567whdd2OQLGrDbwM1BMEphQkMSGkrnqgkgv+CYlY6sLFB9ARQYQqP9wmRa0E4hMIok8Lc35jasloloQkTT8SCiSTgqrIXCerGTl66SO5aidHutx4OCQCkCUx20ro4VgdkumRyQVwejlO9tCxRB1d/WP5jDvnfYohJCaSWEsuFx/XRfFhW7XF7uIZb6l9cf4yAkC3D351Wi5zW+06P622oA95WOqxs9ekXJxTk/BbLZLWinJVnZ48JMTHBS72XODfuvRia6cnZ916qEEDYfm9wpdr8NgAqqKLZwJJ6t/5r0qib8q8U1/saHF/j4fj0/HzjP337NBg8vTs/E2UwSEASKjU5OXvien8VGSBgYbrQyFhsh89My7XUrOAu9jaHQad8YCp72Db/4uh9ZGxbvg6DhF0nH/1yCBpx/8RFtsPIRbQv31KLYqji2ubuO6DEEQbhl+lKnP6EzHsU2qdQxtekc3Y9f60/uTPDhpX/dutSpR7GJ1BEEQTg2zsAnaUEQhOPjfevn+GDrEh9sXWLhuZIvutjmrUtt7mtO8E/6BBilaISGRk0ApYWltI60dKRl4WPiAk1k/KEoHa2yoJUWXgCFhiS4TQLopBDRhIim40FE0/TinJ/YKUs/Meknd7xAt/sMyBhNJXY0gdaERnlps4/Z1woi4yM3w+o1OTBe9gTHEVmlA4gC4AR7b/q9IfuJJWdh/m4498Jtf8t1QqO491yDG62UjW7OfCMkCjQr7Yy8cFzf6nF+JiI5yskPZ0ei2PRA9Ozx3u3sUO5U3Ty6LMDt/X7fFzqM9e7s9T3ps9yw/JPXrfH3PzrHLz63e0zijdTwXb91jr/8yBZfcW9v3/s9LcSB4cKMZr2TUVjHaidnPnE0ooD1rp/2Ot+8A3p+nPNip319u9xpX/eLsbeCzb1c7WNiiJoQVgetJ1ucrTNzqdaxc08tiu0uvwe+IAi3F1vWotbGpE7/PXg/RqROLX7N9Cd3DiJ1omHkWj9+TaSOIAjCbUWkjyAIwiFxDn519cLg/EZu+Pnn5/n55+d5cDblrZfavPFim5ngaFRDXQAV1pEVJVnpvACqZJAGwkATB5pQ1wQQBWElgOI7XQCdFCKaENF0PIhomhznGIlhK2qxmNbu/den+2KnmtYJta4mdvSe35K+aK9P6kRGEQT6bHSRKOUXdY5w4VcpWJqLSQLD9a0eSWhYnktYaafkhePmVsZCI2SuccB/XVw5iGMbiJ0qam3v23iZo8rC387m4PbaK1rVhE5takcHt/z3FRv4nlds8bL5gn/68VlKt/P95U7xdz8yz8c3Ar7rSmuqen7OzcRs9jLS3LLZLSisYy4J6WQlRdnjwjT3/Hz438HTv3nwCbmD0L4B8TxEM17y7FRcPnfZL/DWf4+bF4dCZ742sTN/t4+GEwTh9lGXOn2xUz8/idTRpha5Vh2CYHh6YqkTj0au1ad2DiqUBUEQhBNDpI8gCMIh+Uw75KneznvefqoV86lWzI9/dpHXXejytqUWj8ynR7a3aqAVQRTQxEcU+Qg4R+lqAkhBaCoBZDR56cjLgi0KIqOJQ00SBvJZfZoQ0YSIpuPhVIsmB0XpBlM6eemnHfNKeu+F0v71MqyLHTOZ2AmD2qSO1jXRM6WLz1PAfCMgDps8v9EDLEtzCWudjE5astHNScuS8814+/tW1Zuj+71JfcGzl6ix5SCGbRjJtt9CmqrFsYW1KZ7j/ZdKKfjaF3Z5cL7ge393gfVs9zfun3m6yZOtgO9/9SYX4unofNIaFpsR7Z6fUu6kJUXpe34y+j0/MY3bbbKcg2xrGL123xfu/1qm1PEKH/DxbvP7RKvpAN74FyFZrCTP3RDuPj0mCMIxY4vhhM5gWqcWxTax1ImG8WvjUWyT/OOpQ7b16NQP8o+iIAjC1CLSRxAE4ZD8yo3Zfa+TO837bs7wvpszXIoL3nKpzVsutVhKJshRnpBAa4JI04z8Hu9pYclKhx0RQIooUMRGExhNVlqy0rLVK4iryaBYBJCwEyKaENF0PIyIJhSFU5TOUVgorKJwjqKEwm94TTQpHBqtFAoFuh/DFmCq17jAaEwQoNXuoknBoFsnqkRQFFS9O3pvKSQcH3Ggue9ck+tbPVppwfmZiCgoWO/kpL2UlV6LCw2IVOkFT5n739/dsMWo2ClzlMvZs7xJmV0md25vTM2rz+f8q9evTtTz8y0fODedPT9GsdHNyQY9PxFBoLnZSlk4iZ4f57xEaV2rxbFdH54uavF5S49AMr/3/c0uHe/2AqSbk13v4a863u0QBGHIIHKtHr2WH17qmKiauqlFsR1E6gx6dMbj1+SfP0EQhDsVkT6CIAiHILfwvpsH61C4kQb89DML/PQzC7x8vsdbl1q87nyX2Bzdcnl/sXPGQW698MkLi3WOXu7o5RZTCaAo8F0VfTFEr/DTP5UAkgVP4bYhookTE00w/H6fgGgqS0fhfM9O6aC0/nSxy8SOAsLqRKB9FJtRCqPBVOd1fdGjrA41jKbq5dEExhAEmkAbQmNQ/cWOUoNVUAynlfpTTNvPV8fbTo/fZrqj824bzmFsxl1JzlreYn2rzTmbs2B7rHdTSgubHVhIApIoGNxG2RJsNja5U7DnK4UKRnp2+lM8k/Tt3C7u+J6f0HBBada7vudnpZMNftbr3Zy8tJw7ip6frF3r16nLnRuQdya7j9b1naWPc77fKu/5xdWjIFmsotfGOnbm7/GxboIgnCwjUifbPrUzkdSpT+hUkaD1KLZJpc6gRycendqZNMJNEARBuCMR6SMIgnAIAgV/9WU3ec9zAb+5vkjqDrb370c2Ez6ymfCvjeWNF9q8danNS2azo1sfrKLdQqMhYjDZkxeW0jm6uaObW4xWxEYRhppAadLckuZeACWBIQk1UWBk3VK48zmrommwHXBUoslZKCuxYx2Uznm54xx9QeSqY4UiUNp/IFUKrTXaeLGjjfFixxjUTqLJAVaDBaP1cMonMJXU8ZJn5zWTssrLP8QTPAjj0mggg6rnMHL5GRNNzvqFsiLzx2UGRer3hq5+J88BSVyy0sqwRnG+GbHV6VBkOZ2sAFMyFwIu3/uxdICtFtHqkuc0y529uON7foKq56ebkRaWjW5BXvX8tLOSvEy5MBcR7ve7nnVqQqcud25A3r71DW1fg4sP+tNlDnnXTwIV6XDBN5qb/P6iOR+7tngfLNxX69i5B+ID3I8gCLfOiMTJDy91BhM6lcgxwcGkznjc2sjUTjQ97/mCIAjCiSPSRxAE4RAoBVfmU15qnud/vPAEv9W7l/duLPPE1sGKb7ul5rHrczx2fY57GjlvvdTiiy61ORcd4Uqk8qXjUaBxEeRl1QFU9WJ0rIO+AKquZ1D08pJeXqJUTlwJoDgwJ5P7JAhngSkWTa50lLbEWv864o9L37HjHDhb3WbsGSiLQWG0RWuFVmBMiUFXyVljozqWgZjR+OkeYxSB8nFsRvnzpv8wRXWoM+gWqssX2C5M+tetSZeBfBm/XV3W7HS78e93/7mdAKdNNNlyVOr0T5d7iBrnqj2ncxplznKQs7HVJi9yYqDrSrp5QZ7DRqaYi0O00aNTO1U0Gzq4IxfFDtrz8+mtgB94zZT1/MxEtHoF7UHPj2OhEZJhub7R48JMTLKbyfrNfw7P/+7xbuTGM9C+CUUX7Nj3VWsIGpAs4P/4qtfBsOkj32aXq4md++H8i/xBxI4gnBz9CZ2y2B69dqtSx1Txa5O89WwTOmPxa3fg+5cgCIJwMoj0EQRBuEUauuSt51d5x32K57oBv3pjhl+9PsNafrCX2Ge7If/2qXP81FOLvOZcl7deavN557pHumeuqgsgB1lhyUtL2hdAWUknKwm0GlxvXAAlgSGONLERASQIU8cBRJNzvifMWh+/5g8+LnJkfVMzSHjr4+PXtBc0gDF+QtJotaNoss7hcCjnCE0V3aYcodFo5Qi1wuw0udRflHEO30c0Pr1E7TqH/J4dBhFN/rhfVL0brqx1HRSjp2uEwIWGZrNn6OSWpNFAJZr1DBwhHRUw12j4HRPOGP2en7/54QWe2KPn5w/WI775A+f4O1PW8zObBMQ2pbd5laR3kyhfo/fCd0BouNFKWWxGzMU7/Nz369o5Cjaf8zFx4H/fg9iLnjAZjXV77bdA4xws3g9zSxDOQJDIZyhBOE52lTpVFNtevW596lFrZjyKbRKpo2qxa/0Ytmj0MpE6giAIwjEh0kcQhNuGsjlh6zm/R67SoAOcCnDa4HP2NajpWsC5u1Hwp1+wwZ+4b4PfX0/4lRszfHC1WRWRT4ZF8dtrTX57rcnfuHKdVy0eTxa/UhCHmjj0HUD96Z+stH5xtyaA+hNAGkU3L+nmJVr3J4AMUTAlmTGCIIzgHJSlj14rSkdZiZ3Sgd2lZ6eP1r5nR2td9e0ojFIE+7weKCAwvo8nMIqwf/vAT/Ac2RMbl0QDMQQDYTRY9LG16+x0OxFNtySaXOlj3Gy1+FbkYLPt0xF1tBlZYFM6ZGEhxOSw1skwwGJpWe/mFKVjvZ0zGztmkrP3781yw/KPX7fGP/joHO/eo+fnZtXz892PbPGVp6znRxUpQfcGQfcmYfeGP925Qdi9gclbI9f98PkvYHbuHHFkWOtk5GXAuUY4unY6s3S8G9zfkz9Z8AJnJ4kTJH6y5+E/AkFzsignQRD2x7nh+0k5Hr2WTyh1VCVy+pM6O0ztTCR1IkZ6dEYmd0TqCIIgCLePs/dfkSAIpwaFQxf7leUqnDY4FYA2OGUqSWQqSWQGkuh2fKie7T5HmXVwKkOFhlKHWB1hVMBrzvV4zbkeW/ka77vZ5FduzPKZdjTxfV+ICl6+cDKLMnUBZAcCqCSvCtaLrKSdlYRaEQWV5LHQzUq6WYnWiiQ0JIEmFAEkCKcLB2XpKJwXuqV1lKWrunb2XhRRldgxyguaQKkqYk3v+ZI7LnaCmtjZt4fjKNhhounYEdG0XTS50u9lvVdMTn+BbTwaZ5e+ndkYQpOw0k4BzfmZmM1uTi8vaaUFubXMJ9GZ666ODfz1V2zxsoWCf/LE3j0/P/KReT5xG3p+VJkSdFcIujcIO5XY6d4g7N7EZJsT30/SW2E9mGXGOmaTgFZakJWWC7O1np/ZI5A+JvITOo1z0DgPM5dg/i7fsdO8uL0g3YRe8kQz/lhP145LgnBq6EudkT6d2tTOYaRO0J/aqcmdg0idYCyGTaSOIAiCcMoR6XMbUUoZ4EHgYeBuYAFIgTXg08CHnHNH0DI68pgh8EbgBcBdQAt4Dviwc+6zR/xYLwJejX9us8DzwOeADzi3X+PugR7nxJ6TcItUUzvWJHSa9xJpS9EIUK7we/vaAuUKlC39ZVXsj7IFimLflBqndDUhZMakUACVHOrLo6PioWd/msCm27cFha0EUKkjvlBH/OU4oh3HXMsaPJM12bQJXWI6xHScP90louNiusR8/kLJQjunNXPviU48aQVJqEkGAqj0MXDW+UNW0M4gMorIGC95rKOTFnRSv0AcVwJovz3+BUE4Ihx+SsdZL3QslFXfTrGP2EHjO3K09rFqut+dY/bcMV3hrxcOxI7yx0YTKHX21kFENO2OUn6BbbzvwAS7yp29iAPF8nzCaiujW5QsNEPCTLHVK0hzy1qZstAIz9x7kFLwx+7v8uK529fzo8psIHa80PETO0H3JkG2cSSPMW9XaXE/7bSgKC3zzYisqHp+ZmOSQE8+6WNCaF6A5Bw0Fr3c6UueZB7CRnVItn8W08bLnb7oqUe6CYKwO+NSpx7teSCpU99ZoB7FFh5M6gx6dGp9Ov3LBEEQBGFKEelzwiilXgB8DfAo8GZgr8DpUin1S8A/cc7911t83EvA9wN/Aji/y3U+APxD59x/vMXH+lrgLwOv3+Uqq0qpfw98r3Pu5i08zok9J+GIiGax4TwUa1gTUxhFGSe7X99VwseVXgj1ZZAtUa5E2QJcXxCBchZchppg7WJUBvUnh8xYvJzZdzFK2539pcJhbIaxGfV/F2aBZeCVO3RgbGPLH377ld+PNTtLH+fgvzw/x590v8B97Y9WksnLJmuigXSyOhr9mo5GpFT9uq42NeUFkI9wK50jLyxp4acFstKRlQVkEBtFGBgio/1kUFrQrgSQnwAymOCsrQALwtHTn9jxkzqV2CknEDuKKoLNix1TiZ1Aa/Q+kUNGQ6jNqNjRmlCfQbFz2jjtokmp2h7VR7uRRsGluYiNbs5Gr6AZBURas97NKKxjpZOxkAQk0dn7d+d29vxc+oMfI1n/1JHc127M5qssNAI2egVpYVlreclHoLmxlXKuGTE7cxH/h+H8wu3Mkp/UaZ6HZBHiWYgXIJod/m7u1cvT/3rYGIqecI/PsIJwlnGuJnF26tWZZP/Pfh9OOBq5Noj9nOS1Xe3co1O/TBAEQRDuUM7ef0G3EaXUTwF/6gA3McCXAV+mlPovwJ93zl07xOO+E/hxYL9d3t4AvEEp9e+Abz3olJFSahb4V8Cf3Oeq54FvB75GKfVnnXO/eJDHqR7rRJ6TcMQoRbbwQrrxJVrlJrG2FM0AZUuwuRc8tkDZHLCgFM6EOCb4QG7LgRRS1noR5Ipqeqj6mi3pjwspV6LKSQquh/Fy9YmhIG9hizaao9s7djes3v35f6IV8ZOfO8cjQZuHg88eyeONTyn1Tz+//BbWFx8ZCKCsEkCldaSlIy0LorLDpfQpVBCjgxhrInIdkZoIFUREcYMkijBGVooFYTcG0WulrcSO79kprNt7oqISO2bs0Bc9e2EUfkKnNq3T79qRGgphhNshmvZgoRESBZqVVkYQ+Li3jW5OVlg2ugV5CXPJJHt831nccs+PLQi6K4N+HZOus/7gV+/7uEXjEhyz9Am6N0iiAKM1G93cS75uxmISEoeG1U5GHgcsvvmvoKIZH8tUZr5XaoRqQThMwCT+9E69PP24tqAhvTyCADWpU5vQGYliO4zUiYYToUF12b53obdHrgVj8WuCIAiCcEYR6XOyvHSXy58FPglcw/9MHgBexegcwFcC71VKfbFz7uqkD6iUegvwM0C9SMQBvwM8CSwCrwEu1r7+PwDzSqk/6txeIewjj2OAfw98+diXbgAfBjaAF1eP1f9vaRn4WaXUo86595225yQcH87EFOEcOtAUzeYuV7KoSgR5IVQOzg/EkCsrQeT8lI42uJFfi53ul5EJofr0ELacOF4uTFcx3RtH9B3ZHav2jr75leuzADTV0XX/7DalZMrhYxilaISGRmgorCMvvQCa7VzjFc/81J73b5XB6ghn/AHj5ZCrXVb/uv9a7AWgiSjiRbKFB47s+QrC7cAO4tcshR2KndK6vRNNFLVeHYVR/jhQel+ZqqnEjlGEuoph05rQiNgRpptGaFheSFhppWTAuZmIVq+gnRZ0soKsLFlsnL0dDvbr+QkpuE9d54XqKjcfv8bnnnmGz0+eI+rdwPTWUGOWefP+L8GGM3s+Zt64uOfXbwWnDEXjImW8CEDYl3ydjKy0rLdzZsMec0FJt9PDAgsmJShrssdEXvIE1WF8As1EVVxbU3p5hLPLNqmTb5/W2Q+lh9FrekzumOBwUieoxa+ZeMJpH0EQBEE4m8i75O3jw8D/BbzLOffp8S8qpe4Bvhf4ltrFLwV+Win1Rc7tG3KLUupe4D8xKkfeD3yzc+7x2vVi4FuBvw+DNd4/DPwd4HsmfD4/zKjwyfERbz/mnBv8p6WUehj41wyj32LgZ5RSr3DOPX/KnpNwO1EaZ2Kcife/7kAE1YVQMSaJqskfBc4EQIBjn/veFi/XP11Sms0T2Wm41LtLrF6p+MCKl2YNtvcKHTW7TRz5yCgvgGbT/Z2qdiW67ELZPdR29BZfyvVXf8e+11v+nf8DVXQreRTXZFKIM/GIWPJfi4fnq8i7UQkVy+KPcCD6YsdWvTpFJXasc9h9/lR8/JquhI6qHe+dC6mAsN+roxWh8VM+odGcsfVu4YwRasXSXMJaJ6OdlcwmAWGgWO/mFKVjtZMy3wiJg7P1Oq5cyZ+49BSvd6u898ktlux1XqSu8kJ1lXvUTYJ6Jm6vOuxC0LlBtrC39Ckal25pe50yFMkFiuYl8sZFisYl8sYliuYlL3vGdoQxLudCmNHNW2RpB9u1dAPNTBySKVjtlCzOzRMlzT16eWZqvTzy77FwBnB2NGptWxTbIaVOvWNnYqmzQ4+OiYdySBAEQRCEQyHvoieLA/4r8Leccx/a84rOPQt8q1Lq94B/WvvSm/AdNv/vBI/3/cC52vkPAI8650b+nXPOpcCPKqWeAv5z7Ut/WSn1L51zn9vrQZRSDwB/aeziP+6c+9nx6zrnPqaUejvwHobi5wLwfcC3nZbnJEwZ2kev7WtCnRuZEOoLIj9NNCaN9omXyzoZurt5HM9mdJOVodG96juIlMEpPTj+4Moi3dIvfjRPRPrsM0UFhG6SOIdb3I4JoxqCzjVM0TnSx3bKjEwiXXvNX8JGs3veJtr4DGHn2r5iyenwUIXmwu3FOaoYNkdRuuHEjgO7T8+O1l6a6ipGLdB+cme/8nkFg14dP7VT3T7wYkgQzipawYWZiDgoWetkxIHhYnMoftbbObOJYya+8/4FMt0Vws51gu6NQSRb0L1J0F1FYbkb+MJJ+gT3IOjeIFt44Z7XmUT6OKW92GlUYqd5aSB3yuTc3u+FtkCVKbroocsUnB/Dng0gtZp2Dl0X07UJczOzmDDmWgnniZhRptbLM+OneYIJdi4ShGljR6lTlzuHkTrR2NTOBAJdmWHM2qBHp364816LBUEQBOG0IO+yJ8sfd8599iA3cM79M6XU24A/Vrv469lH+iilXgL82dpFGfAN43Jk7LF+Rin1E7XbxXgZ8037bOb3wciq+I/vJHxqj9NVSn0D8AcMJ3b+nFLqR5xzT+52uxN+TsKdiFI+Tgxw7J5v768wHi83Ok1kw4SscZkPvuyvQvcmmQspTYJxOTEFDZ0TUaBtjq6i0rTN0GWGsak/lBmq/jWbVdfP0c4fOx34yDm3/Z+zX71+9+B0U50O6WPseF7+0dP/Ge6HLo/+e6JciSq6aPyUkpvgH96Z6x9m7tn3TnT/g+kjHWLNLoJI12LvTIzTEeniA+Qzd93ScxP2wPmencL5Xp3SumHvzj5iR1VixygvaIbRbHrPXvtxsRPUxE4oYkcQ9mQ2NoQmYaWdAj4CbLOb08tLWr2CvLTMJxH6DvLsF574KZKNbeEBR0o4Qaxt0bgAgENTJOcpmrVpnWpip4jPTT4562wlebzoYYedS/w0b4JpxCQErHcLrHWkPceiskRxk+tFg7nmAhcWFlCSZylMOwOp0+/TybzIGcidCXpLlani1vp9OuNRbAeQOoMenbGpHZmQFwRBEITbhkifE+SgwqfGP2VU+rx1gtv8aaD+Kes/Oec+OcHt/i6jYuXrlFLfsZtYUUo1gK/d4T72xDn3CaXUzwBfV10UVNv8d/a42Yk8J0EA9o2XM1axYWeIwlmixiKlarDuZimKHOUs2hUEytIMIAkcxlkfDXcQbIl2OSiFttZPKFGincWVJW9cXKdTBnyqO8O/LR/lV+2raJDSJKWp0sHpxtjpZnU6VgebyiknkC36JKSPniTyrzz49/tQ27L/90Qd4HuibeajNQ7I6oN/bF/pE249w/Lv/pMxeRSPnN9LLA3P16/b/9odMKXkql4dZ73QGXTu+Fi2PdG+Z6cvZoyGQGu00Xt25Sjw0WsDsaP8sdEESu0phQRB2Js4UCzPJ6y2MrpFyUIzJEwVW2lBmlvWypSFRrjvZN2J4iymt0bQvTmY1jHZJisP/9l9b1o0LsExS59gAunjTMRzr/sbBxM7I3fgUGU6mObZ8T1UhdggwQaJ/5xWe7EMgfNzMTezgB4Jz6iE+TBmPglZyyHdTFmejwlE/AinGVuOSpzxqZ1DS51+r84BpM62Hp3a1I5IHUEQBEE4tYj0mQ4+PHa+oZRadM6t73Gbrx47/28meSDn3ONKqd8CXlddNAN8CfBzu9zkS4Fm7fxvOOeemOSxqm36utr5r2Fv6XNSz0kQ9iUODEvzMem6ocw0QdRgLl6ksJZOVtLLSiywCegSGpGhEWoCZdHOCwllK4lTdQX1D9oVPjNKG2zlOe0Oa1Jvuw/edt8Kn2tv8ivXX83/eXOWrWLyf740diCD5lSXL5y9zpvmr/FQskaAj7nTrkDZEu1KcI4oW98xas5h6JcclTpG22xbAfRR0XMBaV76XoZd1mwOIloOi1Nmon92VXk6pp90maLLHro8Ht9tdUi68AA3XvXt+1539tn3oWyO02Elk8bEUq1vyZrYLzockQHpT+z4SZ0qmm0SsaP6/VW+I8f0J3i0Ru+zeGg0hNqMiJ1QxI4gHDtGwaW5iI1uzkavoBkHhEax0c0prGOlk7GQBCTRCf5L5Cwm3RjGsHVu1iLZVnac7F19yR/Hhc0d7mxI0bh4LJtbOsUNfYHm/AXK2fsmus1Bt0WVOarseclTpjD++UEFWBMPJc+2996AMmzggiZl2AAdsOhgrZNRpCWbnYK8cJyfiehkBc+sWe5aSIhPk/ATzhY7Sp1+9NoBpU5Q9ejofvxaX/JM8Pvdv269Ryeoxa+J1BEEQRCEqUWkz3SwU+jurit8SqnLwKvGbv/+AzzerzIUJADvZHdB8mU73HZSfh2/bf3fw9copZadc9fGr3jCz0kQJiIKNM2ZCFTMhjJkyu/dP59oZqKAXlHSzUoK62hnJe2sJAk0zSgkCpK977wugWwJlQzSrvQTQFTSyBXcP5PzDS/a4H+4f4PfWWvwy9dn+fB6gtvNiFRYNG0atGlwwy3y5NZd/NQWXAxT3nb+Bu84d52741FBEBSt3TdZBWzOvpiPPfRdODQOh7J+6kk5v83YAmOLkTg7Y33MHUUKZYYqU0x1uXE5xuUELiOoovJSFbPeyVEqJw4MSaSJzagA0icgWuwuU2DjnBbpo44h7q6Otn7KbRLmn3oPQbo28X079C5CaDix5DuTQpyJKVXI+l1vJFMx1uE7dvpip7aWqFzp/076U0qqL3K83NGawWmzn9hR+Akd7YWOqXXtyA7lgnB7WWiERIFmpZURBobzM5qNbkZWODa6BXkJc0mw644EB8ZZTLpZ9er0hc5Ngs4Ngt4K2h5s0jbs3iQLX7DndfLm/l06u2FRPOcu8Fm7zGfdZT7jLvPZ6vC0WyIj5KIt+dsv2uCRHf8tOegDFpXk8TsjsO29Q/udAYIEZxLctt4PjQ0a1aGJC3Z4D1RwbiYiNAXrnZxuVnKt7HFx1l/36dUOy/OJ/7kLwlHTlzr92LXxKLZJPi8pU8mYwAudfvya6Uueg0idaBi5NpjaEakjCIIgCHcy8il3Onhw7HwB3Nzj+i8fO//7zrn2AR7vA2PnHznAY/3GpA/inGsrpf4AeM3YY22TPjs8znE+J0E4EMYoFuKQZtKgnRa0en5BZCYKvPzJSzpZQVY6eoWlV1hCU9AMA5JQo3ba1b8/TQPYvf4fc87n3VOgbcmrmiWvvrtgvdfi/VcNv3Yt4rnuwV7qb+Yx/+HavfyHa/fy7Q/c4B2X1lFj8XLYEoVFOTvYK1m5wq+XlTssZin81JIxWJPsMi2kQQcUTpFZTVo6srH/iQOtiAJN7BwaRS8v6eUlWnsBFIdeAFmTsPLSP+EnjsrqUHUqqUos+fP54LQqa19n/3/GJ+8WOgkBNYn0OR3yCQ6+LQrrFwgPMKX01OyryKMd/nj6Ykcp7nrul7j07HuwOsDpGGeqySNd61MyUdW1VO0BG8ZoE6HDGB0m6CDGRAk6iMDFfkFFRf6gY/xHLbE+gnC7aYSG5YWElVZKBpybiWn1CtppQScryMuShUaEMQf7e402PkvYfn4odqrjg4qdvQi6N8jm95Y+RWN/6VPEi1W/zsVBv07euEQnusA/eOI873p2977Dm6nhL/7WOb774S2+8r4DToy6ElWkfuK06MG2aSY1iNS1JtlR4liT4MImNmhiTTLxy+psEhAazUo7oygd17ZSLsxEJKHh6maPtIi4MBPJ1KVwMGy5PXqtfn4SqaNNrUenkjpB1alzIKkz1qNTn9q5k4rLBEEQBEE4ECJ9poPxzpwPObfnJ8mHx85/6oCPNx4IPn5/da4cwWPVpc/DwC/vcL2TfE6CcCiU8osLs0kwKIvu5ZYkNCShIbclnbSkl1vy0rFR5rRSVUW/mX0nCXZ9UGVwGMra/3UzEXzJPLzjJY5Pbzh+/VnLf7/q6B2g5kbheMViRqlj2Ot/RgdUMshPJ3lB5KeRbHW+QGOrf4KdF0Q7RNiAH2Psh9hYNJlVZE6RlT5Srcw0LWXQxhCFEaExWBfQtX6ySuuCJDBkS68jPEx0i3N+gaovgWw6KoQqQTRph00ZzVHE54Zi6QgXAgebPEG30En0LdkJtgNOJn5PBzFR4CduAqVqx8OfW6z876C2hV+wOYId2LfxyFfDS8eHYsfobcAn3u0XaYKoFrGy03E8jF4J4unvUhKEEyTUiqW5hLVORjsrKyGgWO/l5KVjtZMx3wh8fOiELD75cyQbTx7jVk/WpVM0LuJQlNE8RePiQOgUg8OFXcV8BPy1l2/xsvmCf/zELKXb+fNI7hQ/8tF5Pr4Z8BevtAh3e/np9/IUXtarnd73dFSLbNsucZyOsGFzMM1zK1YmDjXLczE32yl54bjZylhohMwlAWudjKywLM8nGHk5Ffr0PxeM9OnUpnYOJHXC4bHpS52IicaAdX8qp9ajUz+I1BEEQRAEYRdE+pxylFKzwJ8bu/g/73Oz8cmgpw74sJ8bO39BKXXOOTeSxaOUOg+cv8XHGr/+S3a53ok8J0E4KvqipygcrbSglRWE2rDQMMzGjm7uBUXpqq+nBY1Q04z8HqlHhVKKBxcVDy5q/vTLHL993QugJ9b279t5+DzMnlumty1ezgucfrycX6gxWGXwFcp74Bx9QeQnhoraxFBZOy4Bh1aWxECCn3gqypy8LCkskAM9v04fajBBiAkCtDaUyrClNFoHRFFIHAYEQYjT2sdl7P1NAxXgdEC5T4fCJKw8/PVj3wPr+wvq00U7iqXUTyJVp4fXrU8lpSibYyfYzlMz6ePssYivcRYX5naNLVFAaBShO/7tYJLvSW8DPr3T/g4T0N/Lty+L6kKoLo9mLsFL3jHZtijj70eHR9alJAinBa3gwkxEFJSsdzLiQLMUpKTrVwm6N0jSFWaLFaKyy/VXf+e+91c0LsIxS5+wu9eAv8eZiGfe/HcnnrgcRyn4mvu7PDBX8H2/u8BatvtnkZ99usmntwJ+4NWbXEz84rcqs0rypLv38gSJj20zybbFaqcCbNDABTOUYeJf244QYxTLcwlrbS/8Njo5eWE5NxPRzgqeWe9weV56fs4M26ROXe4cROpUPTomqt6Pa1M7B5E6gx6d8fg1+X0UBEEQBOFwiPQ5/fwQcLl2fh341/vcZnHs/PWDPKBzrqWU6uHXWfssAOOCZPxxOgeMXNtp2xZ2ud74Yx3XczoQSqkl4KAh6i++lccUposgUCwGIfONkHZW0K6i32bjgJnIkBaWdlaQl45ubunmGZFRNKOAONgl+u2QxIHiDXcr3nC35nrH8f7nLO9/zrKyS0rLm+8JKE0E+8TLPble8II5S0y/h8jLIS+FhudxtlpADrAKH6C2531bFHZwX/58SeIstiwoCn+wtiS3kGc5ZDmhhiAwgy6VMoUOYJQiCgxRYDCBj5RDB7WIOeOnJpTBaeMXvo9jwVtpXBDj8J1ABxi+uiW6569w45FvHJNHKarMqxi87WLJTyaNnt6LXRcbHZSlo3CWMj9gLNAhcMqgtCEwvo9ncKwVQaAI+z9XdRyjPWNM0v1U3ELfUn/hKt/n7ffcCyeTPu/7R7D1fHVGjcmkeslzvMsk0ph0Gr99EEM0Kz0CwsniHGQtaF2H9nVoXWeudZ2Zlj+9W3Sky3qoaO8Ovkli1Q5DGc75GLbmJdLF8X2fduawwqfOq8/n/NjrV/mbv7vAExu778jxkfWIb/7AIj/48NO8cnat2qmjjsEGEc40qui23Xp5mpXsufVt3xcF52Yjwp7v+elkJbntcWEmBizPrHVYmk+Yi+Vf5Kln0KNTjEqd/mUTSZ2gNqETVlKnH712AKkz0qMTD6d2Jo1wEwRBEARBOATyifYUo5T6auAvjF38vznnVve56ezY+e4hHr7LqCCZO8bHqbPT4xzlY+33nA7KdwDfdwT3I9zhaO1LoufigG4V/ZYWw+i3rCzpZD76LSsdWTfHqFuMftuDpabiqx80fNWLNY+v+umf377u/AQN0Azg85b2f8xuCX/3tyE0mi+8HPDmezT3z+9yu37sW3XwE0N1OeSniZT1Uz5UPT+lCnaNlzMA1pLnBUWRU5blYApJW0ukLZF2VQSNpZsXdPMCoxWxMUSBRu/Z36AGEsgp7SeAlK4mhgK/jcpMxQJ22bhAt3Hh1u7EWZTN/aRSmY52JpUZWbRIWpSUpaO0UFpLaR2FHS4GmiJja+aFaOslkqmOtc3978VREMTcu9jY39mdwPQTkyxklrcgfSZl0sXgke+J80KqSOEoN/HR74e5y3tf57nfhec+vIM0miD+rh+FI1NKZ4+s7cVO69pA7gxET779o+N+y63d1WeJLz6ACXb/XcpvQfqU4exYx87FQSSbC/aWTcfJcsPyj1+7xj/82NyePT8rWcB3/t79/JUHNF91eQVnklovz3Zh5OVOkzJo7BjpdlIMe3583Nu1rR4XZiOSwHB1o0c+E3F+5gQklHB4RqROtj2K7VBSpx6/NqHUGUSt1Xp0BlM7kbwPCYIgCIJw2xDpc0pRSr0K+Mmxi/8b8M8nuPm4IDnMbtVd4Nwe93mUj7PXfR71Y+33nATheFF4kRMZ8sL6EumsJDKGqGEoY0s3K+nkw+i3dlqQhIZmZI40+g1AK8UjFxSPXNC0c8dvXbW871nHC+cV4QRl1h+86sgsZBbe87TlPU9b7puDN9+t+cK7NHNR7T6UBqWxhOz7r/hAApWo6p/30Xi5oSwyWmPiCOKI0jmywpIWXjb0X2CUhSjQRBoiA5qSrnNQFITWEQeQaEegfJ8PA/ngwBWosth/baovgPqSCA26PkEU4LTaP17uNKM0BRGFDihdQqmgxFIqR6GdT/Np7xKZpvCTNuEsT7/iL2C0P2+0RvcXVmxZk0l5FV+XEdiMwBUEzksi43Ivi6rrUGZeTJQpFBkqiCZbTDwR2TLJpM8JyKdJtgNubepoUoIJtmX9c/D0b97Cg6ixqaRadE7/snu/AO5+zd53U+awdXW7bJoC0XvH89zvwsbTo3In7xzpQ4S9m9zs3MNiEhJHO//Mi8bFPe+jDGYomhcruXPJ9+00LpE3L+GC3YXK7SbWlr/+0A0easb86KeWdu35KZzmhz99Px9Ll/hLD2+N9Pw4HWPD4TTPaVoAj0PN0lzCSislLx03tzIWGyGzScBKOyMtLEtz0vNz29greu0gUmcQu1aTOqYfXzrBdox36IxM7YjUEQRBEATh9CLS5xSilHoB8F8ZlRKfA/6Mc9uyEybhTrvNST+WIBwLYaA5NxuxYBn0+oBmNtHMxAG93NLJ+9FvJd28JA40jWo66KiZCRVvu8/wtvsYmczYi19/bvs/3U9vwU993PLvP2F5zZLiTXdrXn5BHWxaqYpbK2HfeLn+9JByBaqSQzOupCxysiwjLwps6SerUvye3WFgiANNGCQUCrq+aojQKJLQEAcGoyzKWqBEWd811BdCytkqcq6EvsJyvpsIctSeAytqZEJoJF5OG0Afb7zcBJSlo3SOorRYB0V9YmevXw3VFzk+Tk3XxM5+P3+jIIhCAh0RGo0xilBrQq2O79vwiq+DdGubNBoeZ2OX1QVTNnra7hIVN4ngOC0TR3Ay2zLJ1NEtyyfnf2ZlCmztfJWFe/e/m84q/Mrf2X65MoeMt9thUilqwuzyLT3bM8kn3g1rnznWh2jmK6w6WO/mNK3zsV9jr0dF4xJl0ByROUU1rZM3LuKOoBvuRHCumtpM0WWv6oFzfN0SvCRe53/7+AOs5bvHvf3cMw2ebAX8rT9Ucm6ukjynXI4GRrE0n7DazuhmJeudnKywnJ+NaKUFWSk9P8dGf0KnLMakTvV+Osm/vIOotbrUqU3t7L+3Tm1CJxyTOrFMjAqCIAiCMNWI9DllVB0xvwTcU7v4KvAO59yNCe+mNXb+MLsRjt9m/D5P8nFO+rEOwj8DfvqAt3kx8LNH8NjCHYLWMN8ImE8COlnBVlqQF8OJoKwo6WQFvcJ5cVFYgrTwXw/McEriCAkmuM/n245Pre/+T3np4EPXHB+6VrIYwxvu1rz5bs3lmSPcXqV8OTQBMLa4HoOe8ZdmZUmaFaR5DqUXRMaWGFuSGEtSTQA5V5D3SrYoiIwmDjVJmOzdJ+3w00ADQVRWgsiBLaroOlsJIucP1SQTdp81CaWAneLl+lLo8PFytopfK0pL6aikjp1c7CiFMcPjQHlRsxcaCALfrRNWPTuh0YP+pRNn/u6juy9bjgmhShZN8hjJAlx+5ahgKrNRAXWr+y1MMunj7AkJqElE2C4TYye+HbvIJ1f6qZKjmCyZuwse/Vv7X+93fwq6q6N9SnvF3O3Ww3RaFuLz3nBKpz6tU/Tg7d+7/+1nl49d+swVa8zEAe20oJMW5EXJQiMaea1zQcyzb/rBY92O40KVBarsocqe7zXasZcn5pVLEf/q/Ap/4/cu7NPzE/Itvx7xfW9KePjiKfk92wel4MJsRKve87PZ4+JsTFb4np/lhYTZSP5tnpjq84+XOcVYn04+odRRo1FrZoepnYmkTi1+rf66KTGggiAIgiDc4cin11OEUuo88Bjw0trFN4FHnXOfPMBdifS5tceaGOfcdeD6QW6j5J8LYTcUNOOAZhyQFZatXkE3K4kCQxQYCuuj37pZSWEdW72CNgVJ5KPfghMug33fDlM+u7Gewi98xvILn7G8ZNFP//yhy4rGHj0JR0k/Pm+uEZMVvjupV1isc7QBHOhSkYSaJNFEChTVBFFekBhHM3A0AqrOoH73UOkXHVSAq779ey5jODecEHL9CaJiMCWkbAH0BRHVosjh4+UchgJF4RQFhsIqikrw7LneoiBQCq0VwYjYUZh9sm4UvuMpMIpQKwKjCbSu7me/JzHFaAO6AeEh3p6WrvjDbjjnF8rGJ47qkmnHSaXaxNK5F+6/HSchWpRmb4va35ZT0nN0WiafAG5+Eraeu/XH22lKqX/61X8aZvbpqGnfhM7NXSaYQv8z7lP0oHVje79O6zqkm7s/Rt6DcJ9Om9mlyZ/zpAQJzC7hZpboxhfozLyw6n9RrPdy8tKx2slYaIRE0zj90Y/QLHvooleLMu2jcCbBmtj389R6eZYi+MevXecfPrHIu57eXfys9hz/8y93+K7PT/jyF09PL85sEhAYxWo78z0/m77nJw4Mz6/70+eb0/N8jpURqZNvj2I7kNSpRE5Qn9qpLjuI1Kn36IjUEQRBEARBEOlzWlBKLeA7e15Ru3gNP+Hz0QPe3cbY+QM1zCqlZtkuSNYneJymUmrGOdc+wMON/8e+0+Ps9FjH9ZwE4VQQBZoLsxFlWfX6ZAUBmrl69FtWUFhHJyvpZD76rRn5aLKTwChoBNDdJdVqNz657vjkesm/ewL+0GXFm+/WvPScOjEh2pdoc86RlZZebknzEuuG30ujvACKw4gobNACWhbIIIk0zdjQiAK/HuGKarqnGE752LKa8qldhgWlcCag//a755KILXeJlysqQVTJIWcprcXaktLmFM5hrRda4yl9GoiU9kJIGZQxaKPRJkDrEBMYtA4wQbBnvJwXOz62rT+xExgviAJZYDl6VG1h6zjr6EwI7/jbe8ijdAfRNC6cdrhd/Td9kukaOD3dQifRtzTp9+SoBNReU0p2z2xKz7Mfgo/+592/3u9OUvj4xMPQvg6LL9j7OoeVPkEMM0v+9v3j/iGaA6VQQBMo05K0kxGHhotasd7NKUrHWjtjNgmYiU/5v1LOosoMXfhpHmW3i12nI1yQYE2C6//c6l83CTbwvTwECd/9BnjwUzn/7Hd6lLu8iRUW/tEHe3xiteQ7Pi8hmhLjn4SGpbmEm62UonTcqPf8tDLS3LI8l3DC+9icPH2pU5c49Si2iaVOTeQMpE4/fu0AUme8R2fQrRaI1BEEQRAEQdiFU/6fytlAKTUHvBv4/NrFm8CXOed+9xB3OT4VdP8Bbz9+/VXn3Nr4lZxzK0qpNeBc7eIXAI/fwmPtNtF0Is9JEE4bxigWmiHzjZBO6qPfihKa1XRPWkW/pfXoN13QjAKSUKOP8Z/hr3nQ8BUv0vzOdcevP2t5fPVg8VOZhfc/53j/cyVLDXjjPZo33q25kJzMP/BKKeLASzKXBKSFpZeXpIWldI52VtLOSgJdkASapJqm6mWWXmahk9MI/c8hCWOU2mfh1jk/IeQqIVSJIioppGxRxb5VFk37iR0Icc737BTOx6+VpaPEUeCw1k8DaeVQ2sfLYWzVc2TRlATaYnAEyss6rZUvp1bVtBI5uC701wNTvxZjjCEwAdp4IRQEXgiFppJCWvl8QjUdMT7CPih99NMT41NK5YSW+NJDfmpqz0mmzN/3YZlo0ueUTBzB6dmW/eRTfwrtVmjf2F/6zOzxu2pimL00KnX6p+P5iReK52JDZBJutnuA5vxMzGY3p5eXtHoFRemYS8LTIwEGvTw9dJmidvqdUSE2SLCBn+YZ/144FWLD5lD0jD05BfyRl0S8aEHzA+/vsp7u/t7/Xz+d85l1y/e+qcGFxmn5Ju1NYBTL4z0/peX8jO/5ycsOlxcSon2mXk81/dflkT6d2tTOQaWOqUWuDXp1JllmULVpw1qPTv0yQRAEQRAE4VCI9LnNKKVmgF8AvrB2cQt4p3Puvx/ybsely4MHvP0DY+c/ts9jvWHssQ4ifcYfa7fbnuRzEoRTh1IwkwTMJIFfbEoLepkdSIvCWtqZv6ywjs1eTitVNEJN4xij32KjeP1ditffpbnRcbz/Ocv7nrOs9A52P9e78J8/ZfmZT1kevqB48z2az7vke19OAqUUSWhIQoN1jqwmgArraGUlrawkMIokMCShjyzrx+0pRU0AmZ33XlUKZ0IcuyxiOCisoygtRZFTFAW2LLBlTll4WaQrMaQH3UG+FEjpAK2qiZtK6ARa+yme+rZU8XLOlRTOx9cZ7QiwhMoRUGI0GCzhyHPI/aHAH3Z4bmjfMUS/Y6h/3L9cG1CyV+6Z47BTSi9+62TXc3aHqaSxSaTdpNF+MWZweiaO4PRMHZ3EdrSu7X+d2SWYv2f7xM7Mku/JOqLXmjioJEArp1eULDRDwlSxlRb08pKitCw2IswJxZWOo8p8ENmmih7bZkiVqaZ4vOjZ3ulkKMMGLmhig2Y1jbo/r1gK+GdfOsP3v6/Dx1d3j3v92ErJd/xim+97U4OHL07Hv579np+tbsFGN6eTlhS2x4WZmLSwPLPaZXkhZua09vyMSJ1sTO4UE0Z5VlLHjEWu6bCa2pnguSu9c+SaSB1BEARBEIRj55R+Uj0bKKUawH8B3lS7uAN8hXPuA7dw1x8ZO/9KpVTTOTdp2/Ab97m/8a/Vpc/rgZ+f5EEq4fXKCR/rJJ+TIJxq+nKi6Ee/pQWB1iwkEbORo1uU9Kren/60SlJFv0XHGP12qan4ow8a/siLNU+sOn79OctvX3Pkk1f/4ICPrjg+ulIyE8Afe4nmrfed7BSJHhNAaW5Ji5JeYf33vCxopT7eLA4NSeAFUD8aTmtoBIZGbEiC7QKoKB2F9fc1cno8iw3jDzqGCND4jhytfb+OVoQGAhwGW4uSK6p4OR8F52xJqC2B6keyRb5vx2gCpXZfF3V2EFPnT1sY3LcdRM35027yCQ6lh9NB2lTxLP3LgqEoQosgEvZHad/9sl//y2G59w/B8sv3lkd79iztEX/Xn1KaZLrGudPTL3QSE0etCeoSwwa8/XuPf1vwHWeXZiM2ejmbvYJmXPX8dHMK67jZSVlMQuLoBN6vbOElT+GneXbv5UlwQbKDxFFe7gQNyqCJCw7fU3OpqfmHb5/hRz/U4xc/s7tI6Pf8/IXPS/iKB6enF2euERAGipVWRpb7np+LsxFRYHhuvcfF2ZhzzdsgLgZSJx/KnfFpnf1QejilU5c6JhpeNsl9jEudQbdOPOG0jyAIgiAIgnAcyCex24RSKgF+DnhL7eIe8Eecc++9lft2zj2vlPp9hkIlwIul/zbhXbxl7Py79rjuu4Fv2eO2e/FmRn8HP+yc23HXzhN+ToJwYHS6SZR3cEqD0mPHZofLhseHjcYKjGKxGbLQCGmnBa2e/yd/NgqYjfxEUCcryEpHr7D0CktoCpqhj347rg4drRQPX1A8fEHTecjxW1ct73vO8eTGweLf2gXMRbd30V8rRSMyNCKDtT5Cr1f4CaC8dORlQQsvU5JKAIFms5ez2slwQGQUgfFRe4V1exf5KAi078YJK7nT78wxevfvhQOMSQirjp0oMARGERlNZLR3J9Z5SVMW1XFf2vQP5fAYVy3m6P33xHX4RUdb7nJsa+etP5SWnUeGxn8AupJCZiiKtk0SSbyccIxoA/Ex9Sj1p5Qmve7LvmysW2mX3qW+bHIHMO5QLQJP8K/BUU/66MBPXdWndRYPmuJ7/CgFi42QKNCstDLCwHBhRrPRzcgKx3o3p2kdc/EkXSUHwJWDXh5dpOB26OUxcSV6YtwO01peADWw4QzWJEe6fZFR/M+vTXjpebNvz8///qEen1ybvp6f5fmEm1sphXVc38o41wyZiQNutlLSomRp9oh7fpytRa1VImdkauegUiesTe2EB5Q6tT6dQbdOPJRDgiAIgiAIwqlEPqndBpRSEfCfgEdrF6fAH3XOveeIHuY/MzpF841MIEiUUg8Br6td1N7ndr8IdIFGdf71SqmHnHNPTLCN3zB2fo9W4MHXT+I5CcKBUViw2aHXURx9AbSbHDI+Hkx5qTAijJRmNjbM9qPfegW93A6mVXJb0klLerkXFRtlFf0WGRqh2VMm3CrNUPHW+wxvvQ+ebTne96zlA89bNidYM5wN4dWXTs+ikNZDAVRaRzcvaacFvaKkmzrWXIZ1fmEwDDSxGRVrRimSKm4vCc1A7gRaEwSKQGmCfRbBjFKEQV/saEKtB8f7LjhpBYSTxakMBFBtamhcDvWnfhRDAbMf/XJoa4GyEk81QdQ/bS3g/LGd4JelHi/XnxwaiZfryyGJlxNOEf0ppUnQBh7+o5Pft3P+72nPqaMxeWTLyf4+tk2WTIAyXuwMenaWh4Kncc5/L6aEZmgIFxJWWikZcG4mZqvnI8A6aUFelCw0IsxhpYZzqKqPRxc91E6vgYNengRn4u29PDrEBjPYsIE1jW29PEeNUuqO7/lZmk9Y7aT0Msta2/f8nGtGbPUK8qLD5YXG5JG0dalTn9a5JakTjQqeSd6Tldk5ck2kjiAIgiAIwtSj3L4ljcJRopQKgP8P+KraxTnwNc65/3KEj/MSfA9O/xN/BrzcOffJfW73bxiVMf/GOfdN+9zmJ4Gvr1304865b9znNi8F/gAfWgR+l++HnHOf3uM2J/acjhOl1CPU4uU+8pGP8Mgjj9yuzTlRNjo5T6126OQFz631iALNC843b/dmHYqgfZWgex2sRdkCsL5fxfljf7ocLLwpZ/117PA6cIiFsz1RAxlUWEUrs3SKoVAqnKJbODq5o3T+uk5pkjCgEUcE5mQWxAvr+IObjvc9Z/m9G27XvYK/5AWaP/XQ/osWaeGIj6lLobSO0llK608X1vrLSkd/H3prHVlpyQpLUfpLlfJTQnHV89OMDIHRBBqM9pKmUV0eBqOLXlpBZAxh4Cd1wtrh1PVGO2qlz7Xpof40kbW1rx9w6mBbvNyYFHLl4e530C+kx+LlxnqIJF5OEHbH2Z2njUa6lArfrTO7BM3zUyV2JsE6WO1kdDL/Xp7mJeu9HKzfSWChmgqaBFVmQ8lTpmzv5QmwJh5Knm0L+sGgl6cMG5NNcRwTNzqWH3hfhyf26PkBOJ8ovvdNDR6Zkp6fPpvdgs2un7aKQ8WFmRitFUYpLi8kNCNTkzp9mVOPYsuridp9OEqpE4xFsPWndia5D0EQBEEQBIGPfvSjvPzlL69f9HLn3Edv1/ZMgkifE0QpZYCfAr6udnEBfJ1zbr8pl8M83v8J1OXGB4C3O+d2rFhXSn0V8DO1izLgpc65z+3zOA8AT8BIO/lXOed+bpfrJ8B7GO0C+pfOuW/b63Gq257IczpORPrcGdIHmxOvP4myt9htUEVj1YWRP1/JImytT8WiqF3HOrw42v113Fro5gXdrKTsd8Y4SEvrC6hrPTKhViRRQBAEI5F0rjZZ1D+91/mDLJRvpo7feN7y689anm2Pfu0HXh9w39z+9/X9v1lgFLz5Hs1rLysaBxRA1lVip/RCaiB2rGNbzc4YRoPRqjpoFI68tBTWd/fUSQJFHAbEgUbrYWxbM9IsNCLONUOacUBwjJNXt5W+qJk0Xm5S9o2Xq8fMHVAQ7RQvt+Mk0Z21mC0IwuRspSXrVZxnUVg2evng9X8uCWjGO0gNW6DKXq2XZ/y1SVdRbQnO7NTLo7FBozrcWi/PcZCVjn/8oR7v3qPnByDQTF3PD0A3zVnfaoMtCCm40NCE2qJtzrlEMT9JNG3//cT0+3T6Mic4mNQJavFr/Si2/tSOSB1BEARBEIQjQaSPsCdKqZ8A/sexi/8q8NOHuLuru4mO2uPdC/w+cK528fuBP1+PX1NKxfhenn/AqLj5Iefc90yyMUqpvwf8ldpFOfCXgR9zzmW1610B/jWjwmcFeIVz7vkJHufEntNxIdLnDpE+FarooapYKmX7wqasBM7elx8Zk4gja+llBZ1eRlbkKBzKlRRlQZYXpPlwe/oxZHFgDjnooEai6SaRRhbNZ7Y0v/684jeuwlID/tbr948he3rL8b2/MYxBiTR8wbLiTfdoXnZOoasn4JyjdI6idBTOUZa2mtzx0mcvtAJjvNgJtI9hMwaM0oP734nCWi+RSgsO9GDSRzEbhzSrmLf6XSSBZiYJmIvDyWNi7jQGEmcHGTRyXBz872gQL1cCdv94uUkZj5frTwqNxMuZQUyjIAh3Fr3CstJOKa1/mdns5vSq99UkNMwnGl2m/lD0vPAeQY318myXINYkuLBJGTRxR9zLcxw45/j5T+V79vz0+fIHQr7z809Rz48rUbaoDrmf6B6czlHOUhaO9W7md55RsJAEJJGXczOR4dxMgjYhBFWPju5P6vQlzwQ7C/SvOxK5JlJHEARBEAThpBHpI+yJUuoov9lvdc796gSP+RZ87079v0cH/DbwJLAAfB5waeym/wXfMTTRilo1xfTzwDvHvnQd+B1gC3igeqz6f3QZ8Khz7tcneZzqsd7CCTyn40Kkz50lfW4JO7kgOkpxlBWWVq8YRNIAlLak28vpFTl+1cqilaURaJqhItBuEFs3kEsMJ4/6lx0FaalYzQIuN+2+4ujffirm3c/sHA1zIXF8wZLj8y7CfDSB2NE1saO92NFKY/ZapFdU19+7nycvLJ2spJuNTlehoRkYmrEXQHWSwPc0zSYB4Z06/XOr1OPl+jKnHi83kDqHiZcrh/F0I/Fyhc91uuV4ubFJocFlQbUYKPFygjBNFM6x2srpFT7atdft0Om0MWVK6DLmkhBdlxo6qkW2bZc4TkfYsDmY5pnW14OP3Cj4gfd3Wevt/T788AXD33xTg4sn0fPTlzpljnJDuUP/MiZ5XdeUKmCt5+hZTalCZhsxszNN0CFJFHJ5Mdn7/Xsgdeqxa7XTInUEQRAEQRBOBSJ9hD25HdKnetwvB36c7RJkN/4f4Judc+19rzn6OLP4KZ4/MeFNrgN/1jn37oM8TvVYJ/KcjgORPiJ9jpQ9xdH4cXU9649tWdDupbTSAluJCOscvdzSyYuReLI40DTC7WJiG/3HqMmgEUl0q+LIQYnDWkdawF/8/fvYKvbeJoXjZbM9vvBCh9ecT0lCg9EGpQN0oNEqQOvdppH8fQdaYcwwks0LHkVwiJKdrCaAypoAUhoaYSWAgjEBFBrmYi+A7tj4t+NmpF+o3KF/qDZBdBCc20EK+b+DW4+Xq08K1eLltk0SSbycINx2ygyX9dhqt2h32oCjKEtavcJHheqA5swsQVxN6oxNejgVVFFtTcowua29PEfNiff8uNLLG1t4qVPJnYNJHYPTgT+YEKf6xyFuIOc9G52crZ5/74hDzYWZyPf8BCGXz8/TTBrDHp361M4k0z6CIAiCIAjCbUekj7Ant0v6VI+9BHw/Xsic2+Vqvwn8fefcf7yVDVNKfS3wPwNfuMtVVoF/D3yfc+7GLTzOiT2no0Skj0if04azJe1eykYnJcvySsCUpHlGN81I0wKFl0ehtsyEiplAoZWPiFPOog4ShbXvBpVYW2LLgrJ0WFtUpy3WVo/nHH+wHvCvP3P+QHfdNJY3Xmzz1kttHpzNRnacHvTzGD/dExiFQWGCfoeLHomtoy6Gdv3a3hMbaW7pZiWdvByIN/DrQI3I0IwMcU0AKaARBczG/nAI5yTsh2NMAo1HzR1RvNxABI33DxVVvNwBULqSQrV4OTU+QSTxcoJwpNgCii7kPSh6I3+33cKy0bOUJqLUCeu5Ji39C3YzDpiL/ftKf4rHhk2c2T/SdJo50p4fWw5i1wbHldzBFgeSOlaHYAIvcwbH4WSvldV1rQ5pF4ZrHUupQkwYs3RujjgMUQruXmxwfma6eosEQRAEQRCEISJ9hFOPUioC3gjcD1wG2sCzwIedc5854sd6ET5m7W5gBrgKfA54f73n5wge58Se01Eg0kekz2mml5esd3NaveG0Q2F9HFw7rfZWxsehzVTiITB6MGmkdjtm++Ve5FSCpygobVn17bg9FZLCd+y867OKX3728AvYL5i1fMk9OV9yT86lhkVXExvKWeBoUyAdekwcKVx/Ub6aLuqVjl4GndJh3XDaSGtNIw5pxgHRmABqRoEvCo9EAN0W6jFvO8bM1aaJDiJGHUA5jKfbNklUTQ0dZ7ycklghQRjBlVCkXvDk3ervuobSfpIjaECYkKuAm62UvJqa3eoVbBUhRdAgiGdYnJvDBGfrhftAPT8v0nzXKx2xGu3WUTZnstdT44WMCm5d6pgIpyOcDnFmeDw+ZZkWJVc3euSlQylYnkuYTfzU0vnZiLsXEpSId0EQBEEQhKlDpI8gCPsi0kekzzSQl5bNbs5mL6es1pStc3Sykq1ePhL91ogMs3GwY/RbaR2FtRTWURSWwjmK0lGUFjv+9uMcihLtLBpLoCyhcoTaEmpHUJ0OFOhKHl3dyvnAMxm/8VzORnq452oUvO7ugC99Uchr767Fpzk3jMujFkk3iKIrh9dx1XWsvXVx5CAtS3qZJS1KBm/TlQCKI98VEARmRBw145CZOKIZR2jTjwIbyiaZ8rjN1OPlBuKm3j9UDKXOQXB98WQZjZcbk0VlyYHEk1JjMmgsXq7+NYmXE+5EnPOCZ3AY319JVZKnEj1BvK2Xx5qYlSxgs4ywQYNuZlnpZmBBa8WFmYg4PHt/Px+5lvEDH+ixts/79iOLOX/71RtcTHaS2wHOBJXUqcevBQeSOtZE/nY6GhE6ToeHem0rrePaZm/Qm3iuGXJhNgagGRtecL5JKHtpCIIgCIIgTBUifQRB2BeRPiJ9pgnrHFu9go1uTlYMF116ecFWr6CXWyxe5BgFUWCIAkVp/YTQfilVxlDryNGERmG0IjQaNb56VkNpiIwiMobAKLRSfOz5DX7t4zf44GfXKLYZpclYjBWPvjDkSx8IeeHCEUw6OGq9SkNZpPqyiP7ExmjvkZdNDucKsqKkl9uqHHx414FRJIEhDjRBbW9xHwHno+EagRld91I1CdRfxB+5bOz8bl8Tjo9+vNxAAo1PEtUuO3C8nB3efiCKCkZj5m4lXq4+PdQXRcGYIBLxKJxSnAOb+ymevAdlCuP/J5kIwgSC6jD++2wiCBsQzUDYrPq3YL2Tc7OV4oC8sKy0s8HOE4vNcDANcsdg+9M5/Qmd0Sg2cNzoaf7mhxf42MbesXbnY8f3v7bkkYtVv84BpM5wOmcnqRMd2+uRc47VdsZax0fZNSPD8kIyiI69/0KTZnSH/cwFQRAEQRDuYET6CIKwLyJ9RPpMI9Y5Nrs5K+2MjW5OUVqK0tEtfEl1Lx9OpGilSEJdRY4ptIbA9MWOIqxJHr3HgotSEBovgCLjxUZUnQ/2KD/e6Ob82ieu80sfu8ZnVzqHfs4vXZrhq16xxFseXBxO/LgSVU1Q+OPdLz8yKnGELellBd0sI82qWK9KFMXakoSKRqAJlBuII42jGUIz1CTjAuiw9CdAan1Gw4mimhjaTyoJt451Y/1DtUN/uuco4uVsNTU0Ei9Xu/wgDH4vdhJEEi8nnDA2H3by5L3tv8/aDOLaCJPtv5faeLkTzkDUhD16ebp5ydXNHkXpcA5W2xndahqkERnOz0TT40Tt9si14elJX28CegT87x9r8gtP7S1AAg3f+XkJXznW87NT5JqXO+GxSp1J2erlXN9Kcc5/nrm8kBBX78X3LDY4Jz0/giAIgiAIU8E0Sh/ZxUgQBEEA/J6peenIS0teWrJK7GSFHZmcaYaGlnXkZYlGMZ+EzCcBWenICr+AFRiNw5FEhvkkJA52XsBVyk+shFoTBV7ohIEm1PrQ8ScLjZA/8qp7+MOvvJtP32jz2OPX+LVP3KCVHiw26xPX2zy5lvNF4cyhtgM7uSDaUxwpBgvkSRCRNJtYC92soJv7KaAcaDkghzBQzEQBjchgtKIHrDowOGYjxVyoaQQKKAcTRoNDfXHfOX8eO1zkh2GcGKV/wMMg4uho0AoI91xoHrAtXq4f+1aPl6suVwAGdvm7HaH/+1BWvxMjk0S1mLl+vFwVl7jv7862eLndeoiC276wK0wRrhxKnqK3cy9PmICpJM/435bSfpInnKmOk4kfuhEa7jvX5OpGj25ecmE2otUrWO/mdLOSa2WPizMxQXAKfp9HhM72aZ1JcKqazNEB6NBLGR1Wl4Wg/EvN//R6x4OXcv7pHj0/hYX/40M9Pr7V4NvedB9BFJ8KqbMfc0lIaPSg5+eZ9a7v+YkDnlnr0s1L7pKeH0EQBEEQBOEYEOkjCIJwhnDOUdi+2PFCpy958n1alfuRanNJxKX5mEApemVJOy0HaVDOObp5yVavICssvczSy1KaseFcM2KxGRAFxssds3+M262glOLBpVkeXJrlm974In7rMys89vg1PvzU+sQzD49eWTr8BmiDwy+aH3qmdhD1NiaJnCW2JbErsWVJJ83o9DKyPKd0Jb2eRXVzksDRDH3UG0qxkcJGagm0Yjb2kUKNHbqYdmUgiSphdLvFEWqHSLqduox2k0pnaJpEa9ARsM+e5SPxckVt2qceL1eTRkp58aIn+Ei5a7xcvX+oP0nU7yqaYGpuv3i5we+IxMudOSbq5UkgrHp5TLStl4eg4ad4wqY/rQ//OxRoxT2LDVbaGWudjNkkIAwUKy0f93Ztq8f5mYhGdIyvTc5PCKo9pnUmupuB1AmhOh6XOnujBlM5X/7ykPuWS37wV66y1t398d/98TU+s17w19/5EBdmp+NvOQkN950fyr6rGz3OzYRcmIlZaWX08pIXnG8SSM+PIAiCIAiCcIRIvJsgnDAS7ybxbidBUU3qjEzuFBOInSpSLTLGS5lAV+c1Zo9ItXZa0M4K8tIOJnWsc3SygjS39Fd/jFYsNEIWGiHmFhbOboUbWym//PHrvOfxazy/0dv1elcuz/EjX/uqE9yyW6coLa20oJX6viUAnEVT0ggUs7FiNlSYqjtI2ZLQWOZjw3ykSQI3Ft3VX3Q/ws8K45KoPwlidzhPWUWY1ePF7NFuz45dRgcQR0qfXZHQj5cb9A+NRcz1pc6RxMuNy6JbiJfTQe1nutMkkcTLTS3OQZkN49oO1csTj/XyHM9i/FZacH2zh3VQWsdKOyXL/bbOJQELjUnEyQ6MSJ2dp3UmupuqO8dVUtdHqQUDsXMQqTN6HA0E0fj3fqWV8kPveoKPX9va857PNUP++juvcOWu+Ymey2nAOcfNlo/IBZiJDUvzvucnDBT3n585XtknCIIgCIIgHJppjHc7FdJHKXWE5QcHwjnnZNpJOFFE+oj0OSpKu31SJ6tO7/XS3o9Ui/rTNoEZiJ29unKgul2giQNdHRt/2mi0VvTy0u/B3M4G21Bay0Y3Z6ObU9bWZ+eSgMXm7tFvx41zjo8+t8ljj1/jfZ+6SVqMLh7/hbc+yJc+cnnf+/mJD3yWrbTg0StLvGx57tTEtOQ1AZTmw+emlI8ZmksCZuJgpFcpDvVAyiX1CaBxEVSf6Nm2IL/L5QddnN8L6xidMjoF4mjSSLpdpdLp+L05NuoTQiPH/f6hWrzcQRiPl+uLovHfyYP+zJUanRCSeLnTS5kPJ3l26uUxwVDwhI3t0ZA68HKnL3nMyf1rkJWWqxu9wfvPeiej1fN/A3GguTAbb3dOfalT5qi+3BmcPojUCXEm8FLHhNX5cDDBM7nU6ffphDgdV8c7S51JyEvLP/+1T/NLH7u25/UCrfiWL3qAd778rgM/xu1ks+t7fsDHsV6eH/b83HuuwWJTen4EQRAEQRBOGyJ9DrsRSh3hStCBcM452aVKOFFE+oj0OQilHZvUsY68Ej12P7Gj+x05ldAxuhI9e4sdo4diJ67ETlRJnkmnc4rSstbJWWmn5IXfUIcb9BfUJUQjNCw0Q2Yic9uESScreP+nbvJLj1/n8ec3iQLN//1Nr6UZ7b34lxWW//Hf/Bbt1C/S3XeuwaNXlnnry5ZOVUFzXlpavYKt1Mfu9VEKZqKA2TigGZsRAZSEmoWmF0BHIub6UW+TCKJTI47qsmgHqXSU2yPiyLNjvNxusuiA3/9BvFxR+3kWQynkavFyB2FbvFxQuywYiiLO8FTYUTLo5en643FRqPWo5BmPHhz08sxC1IAgPrlt3wFr4Xqrx1bPy5pur2C13UGXBUaVXGxApKyXOpXcmYSh1AmhOh5InYnElqqETl/qRIOJHWsi0BN0iR0S5xzv/uhVfuy9T450Cu7Elz68zLd+8YsP3QN4O+jlJc9v9CitQ2m4PJ8wU33euDgXcXleen4EQRAEQRBOEyJ9DrsRXvo4DhdicBj6jyXSRzhxRPqI9BnHOj+xU9QmdbLSUpR2ZDJmJwIDoTEDsTNpV47WjAid/uROXw4dFc45NrsFN9spnXS4MNcrCjY6fgql/zYUaMVCM2Q+uX3RbwDPrnV58maLN7/k0r7Xfe8nbvD3/tvHt12uFXzB/ed59MoSX/DC86dqMSorLFu9nFZajMT9KQWzccBsEtCMzMjvTyMygwmgKLiNz+Ug4mivaaQj2x62P1ZdEFGXCbdTHKmxLqN9pNK0MBIvVxdEO/QPHTRebsdYuSOOlxv8HCRebk+chSLdvZdH6SqSrR/ZNi7cVSV5GhDOVNM+J7b123EObO5/b21WHedstrqstzrgCorCstHLKcph3FszHhU1dYnjpU6EMwFWT9ixhd4hci3CGi92jlPqTMrHnt/kh971OOudvbvfXrY8V/X83F6BdxCK0nJ1szeIYj0/E3J+xm//bBJw37mG9PwIgiAIgiCcEkT6HHYjlPpVjjRnZXKcc2+9HY8rnF1E+pxN6WOdG0Sw9Sd1+p075T57sRoNUTA6qRNWMWt7iR2ldhE7wf7TPsdBNyu52UrZ6OYD0VNYy0YnZ6OXD3auV6qKfmtEt1cwTMD3/uxH+PDT63teZ6ER8paXXuIdDy9z/4WZk9mwCenlJe20YKtXjOxNrTTMRjsLoGY8FECnSWZNjHMHmy46c+JITdZlNG3iqD4hZMsdzk9bvJwZThLdaRMBzvkunrySPGXGtszSIIKgmtLZrZcnavpDcHy9PLtuv8197Fxf7vRP2+r0LvQKy0orpXSKUgVs9BydUmF1SBzHLM7O+Pi5A0mdYeSarU3rnAapMwkH6fn5a++8wsNT1vNzo5Wy2fXTW7NxwNJ8jFb+M979F5qjUauCIAiCIAjCbUGkjyAI+yLS586VPs45L3UGQseSF/78fvEkuhI7oa7i2LSf3gmNHoncGkcptnXs9Cd2TqswyUvLWjtjpZ0N9mK2zrGVFmx0MrJi+L1qRobFZrhvzNrt4PpWjz//Ex860B4LDy7N8o4ry3zRSy4xm5yu59TLS7Z6fvqqLiK19nsdz8YBzXB0m2diw2IzYj4Jzt4eyXZcDN1GcQSjImhEFtUlUq3XqD81RV8iHeH23Io4qguk24GjFh9Xmx4adA7ZI4yXG5NCrjzc/daF20i83JgoOs3xcv1enrzrp3q29fKEVVxbNc2zYy/PzFD0TCRFDomzlcQphnKnrJ2epFNHaS9dTFAdh36bTUSB4WqroJv7v8mtXsFGNwfne/UuzsYERuGlzlDi+Cmd4eTOsX4PTpi8tPyLX/s0/23Cnp8ve+TyVMWjbXRzblQ9P1GguLyQEBnf83PfuSYLzekQdIIgCIIgCHcqIn0EQdgXkT7TLX2ccxRVz05W2IHk6U/x7IXSeBljNIGp4tgCRWgMZh+xE5rRSZ16HNs0LWzUcc6x0c252UrpZsMFvk5esNHJBz05AKFRLDYj5pJgTwl2kvz0bz/NT/7G5w5129AoXv/ABR69sswr7128rXF2O9HNSrbSnHZajEQMmkoAzSUBSTBcUOxHwy00QuYbtzeeb6oYiQnbLT5sn8uPclD6lsXRAadZ9mPiLqPdpNIxi6P+z+PE4+XGJsMOwkTxcub4p7VsUUmeappn116eKpZt/GepTNXHU4mebZFut0Bd6tSndQZRbIeUOv3pGhPu+7vpHKx0SlZ7Dqcjuk5zrWXJCcFEXFicY7aRHNETng4O0vPzJQ8v821T3POjNSzXen4uzcUsz8dT+3lPEARBEARh2hHpIwjCvoj0mQ7pUxc5/dN9ybMXfvJGEWrju3WCKorNaMw+8TL9Xp44NNWxlzpxML1iZ1LaacFKK2OzN4x+y8qSzW7ORq8YrGtqBfOnJFosLy3//TOr/NLj1/jwU2vsswa1KxdnY97+0BJvv7LEXQuNo93IW8Q5RzcvaVUTQPXnGBiYi0Nmk4A4GC5g1uP55pIALQLoeDl14sgxKov6gmKH85RVL09NJB00Bm0/blUc9TuRbpVJ4uVscfCJK+dqYskO4+UG3VZHEC+ng+GkkB4TRMpM9v1xdtjJk/e2R5wpXUW19SPbdurlaXrRE85U0z6TP51t2zIic8ai2A4ldaKxqZ0JhKMy/nZBVN2+dghi0IaNbs4zax2s9XGoVzd79KqdJM41Q87PRHf854Nx7vSen+c3e6S5RSk4PxNxrun/FuaSgPvON2WnCkEQBEEQhNuASB9BEPZFpM/pkT5FuX1Spx/LttdLo1IMJ3WMIgzMQOwE+4idoOriqcexxdXEjiyOQ1ZYVtsZq+1sEDFmnWOzl7PRyUek20zVLXMaot9WWim//PHrPPaxazy30Tv0/bz87nne8fAyb3jxxVOX4++co5OVbKUF7bQY+RsJA8Vs7CPgxgVQf/pnPgnO3OLk1NCf2LmVqLqj7BU6jeJo0i6jXaXShL/79Xi5vsypx8sNpM5h4uXKYTzdscTLmdokUXVZWUDRhSIbv1HVy5MMD+PfIhNDNFPr5Zn0ezgmdcpsNIptkt4mVcXkGR+5NhrBdgCpE8TVlE/kn0//dCV1JqGXlzy92qGXWxzOd+N1vJhqhIbLC8mZEwF3fM/PVspmz/+M55KAS3PS8yMIgiAIgnA7EekjCMK+iPQ5WelT2rFJHevIC39+r8kMpXw2fFhFsPlINl2Jnr3FjtFDsRPXe3YCfeYWZg6LtY71bs5KK6WXDxcg21nBeienmw0X7aJAs9jwEye3O/rNOcfjV7d47GPXeN+nbg46GQ5KIzS86SUXeceVZa6cwsUq6xydtKSVFrSzUQEUBWrQARSZ4cKU1jCfhCw0Q+ZiEUB3HKdNHPUj0kYi6foRdfXounL0cjd22VFxHOJo0C/UF0Pj/UO1CaKDsC1erqh9D8enxg7wPTLRsJMnSLY/HxP6aZ6w6WXPblJk8Lz6fTpjUWwHkTpBFbk21qvDPjtwAMPrmrASOtXpoDp9hPGC1jqeXe8Oplu2ejnXt1Kc859VLi8kZ04EnKWenzhUXJ5v+J5HDfeea7LQkJ4fQRAEQRCEk0KkjyAI+yLS5+ilT1/sFLVJnay0FKUd6SPZicBAaMxA7IT96R2jUXtkx2jNiNCpT+6I2DlaWmnBza2Urd5w4TItSjZ6OVvdoXAwfanQCAlOQY5/Nyt5/6dv8tjj1/joc5uHuo9X3LPAD371K454y46W0jo6WcFWr6CTjS62xqFiNg6ZjYMRWWq0Yr4RsNiMmInMVC3ECceIcweTRLtdfmTbwykTR2rCLqOx82hQbvT7u1vU3K3Ey+0UH6i07+QJE79NI8/H+CmevuQx1SJ2f3v6EzrjUWyTSh1Ti1/TVfxav1fnQFKnHrtWO33cnVE7cLOVcnWjh3P+ffDqZo+88G+Cl+biMykC3vWR5+/Ynp9uVnJ1s0tp/a/s5YWEZuinm5fnY5bmz1avkyAIgiAIwu1CpI8gCPsi0udw0sc6N+zYKYZiJy/dIAZsN4z20yD1SZ2wilnbS+wotZvY0adCKpw10qJkpZWx1sn8eitQOud7f7oZRW0dcDYJWGyEp2bP5+fWu7zniev88hPXuNkajznane9+9CW87aHlY9yyo6W0zk//pNsFUBLpQQRcPQYxMIqFqqdpJr79UX3CHYAdF0OnVByNSKTaJE1/ago7lChHxX7iyCkfs+bsUBIpV0kuW0XvWS9gDhyhV/Xy9CPPlKkmk8ai2CYRZdrUOnWi4ekDS52xyLV6FNsk93EbaKcFT612KEpH6Rw3NlNa6fYosLPEx57f5Iff9Thrd2DPT15arm70SAvf83NhNmKx4Xt+5hsB956Tnh9BEARBEITjRqTPCaOUugt4A3AFOAcsAAf5D8055/7ccWybIOyGSJ/dpY9zbtCx05/YyYtqimcfsaMrsRPqKo5N++md0Og9Fz+UYtukTv/8NO0NepYorWOtk7HSysgKvzjocLR7Jeu9bFByDRCHVfTbKYkTK63j955e57EnrvGbT66MdBSN0wgNP/lNrz014uqg9AVQq1eMxNwpBUmomU1CZiODqS2shoEXQIuNiEY0nc9buEPYSxztKI/Go89KjrRXqD5BNDJldBvFkVNAJYZw1dN1o9uEGsam9SXPgaROLX4tqE3tTLLIrcPtkWv1KLZTKnUmIS8tT692aKf+57rW8V14zvnPNHctJGfuM8ykPT+LzZC/9mUP8cjdCye0ZbeOdY7rWymtWs/P0nyMQhGH/rP0tH5WEARBEARBmAZE+pwQSqkvAf4a8MW3cjd46SOfkIUTRaTPUPoYDbNxOOjc2WsBHPwaUzSY1vFCpz/BY/YRO6EZndTpC57QqFMhA4TDsdnLWWllg4UQ8BNB652cVlqPflMsNkLmG+Gp2SN2q5fz3k/c4LHHr/OpG61tX/+Sh5f5rre9ZN/7+dDnVrm20eOLXnqJueR0RvsUpaWVFmylBWmto0kpL7dmk4CZOBj5O44CzWLTTwDJYpYwlewkgnYTRKdVHLnx2xzR9mgzjFzry5361M5BpE4QbY9hm3KpMwnOOa5u9ri55adHO3nBtY2ejwJTsDyfnLnpyUl7foxWfMubH+CdL5+unp/1TjaYFo5DL/cC7Xt+7jvfZP6UfgYQBEEQBEGYdkT6HDNKKQP8I+A7+xdVx652un9+5KZj5/vXF+kjnDgifYbSZyf85I0iKvzt3wABAABJREFUrE3q+PN6ZCJgJ8JA7RjFFhk9Vf/UCwenl5fcbKWsd/KB6CmsraLf8kG3k1IwFwcsNEPi4PS8/H/mZpvHHr/Gr378OpuVwPp7f+yVPHTX/L63/Z7//Af8wbMbBFrxhQ9c4B1XlnnVfYunRm6Nk5eWVq+glRakxagAakaGuTikGZuRCb3+xNa8CCDhrHFYcVSfRjrKXiHrGJVF/cfa4TwlftInqqLUDiF1xiPXBqfvfKkzKRvdnGfWOljr3/eubvYGE6/nmiHnZ6Iz9xlo0p6fdzy8zLdPWc9PJyu4tunlnql6fhr9np+FmKU56fkRBEEQBEE4akT6HDNKqX8AfHd1di/Rs5Pk2elrIn2EE0ekT4duXnBjK/VCx2iCoOrYMXqk62MnAqN2jGKLjEaf0kVu4eQoSstqFXPTL7d2OFq9gvVuRpoP3w4aoWGhGTITmVOzIJaXlg9+dpUPP7XOd7zlxftu19WNHt/8f39o2+UXZyPe9tAyb39oibsXG8e1ubdMVlQTQL18ZNJPKZiJgmoCyIx0bzUizXwVARcF07NQJwi3jX7U2610HB2lOOozmMqpRa7Vo9hOyevyNNDLS55a7ZDmFofjZitlo+N3IGhGhuX55NTuCHBc3Ok9P89v9Miqnp+LsxELVc/PQiPk3nMN+UwsCIIgCIJwhIj0OUaUUm8C3stQ4JTAvwD+Y3X+V6pjBzwAzAN34zt//gzwouprN4BvAX4PwDn3uRPYfEEYcJalTy8v+eS17TFW4xjtM8qjKpKtLnfkn1hhEpxzbHYLbrZTOumwy6KbF2x0CtrZMPotNIr5Rsh8cnqi3ybl3/7W5/j3H3x6z+s8cvc8j15Z5o0vvniqe3LSohxMAI0IIA2zlQBqRuMCyAwi4KZpT21BmDoOK46UGo1cq0exidQ5Uqx1PLveZb2SHFu9nOtbKc5BoBWXF5IzNyl5x/f8bKa00qrnpxGwNOd7fpJQ84ILzVM10SwIgiAIgjDNiPQ5RpRSPwd8ZXU2Bb7SOfee6mv3A5+pvrZtekcppYHvAn4YiIAW8OXOufefxLYLQp2zLH0Arm32WGllOBxxYHbs2Zm2hXfhdNPNfPTbRncY/ZaXVfRbL/cpRPj1x/nEC4RpmCAprePP/+SHuNlKJ7p+Emre9OBFHr2yzMN3zZ+a6aad6OUlrbSg1StG4nm0hpk4YC4JaIajXRUzsWGh4X9+gQggQRDOKDdbKVc3ejjnZfrVjd5ApF+ai1lonK3el7y0/Mtf+zS/eIf2/Ky1M1bavucniTSX533Pj9GK+843Tm3XnyAIgiAIwjQh0ueYUEo1gA2gL3N+0Dn3N2tf31P61K73TuBngQC4CTzinLtxbBsuCDtw1qWPINwu8tKy2s5YaWWUlUiwzrGVFmx0MrJi+H7YrCZImtHpLcH+8FNrfO/PHe4zxt0LCY9eWeZtDy2d+kibblYJoHTYzQS+y2A2CZiNg0GfAVTRcHEw6AASiSwIwlmjnRY8tdqhKB2lc1zf7NGupl7nkoBLc/FIb9pZ4N0fucq/fO+nJ+r5+bYvevFU7PzRp5MVXN3oYZ1/b7xrMSEJ/Pvi5YWES3On+31eEARBEAThtCPS55hQSn0xw/i2ArjPOXet9vWJpE913R8G/io+6u0fO+f+p2PZaEHYBZE+gnB7cc6x3slZaad0s6FF6OQF6+2cTjaMgwuNYrEZMZcEp26B7GYr5d0fvcp7Hr8+8bTPOFrBq+87xzseXuZ1Lzp/qiPSnHN0cx8B186KEQEUGJiNA+aScCTORim/wLlQxfdJPKQgCGeFvLQ8tdoZRJyudlLW2n7iNQ40lxeSU/2afxw8/vwmPzRBz89Ll2f5nndeOfU7RdQZ7/m5NBczX035LDZD7lmUnh9BEARBEITDItLnmFBKfSPwf+JFzUedc68c+/qI9AEi51zJDiilzgPXAI3v97nbueNopxWEnRHpIwinh3ZasNLK2OgOF4CysmSjm7PZKwbd5VrBfON0dseU1vH7z6zz2OPX+Y0nb4704RyEuTjgi192iUevLPPiS7NHvJVHi3OOTjUB1E4L6jtuh0YxG/sOoHEB1I/vm0sCWfwSBOGOxznH1c0eN7d8/FcnryZCrH9fW55PmIlP70TrcXAn9/yU1nF9azjVNd8MuDTre34akeYF52emaoJJEARBEAThtCDS55hQSv1l4O/jhc7POue+Zuzr9wJPVWcdMOec6+xxf78BvK667hdJt49wkoj0EYTTR1ZU0W/tdNDxUzrHVi9no5OPiJTZ2E+ONKLTV5Dc6hW895M3eOzxa3zyeuvQ9/PAxRnefmWZt7z0EvOnvP/B9gVQNQFU/1gTBUMBFJlRAbTQCFlohszFwVT1NwiCIByUjU7O02sdnIPC+omQNPdvdueaIednojP1OniQnp9vfvMDfPmU9fystjNWq56fRtXzY6qenxdcaDJ7xkSfIAiCIAjCrSLS55hQSn0P8HfwkubfOuf+7NjXF4C16qwDXuice3qP+/sPwNdW1/1659xPHcuGC8IOiPQRhNOLtY61ji9F7i+IAbSzgvVOTrcW/RYHejA1choXgz630uaxx6/xKx+/MTLJdBAWmyE//g2vnZpeHOscnbRkK80Hezr3iUPFTBwwF49Oa2ldCaBGyKwIIEEQ7lB6eclTqx3S3OJw3GilbHYKwPfYLc8nU/Naf1RM3PNzZZlv++Lp6vlppwXXNn3PT2DgroUGcWBQyvf8XJyi6DpBEARBEITbzTRKn2nZzac+f9/c4evjuzPfC+wqffC9QH0uH3ajBEEQhDsLrRUXZmMuzMZs9XJWWhlbvYKZKGAmCkiLkvVuTqtXkBaW61spK+10EBsWnKLot/svzPDn3vQAf/b1L+SDn1vjPY9f44OfXWWfta0R3vDii1O1CKiVYjbxkz2ldbTTglZa0MlK0tyR5jmrrZw41MwlAbNxQIBmrZ2z1s4xWrHQDFlshGcu8kgQhDubJDQ8eGmWZ9a6bHRzlmYTGkHO9a2UTlby9GqHywsJSXj6pliPiy97+WXuv9Dct+fnlx6/xudW21PV8zMTB9x7rsnzG13y0vHMWpeluZi5JOT59R7drJSeH0EQBEEQhDuY07M6tTfP106fH/9i1d/zVO2iz9/n/h6onT47/9kIgiAIEzOXhLzw4gwvvTzLhdkIpSAODMtzCS+80OT8bEhgoLSw1sn57EqHq5s9evmOlXK3jcBoXv/ABf7GVzzMj3/Da/nGN7yQ+841JrrtO64sH/PWHR9GK+YbIXcvNnjRxRkuzcU0qsXMNLfc3Mr47M0Oz6532OhmlNZSWsdqK+PJG20ef36T5ze6dLJin0cSBEGYDnQV73XXYoJS/n3u3nMNQqMorBsIobPElbvm+Udf92oeujy35/U+ca3F//QffpePPrdxQlt260SB5t5zTZqRwTm4tplys9XD4Vjv5Dx5s01eSrWtIAiCIAjCnci0xLu9Avg9fBzbNefc3Ttc5+eBr6iu80vOuS/b5b7uBT7DUHj9Oefcjx/HdgvCTki8myBMJ2U/+q2VkRV+kcThaPdK1nsZvWy4cJKEmsVGxExsTmVcmHOOT1xr8djj13jvJ2/QybaLqhdeaPKjf/I1+27/9a0e1zZTXn73/Kl8ruMUpaVVTQD1ahF+Svk94eeSgJk4wNSeS1RF+S02wzO1F7wgCHcu7bTgqdUORekoneP6Zm8QizmfBFyci9FT8Jp+VOSl5V++90l+8aNX97zetPb8rLTSwTRTIzJcno8xWhMYxQvON2W6VRAEQRAEYQ+mMd5tWqRPgO/smcFLnbudc9fGrvMXgB+tzlrgS51z7xm7jgJ+BvjD1UUOeJVz7iMIwgkh0kcQphvnHJu9gpVWOtIbkxYl652cVlrQf2sNtGKhETLfCE9tTFovL/nNJ1d47PFr/N4zwz2Y//ybXsRXvfqefW//4x/4LP/xd57h8nzCo1eWeNtDy1yam474m7wvgKq4vj5KQaMmgOoLn3GoBx1AIoAEQZhm8tLy1GqHTvVettpJWWvnOOd76y4vJCMdaGeBSXt+Hr2yxLd/8YNT1fPT6hVc2+rhHIRGcXkhGfT83L3Y4PxMdLs3URAEQRAE4VQi0ucYUUr9IvAOvKjZNp2jlFoGPgeEgAK6wN8F/iuwATwE/BXgzf2bAJ9wzj10EtsvCH1E+gjCnUMvL7nZSlnv5APRU1jLRjdns5vTT01RCubigIVmSBycXlFwbbPHLz9xnV/9+HV+5GtfxUIj3PP6pXV844//95EuBAW8+r5FHr2yzBc+cGFqFsTy0rLV8xNA2ZgAmol8/08zNiMCKAk1C00vgE7zz1UQBGE3nHNc3exxcysDoJMXXN3oYS1oBcvzyZmbAnni+U1+6F1PsNrJ9rzeS5dn+evvvMLFKen5Ab+DytWNHnnpUAqW5xJmE//zPT8bcfdCMlUTTIIgCIIgCCeBSJ9jpDbJ44B3Oee+cofr/Ahe7Dj8utNOT67/KdYBf8Y59/8czxYLws6I9BGEO4+itKxW0W9F6d96HI6tXsFGNyPNh29HjdCw2AxP9SKac26iRZ8PfnaVH/gvH9v16zOx4YtfusSjDy3x4NLs1CwkpUVJqxJAeTn82SkNs1HAbBLQjAyK4fNpRGYwATQtoksQBKHPRifn6bUOznkJfnWzR1pFYJ5rhlyYIrFxFKy0Un743U/wxNWtPa+32Aj5a+98iEfuXjihLbt1Suu4ttkbRLvWf77N2PCC880zN+ElCIIgCIKwFyJ9jhGl1GXgE3hpUwKvdM49NXadBvCLwJsYCp/6ClP9sh9zzn3bsW60IOyASB9BuHNxzrHZLbjRSunWenK6ecFGp6CdDaPfQuOj3+aS0xv9th8/+AuP8xtPrkx03RdeaPL2K8u89WVL+04QnSZ6eUk7LdjqFSNxP0rDbFxNAI0JoGZsWKxi/WThTBCEaaGXlzy12iHNLQ7HjVbKZqcAoBkZlueTqX2/Ogx3cs+Pc47VdjaY1G1GhuWFBKMUgVHcf6FJMzq9O6cIgiAIgiCcJCJ9TgFKqRngR4BvBXZaadkC/o5z7u+d6IYJQoVIH0E4G3SygpVWxkZ3GP2Wl5bNbs56L8fVot/mk5DF5nQJgo1uzjf8m/++b+/BOEYrXvvC8zx6ZYnPv//8VC0g9vJyEAFX1p631jCbBMzFAY1wdJFsNgl8r1MSEEzRz1cQhLNJaR3PrnXZ6HoZsNnLubGV4pzvqbu8kJy5PrM7uednq5dzvfr5jvf83LPY4Jz0/AiCIAiCIIj0OU1Uk0FfCbwEWATWgN/DR8Ot374tE846In0E4WyRl5bVto9+64sC6xxbvZz1bk5eDN+Hm5GPfpuGvWuf3+jyf73/M3zws2sjAuQgnGuGvPVlSzx6ZZn7zjePeAuPD+cc3byklRa002LQ3QRg+gIoCUiC4c9RKT8ZtFBNAE2T7BIE4exxYyvl2mYP50Z7YAAuzcVTNbF5FNzJPT+93P98C+tQuur5qSJoL8xG3CU9P4IgCIIgnHFE+giCsC8ifQThbGKtY6Obs9JO6WZDS9DOCjY6+SBbHyAKdBX9FqBP+ULLeifjVz9+g196/BpPrXYOfT8vW57j0SvLvPklF09139E4fQG01fMCqO6/QqN8BFwSEAfDPeOVgrkkYLER+Z+xCCBBEE4h7bTgqdUORekonePaxrAHZj4JuDgXn/r3qKNktZ3xw+96nMfv0J6fqxs9unnV8zMTcmHGi6uZqudHplUFQRAEQTiriPQRBGFfRPoIgtBOC262Uja7xeCyrCzZ6OZsdoe9P0b76Ldp6IZxzvHJ6y0ee/wa7/3EDdo1iXUQokDzhhdf4B1Xlnn5PQtTtaDonKOTlWxVE0D1j1hhoAYdQOMCqD/9M58Esje1IAiniry0PLXaoZP61/TVTspqy0e/xYHm8kJy6t+fjpK8tPzYe5/k3ZP0/LzpRXz5K+6amtd15xw3q1ha8LJnad73/ISB4v7zMzSisxXtJwiCIAiCACJ9BEGYAJE+giD0yQrLSjtltZ1hq+Gfsop+2+jkgygdGEaDTcOCS1qU/OaTqzz2+DV+7+l1DvtJY3k+5n//utcwm0zP5E8f6xydtIqAy0YFUBQoZhMvgCIz/HlqPex3mo1FAAmCcDpwzvH8Ro+Vlo82a2cF1zZ7WOt3TlieT6YilvQo+cWPXuVf/Nqd2fOz2fU9P+B3WLg8P+z5ufdcg8Wm9PwIgiAIgnC2EOkjCMK+iPQRBGEcax1rnYyVdkaaD6PfWmnBRjcbiYOLa9Fv0yAFrm/1+OUnrvPY49e4tpke6LYPLs3yj77u1cezYSdIaR2drGCrV4zE+AHEoR5MANX3ljdasdAMWWiEzERmKn7WgiDc2ax3Mp5Z6+Kcn3i5utkbvGedn4k4P3O2ZMCkPT8vWZrle758unt+Ls8nzFRi7+JcxOV56fkRBEEQBOHsINJHEIR9EekjCMJebPVyVloZW71h9FtalKx3c1q9evSb8rFgSTAVOfvWOT767Aa/9Pg13v/pFbLC7nubb//iF/Plr7jrBLbu5Cit89M/6XYBlESauThgJg4I9PBnGhj/s15ohFPVdyQIwp1HLy95arVDmlscjhutlM2Of79qRobl+QRzhnrK7uSen6ISe72B2As5X/X8zCYB951rTMXnD0EQBEEQhFtFpM8Jo5SKgVcAS8ACEB70PpxzP3nU2yUIeyHSRxCESejlJSvtjLV2NhA9pbVsVNFvZc2ZzCU++i0JT3/0G0AnK/j1T97kscev8cQuC2WhUfzkN75u32i3vLS00oJzUxg30xdAW718sKgGvucnCTWzSchsZDA1ARQGXgAtNqKpiPoTBOHOo7SOZ9Y6g166zV7Oja0U5/xr9/J8MjXvR0fBnd7zc6PWQTgbByzNx2iliALN/ReaZ+pnLQiCIAjC2USkzwmhlPofgG8BvhC4pV1enXPyKVU4UUT6CIJwEErrWG1nrLRT8sK/Zzsc7V7JWnc0Di4JNYuNiJl4euLAnl7r8J7Hr/HLT1xnrZMPLv+il1zif/nSl+17+w98+iY/8osf5wvuP8c7Hl7m819wbir3PO7Lq1ZajPxMlYJGaJhN/ASQqf1co0CzWEXAyaKbIAgnzY2tlKsbPcBPpF7d6JGXDqXg0mzMfOPA++NNNXdyz89G14s98L10lxcSIuN7fu4712ShebZ+1oIgCIIgnC1E+hwzSql7gH8PvL5/0SHvylW3dSJ9hJNGpI8gCIfBOcdmr2ClldJOh7FgvaJgo+NlQf8tPehHvzXCqYnZKa3jtz+3xmOPX+ODn13le7/yYV7zgnP73u77f/6jfOhza4Pzi42Qt7xsiUevLHH/hZnj3ORjIy8trV4lgIpRAdSMDHNxSDM26JoASkLf9bTQDIkD+WgjCMLJ0EoLnlrpUFpH6RzXNnqD6Mr5JODiXDzyWnWn88TVTX7oF+7cnp/nN3qU1qE1LNd6fi7NxSzPx1Ozw4kgCIIgCMJBEOlzjCilFoEPAC+jEjb9L93C3Yr0EU4ckT6CINwqvbzkZitlvZMPRE9hLRvdnI1ujq08gVI++m2xEU3dHsWzcbCvsFpppXzTT3yQ3XaqfunyLI9eWebNL7nE7JR24WSFHUTA5eXwiSrlY3Zm4sBPdtU+DjUizUIjYqERTtXPXRCE6SQvLU+tduhUOySstlNW235yMw40lxcSwimcwDwsB+n5+V+/7CFefs909fw8v9kjzS1KwfmZaBCvOpcE3He+OTU7mwiCIAiCIEyKSJ9jRCn1j4C/xKjsuQq8G3gcWAPynW+9O865nziqbRSESRDpIwjCUVGUtop+yyjKYfTbVq9go5uR5sP3+GZkWGiEzEyp/NiJ/++3n+EnfuOz+14vMprXv/gC77iyzCvuXZjavc7TohxMAI0IIA2zUcBsEtCMRgVQM/Y/94VGeKYWXQVBOFmcczy/0WOl5Sdc2lnBtc0e1oKppkKa0Z3z/rMfeWn5V7/+JO/6yP49P3/+TS/iK6at52crZbPne37mkoBLc9LzIwiCIAjCnYtIn2NCKZUAq0CMlz0l8FeAf+KcK/e6rSCcNkT6CIJw1Djn2Ojm3GxldLPh22I3L1jv5HSycjARFBof/TaXTE/020445/j2f/c7PLvePdDtluZi3v7QEm+/sszyfHJMW3f89PKymgAqKGujTlrDTBwwlwQ0w9EF1pmaAJrG3iNBEE4/652MZ9a6OOfFx9XN7mAHhPMzEednotu8hSfLpD0/b39oie94y/T2/MSh4vJ8g9BotIZ7zzVZOGOdToIgCIIg3LmI9DkmlFKPAv+N4ZTPdzvnfvQ2bpIgHBqRPoIgHCedrGCllbHRHUa/5aVlo5ux0StwVfSbVjCXhCw2p3MCZK2d8b/+p9/n+apE/DC88t4FHr2yzOsfuDDVeyV3s5KtNKedFpTDCiCMhtkkYDYOaNQEkFJeDC1OWe+TIAjTQS8v+dxKh6ywOBzXt1K2un4qpBkZlueTM/W6M2nPz4NLs3zPO69waW56en66WcnVzS6l9TsdXF5IBjscLM/HLE3xzhWCIAiCIAh9RPocE0qpbwX+eXX2JnDZOWf3uIkgnFpE+giCcBLk/ei3VjaYBLHOsdXLWe/m5MVo9NtiM5y66B3nHB97fpNf+tg13vepm6TF4T4aNCPDm19yiUevLPGy5bmpidgZxzlHNx9GwNV3LA+M7wCaS0LiYCi4+r1PC42Q+SREn6GFWEEQjo/SOp5Z67BZyZ7Nnp8Kcc5PnC7PJ1Mt2w/Kndzzk5eWqxs90sL3/FyYjVhs+Imu+UbAveek50cQBEEQhOlGpM8xoZT6a8AP4id9fsE594dv8yYJwqER6SMIwklirWO9m7PSSunlQynSzgo2qui3PlGgq+i3YOp6bzpZwfs/dZPHHr/Ox57fPPT93HeuwaNXlnnry5Y4N8UxRM45OpmPgGuPCaDQqMEE0LgAmk9CFpohc3EgAkgQhFvm+laPaxs+AiwtSq5u9MhLh1JwaTZm/gxFgN3JPT/W+Ymu1g49P3GoecF56fkRBEEQBGF6EelzTCilvgX4F3jp81POua+/zZskCIdGpI8gCLeLVlqw0koHe16DX4Tb6OVsdYtBHJzRfvF/vjGd0W/PrnV5zxPXeM8T11lt7x2nsxtawefff45v/aIXT3X3D/jFuE7mJ4Da2fDnDBAFitk4YDYJiMxwQU7rUQE0LQuPgiCcPlppwVMrHUrrKJ3j2kZvsMPBfCPg0mx8pl5j/tvHrvLPf/XO7PlZ72TcbPn33TjUXJ5PBj0/951vMp+cHcknCIIgCMKdg0ifY0Ip9U7gv+Klz7ucc195mzdJEA6NSB9BEG43aVGy2s5YbWfYavindI7Nbs5mNycvh58NZuOAxWY4lXvoltbx4afXeOzx6/zWkyv7LrCNEwean/ym105d7N1eWOdop0U1AVSOfC0OFbNxyGwcjMg+rWGhEbLYjJiJzJlanBUE4WjICstTqx26lexZbaestnNgVA6cFZ64uskPveuJfXdMmMaen05WcG2zR2n9TiSXF5JBr9zyQszS3HTvSCEIgiAIwtlDpM8xoZSaBa4CDeCac+7u27xJgnBoRPoIgnBasNax1slYaWektei3Vlqw0c3oZsPL4lCz2PBCYBoX/Te7Ob/2iRs89vg1nrzZnug2b3toie9+9KXHvGW3j9IOBVA95g/8z3uuioAL9HAh1mjFQjNksREyE985MkwQhOPHOcdzGz1Wq0mQdiUHbCUHlueTO0qy78daO+OH3v0Ej+8TSbpQ9fy8Ysp6fp7f6JFVPT8XZyMWqp6fhUbIvecaEiEqCIIgCMLUINLnGFFK/QTw9fhpn0edc79ymzdJEA6FSB9BEE4jm72clVY2yOMHPxG03s1p9erRb4qFRshCI5zaYuZP32jx2OPX+LWP32ArLXa93g9+9SsmWmRzzk2lCKtTWkcrLWj1Crr5qABqRNpHwMUBpiaAwmD4u3CWFmoFQbg11jsZz6x1cc7LgaubXdLcv8lcmImmuk/toByk5+fPvfFFfOUrp6znZzOlVb3PzjUCluZiFIok1LzgQnOkV04QBEEQBOG0ItLnGFFK3Q38HnC+On6jc657e7dKEA6OSB9BEE4zvbxkpZ2x1s4Goqe0lo1uzkY3pxwO/zCXBCw0pjP6Dfxi2299ZpXHHr/Gh59ao57+dnk+4ce+/vP3XVy7vtXjr/+nP+CtL1vi7VeWuGuhccxbffwUpfUCKC3o1SbAlIIkNMwlATNxgKl9b6JAVxFw0/v7IAjCydHLSz630iErLA7H9a2UrapvbiY2LM0lU7tjwWGYtOfnbQ8t8Z1T1vOz1vYTxQBJ5KP8Aq0xWnHf+QZz0vMjCIIgCMIpR6TPMaOU+nLgPwIR8MvAn3LO3by9WyUIB0OkjyAI00BpHavtjJV2Sl74zwoOR6tXsN7NR+LgklCz2IiYiae372WllfLLT1znscev8dxGjz/zuhfwJ/7QC/a93f/7waf4d7/11OD8y++e5x0PL/OGF1+8I+RH3hdAvYK0GBVAzcgwG3sBpGs/934U4PwUC0FBEI6f0jqeWeuwWcmejV7Oza0U5yA0issLyZmaBLnTe36ubvSwzkf53bWYkAR+QvTyQjJVz0UQBEEQhLOHSJ8TQCn1BuBngAvAOvAvgF8APub+f/b+O06y/K7v/V/fk+pU7tw9szszm6Td0a4iiyIosUIIAwZdTDSIYMDGxvyMAxd87+Xa1wbjfG3g+oKRwNdggm2CkQTWKKAIiKCw0mzSrnY2THdPp8onf39/nFOhu6vTTPdMV9Xn+Xj0o9KpOqdT9enzPp/PR+vNW7dlQhyOhD5CiFGitabuRaw1fdp+v+2XF0XU2mk1SHdXwsrmvVTc0W39prXm81frnK3mD2wxlGjND/x/f8Zy3dv1WN42+fIXzPHQxUXuWyqPbBg2KIwTGl76PQ92BEBFx6LkWhQcc1sA5NoG1ULaAm6SDt4KIQ5vteGxUvOBtK3o1VqHKE7fW+ZLOSr5yakEmaQ5P/PlHJWsymeqYHPblMz5EUIIIcTpJKHPCVJKxTvvyi5v5BPQWmtpQi9uKgl9hBCjqhPErDV9ap2wF/REA63fkiwHUCpt/TaVd0aqBc1RffbZLX78tx8+cLnbpvI8dHGRN907z2xpPM5m9qOYZhYAhXF/V0wZUBoIgBT9A3h5x+y1gLPN8f25EEIcXdOPuLLeJk40cZKwXPfpBOm/f5W8xXwpNxbh+WGM85yfONGsNjxa2UkklUL2vUWRdwzOzxTHer9BCCGEEKNJQp8TpJQamCKwLei5kT1crbWW007FTSWhjxBi1EVxkrV+C4iyA/6J1jT8iFo7IIj6f6YL2YH+Ym78zrH4N+97jA88unro5Q0Frzg/zUMXF3nlnTNjE3x4YdxrATc4j8IwoJizKOV2B0CFnMlUPq0Assbk6yCEuDFBlHBlo90Le9ZbPputEEjbRi5V3LF53zyMo8z5+cE33j1S1ZQbraDXxi6fzfkxszk/52cLlMZwn0EIIYQQo0tCnxOUhT6aGwt5urqvI6GPuOkk9BFCjAutNbVOyFoz6B2kA2iHEbV22DuTF9L5DNVszosxImck7yeME97xzj+h4UfX9fyKa/HGexd46OICd86Vjnnrbh0vjHst4OKBA5WmAUXXopyzyNvbD+aVXItqFgCNaltAIcTx0FrzfM1jo5kGAq0gYrnuoZP0fWSx4lJwJicQeHS5wU++9/LBc37mS/z4V4/WnJ+WH7FST+f8WCacqebJWSZKpXN+5sakMlYIIYQQo09CnxOklPoQN9bKbSit9ZuO+zWF2I+EPkKIcdQOItYaAXWv3/otiGPqnZCaF6Gzel1DQSU7wD/qZ2w3vJAPP3aNS5dXeeJa87pf5+75Ig9dXOQNL5yn7I7H7AqtNZ2sAqjlR8QD9dqWCaVc2gKuO8gb0raApZzFVMGmPMJzoYQQN26zFfDcVget078lK3UPP0z/uMwWnQNnro2TcZ7zE0QJV2sdwlijFCyUc72/gzLnRwghhBCnhYQ+QogDSegjhBhnQZT02rZ0Kz0SrWl4IVudkHCg9Vsxl7Z+G4eztp9aa3Hp8gofenSVund91T+WoXj1XbM8dHGRl52bGpvQoxsANbw0ABrsVGSbqhcADbYmUgoqbhoOll1LDvoJMYG8MObp9TZBlJBozbWGTyN7fy3mTBbK7ti8Tx7ksHN+DAXf+2V38bUjNudnpe7RziqGpwoWs705PyYXZgsjf5KIEEIIIUabhD5CiANJ6COEmARJotnqhKw3fbywX+bRCiK22uG2dnCOZfQP7o/IQaq9hHHCJ7+4waXLK/zZ05scMIphT3Mlhzfdu8BXv/jMWLW40VrTCvoVQIO7obalKOcsirndAVA1b1Mt2JRz1sgcyBRC3Lg40Tyz0e6FPTUvZK3ho3UaGi9V3ZGaZXOjDj3n594FfvBNozXnZ73ps9lOZzgNzvmxTMX5mcJYzgYUQgghxGiQ0EcIcSAJfYQQk6bpR6w3feqdfgWMH8XUvJBGp3/g3zT61R3WGJzVu9EK+OCjq7zv8ys8t9W5rtf4F9/4Eu5bqhzzlp0Oida0/ZiGv33+E4BjKUquRSln4Zj9g5ZG9jMyVbApSQAkxMRYrXus1H0g/ftxtdYhitnVEmwSPLrc4Kfee5n1MZzz0/QiVhrerlBPKTg7lWdmgtr6CSGEEOL0kNBHCHEgCX2EEJPKj2LWmwGb7YAkK/6JtU7n/nQCooHj/iXXYipv49qjc5byXrTWPLrc4H2XV/jI42t0wvjgJwHnpvP87Le9YiKCjTjRtPyIph/1Wvx05WyDUs6i7FpYRj8MNA1FtZCGhEXHnIivkxCTrOGFPLPRIU40cZKwXPd7VaPVvM1cyZmY94HNVsA/+/1H+PwYzvnxo5jlmteb87NYdim5aZXPTMnhbNWdmO+zEEIIIU4HCX2EEAeS0EcIMeniRLPZDlhvBgRRmv5oNC0/ZqsT4AX9dnA522AqPz5VHV4Y8/EvrHPp8gqffa6277Lf/do7ePsrbr9JW3Z6xInutX/bGQC5jkE5l1YAmQMBkGUqqvm0AmgcZkQJIYYLooQrG+1e2LPe8tlspS3BcnbaEmxS5r+EccJ//OhTvOezV/ddbhzm/EwXbGazVqeFnMn5GZnzI4QQQoibR0IfIcSBJPQRQoi+uhey3gxoettbv221Q5r+YOu39KB+NW+PzeDu5ZrHpUdW+MAjq1xr+NseMxT80ne9kukDWtnEiebfvv8xXnnHDK++a3bsDoJFcUIriGl44bbZUEqBa5u9FnDmwIFM21JM5R2qeZu8M/qVYkKI7bTWPF/z2Gim7c1aQcRy3UMnaZvQxYo7UeHv+z6/zM+N4ZwfrTUbrWBgzo/JUtXFVArLVFyYLUzU91kIIYQQt46EPkKIA0noI4QQu3lhzHorYLMV9IKeOEmodUJqnZC4f7yfsmsxVbBH5sDVQRKt+cyzNd73+RU+8eQaYax55R0z/O9f86IDn/vnVzb5id9N9zXLOYs3vHCeh160yN3zpZPe7JsujBOaWQs4f0cAlLdNyq5FYUcA5FgGU1kLuHFoFSiE6NtsBTy31UFrCOKYlbqHH6Z/QGaLzoGh+Th5bKXBT77ncHN+fuyr72Oh7N6kLbtxDS9kteEPnfNz21R+or7PQgghhLg1JPQ5QUqpDxzjy2mgAdSAZeDPgD/SWl85xnUIMZSEPkIIsbcoTthoB2y0AsIo3UfRaJpexFYn3HawP2+bVAvjNc+l6UV8+PFrnJvO8+Lbpw5c/l/8wSN8+PG1XfffOVfkoYuLvOGF81Tz4zfgPIwTml5Ew496LQIhDYAKjkk5Z1PImRgDPxeubaTVYmMUGAox6TpBzJWNNkGUkGjNtYZPI6scLeZMFsru2FSHHuRIc37eeu+h/sacFl6YzvmJEo0ysjk/ubTKZ7bkcEbm/AghhBDiBEnoc4KUUglpWHOS/hD4t1rr3z3h9YgJJqGPEEIcTGtNvROx1vJp+/25Ll4UsdWKaAX91m+WoagWbCru+LR+O4ymF/Gd7/pjwnjv3SPLULzyzhnecnGRl5+fHsuvTxAlNLy0HeDg10IpKOUsijmLYs5E0f/c845BNWsB51jj1RJPiEkTJ5pnNtq9sKfWCVhrBrsqQybBuM/5Wa55dMJszk/RZraYzvkpZnN+rDFrcSqEEEKI00FCnxO0I/QZ3DM9zCdw0PI7H/814Ae01s0jbaQQhyChjxBCHE0niFlr+tQ6YS/oCeOEeiek5oUkWaGHUlnrt7wzEQfy3/3Zq/yHP/zCoZefKTi8+b4FHrq4yG3T+RPcslvHj2KaXrQ7ADKg5FiUXIuCsz0AKuTM3ryocZuJJMQkWa17rNTT+WheFKWVIXH6t2GhnKPsjl/V417Gec7PWjOg1knn/BRzJguVdM6PbSkuzBRllpsQQgghjp2EPicoC30GDQuA9jL4Se61/ODraeAS8Dat9c71CnFDJPQRQojrE8YJm62A9VZAlB3QT7Sm4UfU2gFB1P9zX3BMpgr2WA95/ju/8SmeWL2+81Munqnw0MUFvuyeubH9GnlhTNOPaHgR8cCBT8OAkmtRylkU7O2fezFnMlVwqLiWnDEuxAhqeCHPbHSIE02cJCzXfTpBWhlSzdvMlZyRqWy5UeM856feSef8ANiWYqnSn/Nz+3SeqYLM+RFCCCHE8ZHQ5yZQSn0l8J+B2eyuDwC/AXwSuALUAQeYAV4MvAn4DmCRfhXP9wEJMAW8CHg98L3Abdky3eDnH2mt//FN+LTEBJHQRwghbozWmq12yHrLpxP0z81ohxG1dkhroB2cbSqmCg5l19o232UcPLrc4NLlFT78+DXaQXzwE4bIWQavu2eOt1xc5P6zlbE9GNoJYhp+SMuPiAdO5zGzAKjsWrhWPwDqtoar5m0q+clqGyjEqAuihCsbrd7fh/WWz2YrrQxxbYOlijsxoe5mO+Cnf/8RPvf8+M/5Waq4FLOTGObKDksVmfMjhBBCiOMhoc8JU0p9D/DzpKHMk8A7tNYfP8TzXOD/Av4uaZjzMPC6wfZtSikL+Eng79EPfmrABa31/nvJQhyBhD5CCHF8Wn7EejOg7vVbvwVxTK0TUvciuvW6hoLKmLbw8sKYP3pynUuXV/j0s7Xrfp0zVZevuG+BN9+3yHw5d4xbeHporemE/RZwg52PLBPKOZuSa21rddRtG1jNp3OjDAmAhDj1kkTzfK3TC3taQcRy3UMnYBqKxUpubKscdwrjhF/86FO8+1Bzfu7ka19ydmTCkihOWK57eGH6x36maDOTzfkpuRbnpvMTE/AJIYQQ4uRI6HOClFIvAz4B5ICnSEOb5SO+xt8Hfpo01PkNrfW3DlnmnwH/ILupge/XWv/iDWy6ENtI6COEEMcviBI2WgHrLb834yfWmoYXUmuH2+a7FLMZLuN4wG+l7vGBR1a5dHml1/rmqBTwsnNTvOVFi7zqztmxnY+ktaYdxDT8iJYfMbhLbFuKUi5tAbczAKq4NtWCTTlnSQAkxCm32Qp4bquD1ukJAcs1r9cKdLbkMD1BbcAufX6Fn/3QEwfO+XnTvfP8zTfdM1Jzfq41feqdCEirNBcqOQylcCyDC7MFXHs0PhchhBBCnE4S+pwgpdS7gbeRBjFfo7V+73W+zieAV2Wv82qt9Sd3PG6TVhGdze76Fa31d173hguxg4Q+QghxcpJEs9UJWW/6vTN/IT3Le6sd9mY7QNrarJpPKzvGrfVbojWffa7Gpc+v8PEvrBPE1zei8Pu//C6+9qVnD15wxCVZANT0IlrB9gDI6QZAroVj9g8cGsb2AGhUzowXYtJ0gpinN1qEkSbRmmsNn4bXDwjmy7mJaeF42Dk/d88X+fGvvjhSc35qnZBr2ckOjqVYqro4Zjrn59x0gWrBvsVbKIQQQohRJaHPCVFKLQHPAAZwVWt9+w281vcB/y9p6PNzWusfGrLMPwV+LFvmEa21HJEXx0ZCHyGEuDkaXsh6M+gd3APwo5iaF9Lo9A/sm92D93l7LNvAtPyIDz9+jfdfXuXRlcahn2cZil/67ldSzU/WgbJEa1p+2v5tcD4UQM5WlHI2pZy1rU2gaSgqeYupgkPRMSUAEuKUieKEZzc7vb8HtU7AWjNA63T225lqfmyrGnc67Jyfimvxv37VfSM35+dqzSNONIYBiwNzfubLORYrOXl/FkIIIcSRSehzQpRSXwf8NmkI816t9dfcwGt9CfDJ7LU+rbV+xZBlvgp4T3ZzVWu9dL3rE2InCX2EEOLm8qOY9WbAZjvY1vqt1gmod0KigeP6JddiKm+PbSuYKxttLl1e4YOPrrLVDvdd9rV3z/Jjb7t4k7bsdIqTfgDUDrYHQK5j9FrAWUb/YLFlKqrZ/KhibvxaCAoxylbrHiv1tBrEiyKWax5RnLZuXCy7lNzJ+J0N44R3fvQpfm9M5/xcrXv4YYJSMFPst/EruxbnZgoTU9klhBBCiOMhoc8JUUr9DeBnSYOa/6K1/qs38Fr3AI9lN69prReHLPMS4FPZzUBrPTp17eLUk9BHCCFujTjRbLYD1psBQZSmPxpNy4vZ8gK8oN8CLWcbTOXTio5ROdB1FFGc8GdXNrl0eYVPfnGTeMiMh5/4mhfx4B0zB77W+y+v8MLFMudmCiexqadGnGiafkTTi+iE2wOgvGNQcm1Kjok5EADZVhoATeUd8s54BolCjJqGF3Jlo02SQJwkLNc9Otn7fzVvM1dyxvJ9f5hLl1f4uQ89sW3u3TAjOeen4VPPKrvKbtrGT+b8CCGEEOJ6jGLoMyqnMlUGru8KaY5oYeB6eY9lWgPXT38qJoQQQogDmYZirpRjtujQ8CPWGj4tP6bkpvNa/Chmqx3S9CP8MGEl9FkzAqbyNpW8PVZnBlumwavunOVVd86y1Q740KPXeN/lFa5stAGYKTi8/Pz0ga+z1Q749x98gjjR3LtY5i0vWuTLXzBHwRmVXczDM41+BU8UJzT9iEb2s9IJEjqBz5oC1zYpu1Za5RPBWiNgrRHgZDOkpgrjW0kmxCgouzYvWChzZaNFJ4CzU3k2mgGb7ZBaJ8SPYpYq7li2+9zpoYuLnJ8pHDjn54OPXuPKRntk5vwopViouOTssDfDKYhjlip5AL5wrcnt04WJa18qhBBCiMkxKpU+3wW8M7vZAOa11vtPn9z7tX4M+KfZzWe01heGLPMK4E+zm+ta6/nrWZcQw0iljxBCnB5eGLPW9Nlqh70ZP1GSUO+kB//irPhHKSjnLKoFe2TOdD4qrTWPrza5dHmFuVKOb3rw3IHP+e1PPccvfvSpbfc5lsHr7p7loYuLPHBbFWPMz5gP44Sml7aA86N+tZhSUHBMSrk0ABr8OnQrySpj3EpQiNMuSTTP1zpsttJWl00/YqXhoZM05F2quBNToXeUOT8/+lX38ZIRmvPTCWKW6x3iBAwDlqouBTs9MWGxkmOhcvpDLCGEEELcWqNY6TMqoc9rgI/Rr7r5Ya31z1zH6+SBy0D3KMYlrfVbhyz3jcBvZOt7WGv90uvacCGGkNBHCCFOnyhO2GgHbLQCwijd3dBoGl5ErRPgh/39pbxtUi3YFB1zYloADaO15of+y1/wdFYdNMxiJcdX3LfIV9y3MBEH1oIoqwDywm3tkpSCopNWlBVzJor+z03eMahkLeAmZZC8EKfJRivg+a0OWkMQxyzXPILs78BsqT8PZtxFccIvHnLOz/e87k6+7qWjM+cnjBOWax5+lM75mS05TOXT72slb3H7tMz5EUIIIcTeJPQ5ISrdm3yetDWbAprAV2qt/+iIr/GrwDdnd2ngh7TWPzdk2X8B/N1smd/WWv8vN/YZCNEnoY8QQpxeWmvqnYi1lk/b789t6YQRtXZEK4h6FUG2qajkbSrueLV+O6zHVxr8yG9++lDLKuAlt1d56OIir7l7dmyrpQb5UdyrANoWABlQygKggrMzADKZKqQt5OwJaC0lxGnRCWKe3mgRRpokmwfTyObBlHLpPJhJeZ8/7JyfN947z98aoTk/O7+vg3N+crbB+RmZ8yOEEEKI4ST0OUFKqR8H/glpEKOANvATwM9orf0DnvsA8LPAl3XvAlaBF2qtd9WwK6WeBO7I1vXjWuufPqZPQwgJfYQQYkR0grT1W63Tb/0WxlnrNy8kGWj9VnHTWS2TdKD+//nDL/CeA84IH6bomLz+hfM8dHGRFyyURuZM8RvhhTFNP6LpRURJf9/bMKCYsyi7Vq/dUFcxZ/ZmCE3CbBEhbrUoTnhms0MzCwVqnYC1ZoDWach/ppqfmGq8x1YaB875Abhrvsg/fNvFkark3Gqn31dIW20uVVxs08Aw4NxMgYorc36EEEIIsZ2EPidIKWUDfwFc7N5FGsrUgN8jncHzNOnMHweYBl4MvAl45cBzyJ73HVrrXx2ynrcAfzCw3Gu01n9y3J+PmFwS+gghxGgJ44SNVsB6MyDODtgnWtPwI2rtoNcGCNIZLlMFm4Jj7fVyY+NDj67y7s9e5ZHlxnW/xrmZAm+5uMAb712YmBZKnSALgPyo9/MEYBpQci1KOYv8QACkVBoMdQOgSak2EOJW0Fqz2vBZrafnFHpRxNUtjzhJfxcXyy4ld/zf32G85/y0g4iVevp9NbM5P9333cVqjoXy6IRYQgghhDh5EvqcMKXUbcAfAnfRr/iB/qyfPZ+6Y/kf11r/sz3W8avAa7Kba1rrL72hjRZiBwl9hBBiNGmt2WqHrLd8OkHSu78VRNTaIe2g3w7ONhVTBYeya2GMeSXLM5tt3n95hQ88sspmO7yu1zANxYMXpnno4iIPXpieiMoWrTWdMG0B1woi4v6PFJaZtpQquRautT0AKuUspgo25QltKyjEzVD3Qp7ZaJMkECcJy3Wv974/VbCZLToTUaUYxQm/+LGn+L3PjOecn6s1jyCb8zNXcqhmc36qeZvbp/MY8h4rhBBCCCT0uSmUUvPA/wt8fXZX9xMYtkc2+MkpYAP4m1rrXz+xDRTiABL6CCHE6Gv5EevNgFqnH3IEcUytE1L3InR2AN9QUMlPxoyWONH82dObXLq8wp98cWNbFctRTOVt3njvAg9dXODCbPGYt/J06gZADS+i5UcMfulsU/UCoMHZGd22gtW8nYaLcnBSiGPlRzHPbLTpBAkazUYz6AXbbtYWbBICahjvOT+rdZ+mn835yVsslHMoFK5tcH62MDKfixBCCCFOjoQ+N5FS6quAHwLeChy0t30V+Hng57TW105624TYj4Q+QggxPoIoYb3ls9EKejN+Yq1peCG1drjtAFkpa9GVd8b/AFKtE/KhR1e5dHmFL663r/t1vvnBc/zVV184xi07/RKtaWct4Fp+xOCuum0pyjmLYm53AFTN21QLNuWcNTJn2gtx2iWJ5rmtDltZ2NP0I1YaHjpJKxSXKu5EvKdDOufnp957uTcPZy+jOOdnsxX05he5ThboGemcn/MzBcoy50cIIYSYaBL63AJKqSrwauClwBwwBfjAJumMnz8CPq9H/RMVY0NCHyGEGD9JotlspweN/HB767etdrCtHVzOMnrVGeN+cF5rzReutbh0eYUPPbZKy48PftKA/+svP8DLzk2dzMaNgERr2n5Mww93fe1ytqKYsyjntleRGQa9+T8lCYCEOBYbrYDntzponVYArdS93jy3uZLD1ITMJBv3OT/LNY9Ep3N+zky5vfaaS1WX+XLuFm+hEEIIIW4VCX2EEAeS0EcIIcZbwwtZbwY0vKh3nx/FbHVCml6/csM0+u25JqFFUBAl/PFT61y6vMJfXNk6cCDjfDnHf/zOB8d+JtJhxYmm5Uc0/Wjb/CiAnG1Qdi1KOQvL6P8smYaiWrCZytsUc5MxfF6Ik9IOIq5stAkjTaI11xp+732+lLNYqOQm4v3qKHN+vvt1d/KXR3jOz3w5RyWr8pkq2Nw2JXN+hBBCiEkkoY8Q4kAS+gghxGTwwpiNVsBGK+gFPXGSUPNC6p2QaOC4fcm1mMrbuPZktAm61vD5wKOrvP/yCldr3tBlvuVLz/Htrzq4tduVjTYL5dzEfO0gDYCafkTTi+iE2wMg1zEo59IAyBwIgCxTUc3bTBVsCo4EQEJcjyhOeGazQzMLe7Y6AevN9D3eNhVnqnkca/xDfDjCnJ8XzvM333TPyLxHx4lmteH1qisrBYv5UjrnJ+8YnJ8pTsz3WAghhBApCX2EEAeS0EcIISZLnOhe+BNEaZs3jablxWx5Ad5A6zfXNpjKOxRz5sicGX0jtNZ87vk6ly6v8NEn1vCj/tfiF77zQZYOmAmhteZv/Mqfs9kO+PIXzPPQxQXuXSxPxNeuK4qTNADyI7yB1oJKgWublLIKIHPga2Jbiqm8MzEzpoQ4TlprVhs+q3UfgE6YtgWLk/T3brHsUnInI1h9fKXBT47pnJ/u321Iw/QzFRfTMDANxfnZAiWpnhRCCCEmhoQ+QogDSegjhBCTSWtN3YtYb/rb5rP4UcxWO6Tp91u/WUZalVHJ25gT0kqmHUR87Ik13nd5FdtQ/NNvePGBz7l8tc4/+G+f2Xbfuek8D11c5E33LjBdnIw5G13hQADk7wiA8rZJ2bUo5qxtLahyttGbATQqZ+ILcRrUvZBnNtokCURJwkrd681vmyrYzBadiQigt9oB/+wQc37K2Zyfl47QnJ+WH7FST+f8WCacqebJWSZKpXN+5koy50cIIYSYBBL6CCEOJKGPEEIIL4xZa/pstcNe0BMlCbVOSK0TkmTH65WCcs6iWrDJWZNzQN6P4kN9vv/uA4/zvs+vDH3MUPDghRkeurjAg3fMYE/A3KRBYZzQ9CIaftSrMIP0Z6ropNU/hZy5LQBybYNqIQ2AJunnTYjr5UcxV9bbeGGCRrPe9Nlqp63f8rbJYiU3ETPbxnnOTxAlXK11CGONUrBQzlGWOT9CCCHERJHQ53o3QqnX77xPa/3hg5Y5DjvXI8RJk9BHCCFEVxQnbLTTmRBRNhdBo2l4EbVOgB/299PytslUwaYoLWWANDj7znf+ya6ZNsNU8zZvfOE8D11c5I654k3YutMliBIaXlpNNjh/Q6l0AH3JtSg4Jor+gcu8Y/YqgGR+hRB7SxLNc1sdttohAE0vYqXpoRMwDcVSxZ2YNorvv7zCz47pnJ+Vukc7SP/eTBUsZntzfkwuzBYm7sQCIYQQYpJI6HO9G6FUAgxuiNZaWwcscxx2rUeIkyahjxBCiJ201tQ6IWvNgE7QDzE6YUStHdEK+q3fbDNt/VZ2J6f12zDvv7zCv33/40d+3j0LJR66uMgbXjA/MXM3BnlhTMuPaHgRUTIQABlZAJTbHQAVcv0ASA5sCjHcetPnas1D67QCaLnuEUbp79hcyWGqMBntJo8y5+fH33aRxRGa87Pe9NnMwr28Y7CUzfmxTMX5mYKclCGEEEKMKQl9rncj+oFO979LrbU2D1jmOOxajxAnTUIfIYQQ+2kHEevNgFqn3/otjBNqnYCaF6GzTl2GgrJrM1WYzAPx7/7sVX7lj5+m4UXX9XzbVLzmrlkeurjIS26fmsgAzQtjGl46AygeCIAMA0puFgDZ2w9iFnMmUwWHimtNRNsqIY6iHURc2WgTRppEa1brPk0/fY8quRYL5dy2lorjapzn/DSzOT9ap39Hlqpub87P2ak8MxM2S04IIYSYBBL6XO9GpIHOoL1Cn+MmoY+46ST0EUIIcRhhnLDRSlu/dQ/IJ1rT8EK2OmHvDHKAgpO2fis4k3WWcRgn/MlTG1y6vMKfX9kkuc7d2rlSjq+4b4GvuLjAmWr+eDdyRHSCmIYf0vIj4oG9bjMLgMquhWv1f766reGqeZtKfrKrzoQYFMUJz2x2aGaB9FYnfR/XGhwrrQ6ZhJaJR5rz89o7+csvG505P34Us1zzenN+Fstur3J0puRwtuqOzOcihBBCiINJ6HO9G6HUT+y8T2v9jw5a5jjsXI8QJ01CHyGEEEeRJN3Wbz5e2D8a3woiau2wN2MA0gOKaes3ayLOJh+03vT5wKOrXPr8Cs/XvOt+nQfOVnjLixZ57d1zIzNv4jhpremEMc2sAmgwSLNN1ZsBlLP6Xxul0jP2p/JO+rMnAZCYcFprVuo+1xo+kLbqXK55xEkacixUXEoT0gpsUub8TBdsZks5IG2JeX5G5vwIIYQQ40JCHyHEgST0EUIIcb1afsRa06fe6bc0C+KYWiek3unP/TENqLhpBcakHXTSWnN5ucGlz6/w0SfW6ITxwU8aIm+bfMPLb+NbX3n+mLdwdGitaQcxDT+i5fd/vgBsS/VmAO0MgLrVPxXXkrPdxUSrdUKe3WyTJBAlCct1Dy9Iw/vpgs1M0ZmI35F0zs8jrDX9fZe7a67Ij3/16Mz50Vqz0QoG5vyYLFVdTKWwTMWF2cLEVeAKIYQQ40hCHyHEgST0EUIIcaOCKGG95bPRCkiy4p9Ya+qdkHon3HZGdbcFV94ZjbOnj1MniPn4F9Z43+WVA2dLDPMdr77ANz147gS2bPQkWtP2Y5p+RCvYHgA5lurNAHLM7QGQYxk4poGdXToDl9ISTkwCP4q5st7GCxM0mvWmz1Y7De7ztsliJTcR87G22gE//fuP8PAYzvlpeCGrDX/onJ/bpvJMy5wfIYQQYqRJ6COEOJCEPkIIIY5Lkmg22wHrrQB/oPVb04+odQI6Qf++3EDrt0k4s3yn57c6vP+RVT7wyAprzeDA5Q0Fv/iOL2Uua9cj+uJE0w4iGl60rb0gQM5WlHI2pZx1YJWZYaQ/l45pYluqFwbZpkHOMiby51SMpyTRPLfVYSurCGl6ESsND63BNBRnqu7ItDW7EVGc8M6PPcX/GMM5P16YzvmJEo0ysjk/WQu/2ZLDGZnzI4QQQowsCX2EEAeS0EcIIcRJaHgha82gNzwc0jPMtzohTW+w9ZtK22+51kScXb5TnGg+/cwWlx5Z4Y+eXN9zzsQrzk/zj77u4L/PQZRMxFD2vcSJTqt//N0BkG2mLY4s08A2FbZhYFvppWkc/DWzTLWtMmgwFJrkr7kYXetNn6u1NOzxo5jlukcYpe9BcyWHqcJkVIR84JEVfuaDB8/5ecML5/lbIzbnZ7nm9dqKThdtZovpiQPFbM7PJP7dFUIIIUadhD5CiANJ6COEEOIkeWHMeitgsxX0gp44Sah5IbV2SNwv/qHspq3fRuWA2nFreCEffuwaly6v8sS15rbH/sFb7+XLXzB/4Gv8q/c9yjMbbd5ycZHXv3Cesmuf1Oaeet0AqOlFB85SUioLhbpBkGmk1830unHAGfHd1nH2YCDUvS6t48Qp1g4irmy0CSNNojWrdZ+mn4b1JddioZw78Od/HDyx2uSfvufyWM75WWsG1DppVVcxZ7JQSef82JbiwkxxItutCiGEEKNMQp9TRin1AuDrgDsBH7gM/Det9eYt3TAx0ST0EUIIcTPESTpger3l984k12iaXsRWJ9zWDs61DabyDsWcObHtZ55aa3Hp8gofenQVreGXv+eVB7Yna/kR3/muPyGI0q+lZShefdcsb7m4yEvPTU108BAnmiBKCOOEKNGEcXY91kTJwf9/GAbYppFWB5kKyzKwDNULhRT7f227reMGQyF7IBwyJvh7I269KE64stGm5afh6GY7YCML6h3L4EzVPfD9Zxwcac7PW+/jpeembs6GHYN6J53zA2BbiqVKf87P7dP5ianqEkIIIcaBhD4nSCl1B/Dmgbv+s9Z6aEN2lR6t+BfADwM795ZbwN/WWv/SCWymEAeS0EcIIcTNpLWm7kWsN/3eAUYAL4qotSOafr/1m9Vt/Za3JzawCOOEZzfb3DlXOnDZ3394mZ/90BNDH5srObz5vkW+4r4Fzk7lj3szR5rWeiAI0kTZZRoQJduq0YZRCswsFLJMA9tIgyDbSiuHrOtsHdcNhWxTTWz4KW4erTUrdZ9rWTDQCSOWax5xks60Waj0Z8KMs0ma87NUcSk66fd0ruywVJE5P0IIIcQokNDnBCml/i3wQ9nNP9Nav3KfZX8K+NGBu7qfpBq4/de01u867u0U4iAS+gghhLhVvDBmremz1Q57QU+UJNQ6IbVOSJIdbFcqPbN6Ku/I7JR9/L3f/DSPrjQOXO7+sxUeurjI6+6ek7Y+hxAnemiFUPe+g/59USoNdbozhNK2cVnFkGlgHqJ1nD3QKs42FTnT7F2XmRziONU6Ic9utkmS9P14ue7hBemb8XTBZqboTEQw8IFHVvjZD36B4IDUd9Tm/ERx9j3NqmtnijYz2Zyfkmtxbjov7ylCCCHEKSehzwlSSj0O3E0a2PwtrfX/s8dyLwQ+Tz/g2bmHrLP72sC9WuvnTmaLhRhOQh8hhBC3WhQnWeu3gCjut35reBFb7YAg6u8fFhyTat6mOAFnnB/FMxttfvBX//xIz3Ftgy+7Z46HLi7yojOViTiQexK6lUFRMlAhNBAKHSRtHaewDTMLcdIg5yit45xtodD2uULSOk4clR/FXFlv44UJGs1602ernc75ydsmS1V3Iqovx3nOz7WmT72TzW7KWSxU0tlNjmVwYbYwMiGWEEIIMYkk9DkhSqk5YDW7qYG7tNZP77HsfwC+n351z7uBdwER8A7g7QOP/YzW+odParuFGEZCHyGEEKeF1ppaJ2StGdAJ+q3f2mFErR3SDuJeVYVtpq3fyu7ktn4b9J7PXuX/+cMvXPfzz1ZdHrq4yJvvW2C2lDvGLZtse7aOSxKi+ODWcQCWmbWOM/qVPd1A6LCt42zTIDckFJLWcWIvSaJ5bqvDVjsEoOlFrDQ8tE5bby5V3YkIBmqdkJ/+/Uf47HO1fZcbxTk/tU7Ya+fnWOn31DHTOT/npgtUC/Yt3kIhhBBCDCOhzwlRSr0B+GB2c1VrvbTHciawDMxkd/1PrfXbdizzn4C/mt1cAc7qUfgiiLEhoY8QQojTqB1ErDcDap1+67cwTqh1AmpehM4OlhsKyq7NVMGeiEHj+1mueVx6ZIX3X1498Mz0vRgKXn5+mocuLvKqO2cm/mt60uKkXyG0fZZQenmU1nGWlbWQu47WcXZ3ptCOuULS5kmsN32u1tKwx49iluseYVZ9OV/OUc2PfzAQxQnv+vgX+d1PP7/vcqM65+dqzSMeMudnvpxjsZIbmc9FCCGEmBQS+pwQpdR3Ar9EWqHzYa31m/ZY7lXAJ7KbGni91vpjO5Y5B3yRtMWbBl6stf78yWy5ELtJ6COEEOI0C7ut35oBcdYqK9Gahhey1Ql7Bx8Birm09VvBmezWb3Gi+cyzW1y6vMonnlwjjK9v/7qcs3jDvfM8dHGRu+dLx7yV4jCibbOEdgdDB1EGOFnruF7FkGlgGWnIc1DrOKXYXSEkreMmTjuIeHq9TRRrYq25Vvdp+mlrsLJrMV9OW4ONuw88ssrPfvCJA+f8vP4F8/zQm0drzs/VuocfJigFM0WH6YIDpN/fczMFqagVQgghThEJfU6IUurvAP+KNKT5La31N+6x3N8D/nl283mt9e17LPcw8KLs9b5Va/0bx7/VQgwnoY8QQohRkCSarU7IetPvDaAGaAURW+1wWzs4xzKy1m/WRByI3E/Ti/jw49e4dHmFx1eb1/06d80Veev9S3z1i88c49aJGzG0dVzSnSl0uNZxpgG2ZaSVQlkbONtUWSu5g6t8zCw8yu0IhWxT4ZiGVAiMkTBOeGajTctP32s32wEbrQCt0/fcM1V3IioDDzvn585szs/SKM35afjUvd1hnsz5EUIIIU6XUQx9RuW0zPzA9dY+y702u9TA/9xnucdIQx+AxRvYLiGEEEKIsWQYipmiw0zRoelHrGdDqIuORdGx8KOYmhfS6EQEUcK1hs9Gy6fi2lTyk9v6reRafPWLz/DVLz7D0+stLl1e4YOPXqPWCY/0Ok+utfjzK5sS+pwiSqnebJ9hEt0NgAaCoaRfKaQ1xAnEQYLH7oSo2zrOMgzsbuu47Hq3dVycaDpBvC103fn8wXZxzkDV0KT+To4q2zS4c67ISt3nWsNnuuDg2gbLNY8gSgOhhYpLKTcq/9Jfn3sWSvzbb37ZgXN+nlpr8SO//in+wVfdx8tGYM6PUoqFikvOTuf8NLyIII5ZqqSHPr5wrcnt04WJaOcnhBBCiOM3KnuI0cD1/J5L9UMfgI/us9zgaZfSO0MIIYQQYh+lnEUplwY9G630bPOcZbJQMpktauqdkFonIIphsx2y2Q4p5SymCvZEn6l8YbbI937ZXbzjNXfwyac3ef/lFT75xQ0O0SUMgK+4KOcmjRJDKXKWyV7H4ONeldDwYEhrCCNNSEwn2P38buu4tCpIbWsdZ5sGBip9fhT3qkO2PT9rHWfvCIO690k7qdNHKcVS1SXvmDy72SZvp62/luseXpCwXPOYLtjMFJ2xrvKq5m3+8dfdf+Ccn4Yf8RO/+zDf9do7+PqX3TYSX5Nq3sYxDZbrHfxQ88xmm6WqS8G2uLLeZrGSY2FEqpeEEEIIcXqMSuhTH7i+V8u2i8DCwF2fGLZcZjA42v0fkRBCCCGE2CVnmZyp5lksu2y2A9ZbAX6YMF1I5xE0/YhaJ6ATJDT9iKYfkbMNpvI2pZw1EgfgToJlGrzmrllec9csm62ADz66yqXLKzyz2dnzOVN5my+9MH0Tt1KcNNNQmIY5NAjdv3WcJk40OgE/0fh7/PsyrHWcZWYVQ6aB1uCFybZ2jTu3b3eFUP++Sf39PQ2qeZucVeKZjTZeCLdN5Vlr+tTaEZvtED9KWKy4Yx3cWabB9335Xdw9X9p3zk+i4Z0f+yJPrLZGZs5P3jG5fbrAcs3DjxKubnnMlhym8g4rdZ9OGHP7tMz5EUIIIcThjUro82R2qYCXKqVcrbW3Y5m/PHB9U2t9eZ/Xmxm43jiODRRCCCGEmBSGoZgt5Zgt5ah7IevNgKYXbasI2uqENL0IP0xYCX3WjIBq3qaatyf6wNV00eHtr7idb3j5bTy20uTS5RU+/Pg12jvadb3x3nmsQ7Tj+oPPLfP5q3UeurjIA2crcmB+RB2mdVy/OijZFRAlh2kdZ6Rt4mxLYRkKxzCxLLANA9Mw+q3j9giVbCttHdetDnIGqoakddzJc22Tu+dLPLfVYasdMl9yca2Q1YZPO4h5ZiOtEBmFkONGvPm+Bc7PFPjJ917mWmPvOT8ffvwaz2y2R2bOj20a3Dad77V6W2ukJ1XMl3PUOxFfiJqcn5E5P0IIIYQ4HKX1IftL3EJKqQXg6sBdP6S1/rmBxy3gEeAu0nk+v6u1/oZ9Xu854Ey27Ndrrf/HiWy4EEMope4HHu7efvjhh7n//vtv4RYJIYQQN84LY9ZbAZvZoHGAOEmodUJqnXDbkPuya1HNT3brt0FeGPNHT65z6fIKn342nVnxM9/6ci7MFg987g//+l/w5LV05OWZqstX3LfAm+9bZL6cO9FtFqdLnOyYJ5RsbyF3EGWAnbWJs80sHBpsHXdAmKgU26qE7B1zhSY56D0Ja02f5ZqH1uBHMct1jzBKv8/z5dxEzIGpdcID5/wAlHPWyMz56dpqB6w10x6POdtgqeKmv4cGnJspUHHH//srhBBCnCaf+9zneOCBBwbvekBr/blbtT2HMRKhD4BS6iOkM3sU0AJ+EPhvpC3d/iXw9mxRDXyn1vpX9nidJeD5gWXv11o/coKbLsQ2EvoIIYQYZ3Gi2WgFrLf83kFIjabpRWx1QvyB1lKubTBVcCg6plSoZFbqHn9+ZZO3PXDmwGWfWmvyt3/tU7vuV8DLzk3x0MVFXn3XLI4lVRiTbLB1XD8UylrIZa3jDmIaaXstJ2sZZ2XhULeVnGL/39+0dZzCMc3tbeOkddx1a/kRVzbaafs/rVmte71ZTmXXYr6cOzCsG3Vxonnnx57ad84PgKEYqTk/AO0gYqXuESfp799S1SVvp41aFqs5Fsqnv3pJCCGEGBcS+pwgpdT/AvwmaVCjsstdi5EGOndrrYfWeiulvgt4Z3azAUzpUfkiiLEgoY8QQohJoLWm7kWsNX3aA0PlvSii1k7n/XT3wCxDUS3YVNzJbv12VL/wkScPPNhZzJm84YULvOXiInfPF0fmgKe4eQZbx/XbxvUDooMyoX7ruO1hkG2pXuu4g9hWWlHkZK3j7G1zhSS03EsYJzyz0e6FPZvtgI2s2tKxDM5U3Yn4+n3gkdV95/x0vf4F8yMz5wfS7+/VmkcQJSgFcyWHat4B0jlPt0/nMeRvphBCCHHiJPQ5YUqp/0pa0dMNfroGg6Bv01r/+j6v8bvA12TLfkBr/ZaT22IhdpPQRwghxKTpBHE6dLwT9oKeaKD1W5Idp1MqPUN9Ku9IdcoBwjjhHe/6ExpedOjn3DFb4KGLi7zx3oWJaP8kjse21nHJ9kDoUK3jFL15RZbZbSF39NZx21rGDYRCkx4Ua61ZrnusNdJ2YO0wYrnmkSRphctixaWYG5VRvtfvidXmgXN+AO6cK47MnB9IQ9nVuk/TT9/ry3mLhXIOhcK1Dc7PFshZoxFiCSGEEKNKQp8TppRygJ8FvnfIwz7wo1rrf7fP888BTwLdowg/qrX+l8e+oULsQ0IfIYQQkyqKk6z1W0CUHSxOtKbhR9TaAUHU3y8tOCbVvD0RByuvxye+sMZPvvf6OhRbhuJL75jhoYuLfMmF6Yk/aC5uzPYQaLBa6HCt4wyDXpWPZSisrP1bNxQ6qHWcYUDOMnBME9tS2+cKmcbEVELU2iHPbLbROg3Vr9a8XjvN6YLNTNEZ+0q/Wifkn//+I3xmDOf8bGZ/OyGd83Om6mIZ6Zyf8zMFyjLnRwghhDgxEvrcJEqpe4GvAy5kdz0C/Het9b79LZRS3w/8jYG7vkVr/ejJbKUQw0noI4QQYtJpral1QtaaAZ2g3/qtHUbU2mGvVRGkFQJTBYeya439fIqjiOKEP7uyyaXLK3zyi5uHOrg+zHTB5s33LfAVFxc5N1045q0Uk05rTRhroiQNgXYGRIdpHWdmoZBlGthZEGRbCsswsA7ROs7qzg8arBQaqBwaJ14Yc2WjjR8maHRaYdlOK0QKjslixR37kDdONO/62FP8ziHm/LzjNXfwDS8frTk/yzWPRKe/F2emXFwrPTFiqeoyX87d4i0UQgghxpOEPkKIA0noI4QQQvS1g4i1RkDd67d+C+KYeiek5kXorPWboaCSt6nm7YmYUXEUW+2ADz16jfddXuHKRvu6X+e+pTIPXVzky18wR8GRCitx8nqt44bMEjpK6zirO0PITIMgO5svZB6iddz2+UGKnGn2rlsj+F6TJJpnNzvUOiEADS9kteGjdVrlt1R1R2amzY344KOr/MwHJmDOTzlHNavymSrY3DYlc36EEEKI4yahzxhRSuWAV3Vva60/fAs3R4wRCX2EEEKI3YIobf220Qp6VSuJ1tS9dO5POND6rZhLW79JMLGd1prHV5tcurzChx+7RmugiuooHMvgdXfP8tDFRR64rSoVVuKWieKBCqFke6VQdITWcXY3CLK6s4SO1jpucJ6QPTBX6DQfXF9r+izXPLQGP4pZrnm9IG2+nJuIuV7jOucnTjSrDa9XFVspWMyX0jk/ecfg/Exx7KrYhBBCiFtJQp8xopS6ADwFaEBrreWogjgWEvoIIYQQe0sSzVYnZL3p44X9M7RbQcRWO9zWDs6xDKp5W1q/DeFHMX/05AaXLq/w6We2uJ49/pmiwzvf8aVj3w5KjCat9bb5QdsDooQDCjy2t47LQqG0jVy/Yuggw1rHdUMh21S3vG1Yy4+4stEmijWx1qzW+0FB2bWYL+fG/r3zKHN+/v5b7+Xl56dv0pbduO6JEgCuY3Cm4mIaBqahOD9boCQz8YQQQohjIaHPGBkIfSANfUaj3lucehL6CCGEEIfT9CPWmz71TtS7z49ial5IoxP12sGZBlTctPXbKLZjOmmrDY8PPLLKpcsrrNT3P+N90De+4nbe8do7Tm7DhDhBcbL3LKEo0Rz0b7BSaahjGwaWpbJqoetrHWdn4VDONLEthZPNKLoZwjjhykabdhb2bLR9NltpO82cZbBUdce+ZeY4z/lp+REr9XTOj2XCmWqenGWiVDrnZ64kc36EEEKIGyWhzxiR0EecFAl9hBBCiKPxo5j1ZsBmOyDJzt6PtU7n/nQCooEuZiXXYipvj8x8hpsp0ZrPPVfj0uVVPvqFNYJo/1KI//DtX8Jt0/mbtHVC3FzRtllCOyuFDts6TmEbZhYEpWHQYVvHKZWGLs5g+7gTah2ntWa57rHWSKtC2mHEcs0jSdKgY7HiUpyAqpDDz/mZ44fe/IKR+TsSRAlXax3CWKMULJRzlGXOjxBCCHFsJPQZIxL6iJMioY8QQghxfeJEs9kOWG8GvcBCo2n5MVudAC/oH8jL2QZTeZtSzhqZM7ZvpnYQ8ZHH17h0eYVHlhu7Hr94psI//19ecuDrPLXW4lPPbPLGexeYLjgnsalC3HR7to5LEqL44NZxkFZdWIPzhAYCocO2jrNNY3cwdAOt42rtkGc222idVgAt1z38rI3mdMFmpuiM/fvlE6tNfuq9l1k9YM7PHbMF/uFfetFIzflZqXu0sxaoUwWL2d6cH5MLs4Wxr+gSQgghToqEPmNEQh9xUiT0EUIIIW5c3QtZbwY0ve2t37baIU1/sPWboppPW7/JbJrhntls8/7Lq3zgkRU22yEAf/vN9/CWFy0d+Nyf+9ATvPfhZUxD8eCFad7yokW+5Py0tNkTYy3Re1cIhXFy6NZxlmFgd1vHZdeP0jqu2zZu51yh/X7/vDDmykYbP0zQaK41fert9H204JgsVtyxf6+sdUL++R88wmeeHb85P+tNv/c+nncMlrI5P5apOD9TmIiKLiGEEOK4SegzRiT0ESdFQh8hhBDi+HhhzHorYLMV9A60xklCrRNS64TbzsivuBbVgk3Okt26YeJE8+dXNvngo6v8rTfdQ8HZ/+CgH8W8451/QiuIt90/lbd5470LvPbuWc5O5am4Um0lJkucDMwPigcComzG0EGUAU7WOs4y04DHMg0sIw15Dts6brBtXK9qyDTQwHObHWqdNBxoeCGrDR+twTIUS1V3ZFqbXa9xnvPTzOb8aJ22IFyqur05P2eqLrMy50cIIYQ4Egl9xoiEPuKkSOgjhBBCHL8oTthoB2y0AsIo3b/VaJpexFYn7LUwAsjbJtWCTdExR+Yg3mn0h49d41/+z0cPXC5vmyxVXZYqbv8yuz5fzknLITFRhraOy25HsSY+xDwh0wDbSquDum3g7G7l0CF+n8wsPGr6EVvtAMsw0Fqz1kyDH6UU8+Uc1bx9HJ/yqfahR1f592M458ePYpZrXm/Oz2LZpeSmQf50MZ3zI3//hBBCiMMZxdBHanuFEEIIIcTIs0yDhbLLfClHvROx1vJp+zFl16bs2nTCiFo7ohVEdMKYTi3GNhWVvE3FldZv1+PS5ZVDLdcJY55aa/HUWmvXY4aCuVJuaCh0pprvHaQUYlwopXqzfYbpto4bViHUbR0XJxAHCR67gwql0mody8zaxRkKxzB7103DIE40nSDGVIqCY7Jc89LX1LDZSmemrTY8pvI2CxW3VzXUfd1x8sZ7Fzg3U+An37P/nJ8PP77GlY32yMz5yVkmt08XenN+luse05HNbCnHZivEjxLOz8icHyGEEGJcSaXPHqTSR5wUqfQRQgghbo5OELPW9Kl1wl7rtzBOqHdCal5Ikh0vVQrKrsVU3sGx5ADYYaw2PP7aL/8pJ/2fxDtecwff+CW3n/BahBgdcbIzFEq2VQ4dRBlgGwPVQaaBUrDRDAhjjaEUNS+g0UlnozmWwWzJwTLS98ZuqJQ+f3el0agG6OM650drzUYrGJjzk1ZemkphmYoLs4UDW3kKIYQQk04qfYQQQgghhDgl8o7JuZkCS3HCZitgvRUABrOlHNNFh4YfUWsHBJGm3omodyIKjslUwZaDYAfIWSbf/uoLvP/yCldr3omtZ7588OyJ57c6/PannutVCp2puixWXPkeirFkGgrTMGFI57XB1nG9UCjJWshlreN0AkGiCaLts7g0mlonoB0kWIbCMKDhRXRCRTuIWCjnKOZstCarOoqBeNc2mEZaeWkb/VCpW9lkGerUthSr5m3+8dc9cOCcn4Yf8X/+j8/xna+5g7ePwJwfpRSzpRyOZbDa8OkEMc9utFmquoDJk9da3DaVZ7ro3OpNFUIIIcQxkv+EhBBCCCHEWLNNg4VKOj9mqx2y3vLpBAlV16bq2rTDiFo7pOXHtIP0wzYVUwWHsmthnPKDerdCNW/zzQ+e45u+5HY+93yd911e4WNPrOFH+8/FOKoz1YPbKD211uK9Dy/vur/iWpyp5lnshkEVl8UsFJopOvJ9FWPnMK3j9qoQiuKE6UKOnBWx0QrQGnKWQa0dUY8T1psBpZxFtWBnbeLSyh7L7F83DZW2iUsS/CGt56BfJbR7FtGtbx1nGoq/9uV3cc9CiX//wScI9ng/SzT80se/yBeuNfnbIzLnp+za2KbRm/Pz7GaHxYpLKWfx7GaHThhzpuqe+hBLCCGEEIcjoY8QQgghhJgISimmiw7TRYeWH7HeDKh7IQXbolC1COKYWiek7kWEseZaw2e96VPJ21Tztsw+GEIpxQO3VXngtio/8Pq7+NgTa3zo0Ws8utI4lgBo8RCzM/aqNKp7EXWvwaMrjV2PWYZisZIGQL1ZQtn1xYo7EgdxhTgqQykcS+3ZxrLbOq4VRDy/1cELEgqOxUbLp+nFNP2IIE6o5u0sNI13vD6YpoFlgGlkM4AMhZkFO4ZSRIkmSmIId69/sHVcPxQyevfdrNZxh53z85HH13hmo80//OoXZZUzp5trp9WvyzWPThizXPOYLtrMFnOsNwO8MOb8TOGWh29CCCGEuHEy02cPMtNHnBSZ6SOEEEKcHkGUsNEKWG/5vRk/sdY0vJBaO9w2I6OYM5nKO+Qd2S08iNaarU7ISs3jat1juZZ91NOPjVZw4GvkbZNf//5XH3jm+c988An+4HO7K31uxHTB7odBFZeXnZ/mRWcqx7oOIU6zWGuu1X2afgRA0w9ZbwZE2XtiJW9hGoooTlvKxcnBxxWMLASyTIWlVC8gskwDUx3c+s1Q7DlLyDaPv3XcYef8lHIW/2DE5vysNQNqnTR5Kzgmi9mcH9tSXJgpyt85IYQQYoDM9BFCCCGEEGKEOJbBUtVloZxjqxOy1vTxw4SpvMNU3qEVRGy1QzpBTMuPafkdcpZBNW9TktZve1JKMV1wmC443DckLPHCmNWGz3Ktw3Ld42oWCq1koVAY60O3GlqpH/9Moc12yGY75PJyo/f5HBT6xIkm0VoqwsRYMJViqeqy2Q7YaAWUcjaOZfSCHy9MmCk6zBTTQwqJToOfKJsdFCVJLwyK4oREQ5LobJ7Q8HVapsJUWShkGFmFUL91XKLBj5I9qwi7gdLOCqHrbR3XnfPzSx9/it/+1N5zfpojOOdnvpwjl835aQcxz262Waqkc36+cK3J7dN5pgoy50cIIYQYVRL6CCGEEEKIiWcYKjuA6dDw0jPaG15E0bEoOhZ+FFPzQhqdCD9KWG34rLd8Km7a+k3a4RyNa5ucnylwfqaw67FEazZbAa1g95D4Ya7WOse9ebscpnXTlY0WP/xrn2K25Ay0jMun17PbFdc69QeEhRg0XXDI2eksGAeThYrLRtPHC9MqST+KmSqkM7IMU7FXZ8Qk0Vlrt6QXDkUD4RCa9D40aXHR9t9/pboVQellb67QrtZxaSA1THfeUS8YMvrX92odZxqK7/2yu7h7fvzm/FTyaZC3XPMII82zWx2WKi5Fx+KZjXTOz1JF5vwIIYQQo0hCHyGEEEIIIQaUXZuya+NHMevNgM12QM4yWSiZzBYSal5IvRMSxf2KkJJrMZW3R+JA32lnKMVsKcfsIZd/5R0zPLflsVzrsNrw0wPIx2zpkLOFNLDWDFhrBjz8fH3XMnnb5Ew1nRu0VHV7189UXeZLOQkPxalUsC3OzxRYrnt4QcJ82aXWCah3Ilp+TBj7zJYcLGPvn1/DUDiGwmHveUJRnPSCmzhJtrWO0xrCKElHAQ0JdQwDrG1zhHa3jgtjTRgPD5O7reOGVQpZphrrOT+3T+fT722YcHXLY6ZoM1PMsdYI8MKEc9N5eW8SQgghRozM9NmDzPQRJ0Vm+gghhBCjJU40m+2A9WbQO8tbo2l5MVtegBf0D0DmbIPpvEMxZ8rZ0bdAnGjWm36vZVy3XdzVmsdKzaPh79FX6gD/6XteyfQBrY7++58/y7s+/sXren1IDzrPlXKcyeYILVZdznQrhaoupZycryduLY1mrelTa6e/R50wYqMVkCRp6DJbdHDt4/851d3Wcb0KoYHWcYkmOUTQaw7MEzKzCp9eQLRPWDX4fNtUeGHMz3/kSS5fbey7fCln8fffei+vGKE5P9eaPvVO+r0t5SwWKjkMpXAsgwuzBTmpQQghxMSSmT5CCCGEEEKMGdNQzJVyzBYdGn7EWsOn5ceUXIuSm7Z+22qHNP0IP0xYDj1MQzGVt6nk7T3bBonjZxqKhYrLQsXlJbfvfrzpRyzX0iCof5nOFbrW8Bl27DhnGUzl7QPXvXyDs4USDasNn9WGz6fZPTi+lLP4Sy8+w1999YUbWo8Q10uhmC+5uFbIasMnb1ssVoxeIH6tEVDJa6qH+H050nq7c35MYMhLJ4PVQTtax3WrhOIsJNqrdVw/FDK2B0Qqvd19Pii+93V38XufeZ4PPXZtz23uzvn5jldf4BtfcfupPwlAKcVC2SVnhVxr+DT9iGAz7lUrPbHa5Nx0gWrheL+3QgghhDgZEvoIIYQQQghxCEopKq5NxbXxwpi1ps9WOyRnmSxWTGaThHonpNYJ04qTVsBGO6Ccs6gWbHKWnCV9q5VyFvcslLhnobTrsShOuNb0t4VCV2sehuJQB2yXazcW+hyk6Ucc5rixH8W8+zNX05lCWZVQwZF/+8TxKbvZLJi6B5HBQiXHZjug5cXUOyFBFDNTzN20wLvbOo6jtI7LwqFuKBTF6e3Dto576/2LnJ1y+c0/e5YwHl5ppDX8p088zWefrfEdr7lAKWdtaxvXbR1nnKJAqJq3yVkGV2seQaR5ZrM/5+fKRpv5MMdiJXfqQywhhBBi0sne/8Gk/50QQgghhNgmnYNQYKmSsNEO2GgFEBnMFHNMFx0aXkStE+CHmroXUfci8rZJtWBTdKT122lkmQZnqnnOVPPX9fwbrfQ5jMPMFlquebvazFVcizPVfG9+UL99nMtM0TlVB53FaMhZ6Xvgat2j5cfMFHLkrIjNVjoHZrXhMVN0TkXYbRoK0zDJDXlsW+u4gXBosHVckkCQJAQ7nrtUyfPND57jdz/9PHVv79aRf/HMFst1j+953Z3MlXZvhZlVFdmmgZ1VG9nZbctQN/3vhWubnJvOc7XupdWrtfR7OV1wuNbw8cKYczMFqWIVQgghTjEJfQ6mkOBHCCGEEEIMYZkGC2WX+VKOeidireXT9uNeRVAnjKi1I1pBRCeM6dRibFNRzduUXWn9Nk5+4mvu52q9w0pWITTYQs6PdlcPXI/DDIYfFj6lwWODR1d2zyGxTcVipV8VNHi5WHFljofYk6kUZ6r53syzomNhm4r1ZkAUa641fKYLDsVTPI9qW+u4IXa1jhuYKxQnmoWyy7e/8gLvfvgqVzbae67nas3jX73vUf7Kl5zjvqVy1kJue+s4f0iVEbAtABqsELKzVnQnwTINbp/Kc63hU/eiXgu/+XKOhhfxxGpT5vwIIYQQp9jp3fu69daA777VGyGEEEIIIU4/pRTVgk21YNMJ0tZvtU5I3rbIVy3COGv95oWEsWatGbDeCqi4NlMFG9s8eJC4ON1um85z2/TuKiGtNVudcPssoYHrG+2d9QN7O0ylz9UjtpkLY82zmx2e3ewMfXym4KRVQVkYtFhxuXOuyJ1zxSOtR4yv6YJDzjZYrnk4mCxUXDaaPl6YsNEK8OOY6bwzkhWOh2odlyR87+vu5Pc/t8wnnlzf87W8MOE//9HTfNk9czx4YRqlFIZKAxbLUFnFj4FlgGn0q3zCWBPG8dDXVIosCEpDpF5AlF3eSBWfUumMtJydzvlpeBFBHLNUSd/nnlhtcm6mcOwznIQQQghx4yT02YPWugX88q3eDiGEEEIIMVryjsm5mQJLcXrAc70ZAAazpaz1mx+x1Q4II00tmwFUcEymCrbMXhlDSimmC2lrpItnKrse98KY1YbPcq3Dcj2rEqp5rNTTYKg7L8QxDWaKzoHrWznm2UIb7XQ21eWr9d59r3/BHH//rfcd63rEaCvYFuemC2llW5gwX3apdQLqnYiWFxNGPrMlB8sYr4C71zrOMvmmB89x93yJX//TK3vP+QE+8sQaqw2fr3zRIrZpEES7W8d1GdkcIctUWEr1A6Is5NGa9PkRwO5gyDTI2sVdf+u4at7GMQ2W6x38UPPMZjudFWZbXFlvs1DJsXiIQFoIIYQQN4/8VymEEEIIIcQJsE2DxYrLQjnHVjtkveXTCRKqrk3VtWkFEbV2SDuIex+2qZgqOJRdS+asTAjXNjk/U+D8TGHXY4nWbLYCrtY86l54qAO0N2O20GEO8AZRwl//lT9jsZwbaBuX77WPq7jWSFZ+iL3ZpsHt0/m00rEdUc07OJbBRittDbZS95gtOrj2+B6G+JIL0yxVcvzix55isx3uudyjKw3qXsh3vOoCUwWHKBmYJZS1j9M6bS8XJDoLdXazTLUtBOpVDPVax0GcJPu2jhtWIbSzdVzeSWc4LdfSdpVXtzxmSw5TeYfVejrn5/ZpmfMjhBBCnBYjvbellLobeDmwAFSBI9cVa63/8XFvlwCl1J3Ay4CzQAm4CjwNfFxrvffe79HXYwOvA84DZ4Am8DzwF1rrLx7XeoQQQgghrpdSiumiw3TRoeWnsxFqnZCiY1F0LII4ptYJqXsRYTYHY73pU83bVPLS+m2SGUoxW8oxO2T4+15miw5nqi6rDZ84OZnRpGcOMVtopeFxreFzreHz8PP1XY/nbXPXDKHu5UI5hyU/9yNJoZgvubhWyGrDJ29bLFYM1ps+QaS51gio5PVYtwS7bbrAj7zlXv7TJ77I46vNPZe7WvP4mQ89wXe8+gL3Le2uAuy2joviLAxK+rOEokSDJg2IYg0h7Kz06baOMw3SQMg0MHv3KYyB1nGdIf+hd1vH9WcJpW1Ma+2QThiz1giyqq50pt0XoibnZ2TOjxBCCHEajFzoo5TKAz8C/DXSA/036paFPkqpu4AvBR7MLl8BlAcWeVprfcd1vvaN/od35/WEJkqpbyT9/rxmj0U2lFK/DvwfWuu16904pdQ88I+AbwZm9ljm48C/1lr/t+tdjxBCCCHEcSrmLIo5iyBKWG/5bLQCHEzmSyYzRU3DC6m107k/m+2QzXZIKWdRzdvkHTmQJg72t978AiA9YLze9Lm6c45Qdrvp71E6cAiHmS20fECbuU4Y89Rai6fWWrseMxTMldIKoTMVN50p1K0SqriU3JH7N3bilF0bxzKynwMjnfPTDmh7MfVOSBDFzBRzY1sZUspZ/MDr7+bdn32eDz56bc/l2kHMz3/kSf7SA2d4830L26rf+q3jdj9P68EgqFsh1K8WihNNkrV+S+2u9BnWOq7bDm5b6zhgZ6DU8iPqXoRlKJ7f6nCm6pJ3LGrtgDvnS8wWR3OGkxBCCDEuRmpvWSn1APBbwF3Azj2Io4Yc6jqec8OUUm8Efow06BkaVowipVQJ+AXgWw5YdAb4G8DblVLv0Fr/wXWs623AL5FWeO3ntcBrlVK/AvxANqdJCCGEEOKWcyyDM9U8i2WXzXbAeis9Y3oqn7bLaQXp3J9OkND0I5p+RM4yqOZtytIWSxyCaaRD2BcqLi+9fffjTS/aFgJ1Zwot19MKnf2KhJaq+QPXf1Dos59Ew2rDZ7Xh8xlqux4v5SyWKi4vOzfFO157x3WvR5ysnGVy+0yB1bpHy4+ZLeTIWRFbrQAvTFhtpC3CHHM8A23TUHzdS2/j9ukCv/bJfeb8aPi9z17lmc0O3/ql58gdolJGqSys2WPRRG9vFdcLiGJNnCQkR20dp9LWb93WcWXXxjYV662ArXZC3QuZKznkLItnNz1mSjaLFRfHNHAso3dpD1wKIYQQ4uSMTOijlDoL/AFpCy/oBzZqx+Vp9zLgK2/1RhwnpZQJ/Drw1Tseugb8BVADuq34ut+nReB3lFIPaa0/eoR1vRH4bWBwiq0G/hx4EpjK1jM38Pi3AxWl1NdrrYc3MxZCCCGEuAUMo9++q+GFrDcDGl7Ua/3mRzFbnZCmF+FHCasNn/VWQMVNq3+kBZa4XiXX4h63xD0LpV2PRXHCtabP1ZrHShYKda+vNX1mis6QV9zuJGcLNf2IJ641WTxEmzmAP/3iBrMlh8WKS8EZmX+Bx4KpFGeqeTbaPhvNkJJj4ZiK9WZAFGtW6z7TBYfisHKWMfGK89MslnO88+NfZKMV7Lncp5/dYrXh8T2vu5O5I7R0HMZQCsNUpPnR7mQoHmwVFw9UC2WzhQ7TOs7MKoJqQYhONF6QMFOyqeYdNpohQahZqOSGzqdTiqFhUM7aPU9ICCGEEEc3SntWP0ka+AyGPX8K/B5wGdgk2x0ZUT7wLGk4ctz+mIMrcHZ69gjL/jO2Bz4haYu3n9da9/ZqlVIvAv4j/dZvOeC3lVIv1lpfPWglSqnbgf/O9sDnY8D3aa0vDyyXA34A+Jf05zx9LfBPgB8/wuclhBBCCHHTlF2bsmvjhTEbrYCNVkDOMlksm8wVE2peSL0TEg20fitn4Y/MUBDHyTLTSrQzh6jo2cuNVPoc1mHazIVxwj/+vc/3/oms5u2hc4SWqi4zRWfoAWpx42YKOVzbZLnm4WCm7d6aPl6YsNEK8OOY6fz4tgS7bbrAjzz0Qn75EHN+/s2lx/ac83Ncuq3jhhlsHdevEEq23ZdoSLLWcTnLoNEJaXgRm+0A1+kwXXCwDIPna23OTuXJOxa2qbCNtGIIrfDDBD8cfk6maSgcS+GYZhYKqTQkyoKicf05EUIIIY7LSIQ+Sqky8G2kgY8CWsBf1Vr/zi3dsOsXAp8jDa0+mV1+Fngd8METWJ93PfN5DiObS/TDO+7+K8O+N1rrzyulvgJ4P/3gZxb4CeCvH2J1/wiYHrj9ceAhrfW2/yi11j7w75RSV0jbAXb9iFLq/9VaP32IdQkhhBBC3BKubXJ2Ks9ixe2FP0GUHjSdLji0vJgtL8ALEhpeRMOLcG2DqbxDMWfKwTBxKrz9Fbfx8vNT26qFlusefnR8hfeHCX1W6/62nt61TkitE/LoSmPXsrapWKxsD4POVF0WK+mHhKs3pmBbnJsupD8HYcJ82aXWCah3IlpeTBj5zJbSsGAcFY9hzs/NcJTWcd3qoKJjUWuHbHXSv01rccBUwSKIDOpeg9miQ962stenP0vINHphkG2ll6ZhECeaTqDpDJlFBKTLmmkAlBuoFJLWcUIIIURqJEIf4PX0t1UD3z/Cgc8vA/9hZ1ABjOo/6D9Bv5oG4Jf2+95orTtKqe8iDbm6FTvfq5T651rrJ/d6nlLqBcA7Bu4KgO8a9nUcWNdvK6V+eeB5uWx7v2efz0cIIYQQ4lQwDcV8OcdcyaHuRaw3fVp+TMm1KLlZ67d2SNOP8MKE5dDDMhTVvE0lb0t7HHFL3X+2yv1nq9vu01qz1Q65moVAK3WPq7UOy3WflZrHRnvv1lfDnDlEe7ejtJkLY82zmx2e3ewMfXym4LBYdTmThUKLWSi0VHWZLhzc8k6AbRrcPp3nWtOn3o6o5h0cy8jC7YSVusds0cG1R+VQxdGc5Jyfm2V767i+uVIOL4y4VvcJs6qgasHAxKDppe3h8raF1unvWvq57w51lEoDWNtMq4JsMw1yLCO9bihFGGnCKKa9o+1c9/ndiiB7oIVc91L+NgohhJgEo7IndWHg+vNa6/9yy7bkBmmtN2/1NhwXpVQe+MYdd//0Qc/TWj+mlPpt4JuyuyzSSq5/ss/Tvo3tzYj/u9b68UNs5k+zPSz6JqXUD+4XFgkhhBBCnCZKpUFONZ+2fltr+my1w7T1W8VkNkl61QtRollvBWy0A8o5i2rBJrfX6dpC3GRKKaaLDtNFhxed2d26ygvjtCpooDKoe7lS93YdID/MTJ/l2vAA53pstNPfrctX69vuv2uuyP/9LS8/tvWMO4VioeTiWiHXGj5522KxYrDe9AkizbVGQDWvqeTtg19sRN2KOT83g2tbnJk2WGsGhFGCFyRMFS2ms1laZddiqmCTJGnrxTBOZwil19PKIa0hiDRBtDvQATAMelU+lqGwsvZv3VDooNZxhpG2pHNME9tS2+YK5SxpHSeEEGI8jEro0/2PQJO2QhOnw1uBwsDtT2itHznkc99FP/QBeDv7hz7fMOT5B9JaX1ZK/THwquyuIvCVwO8ecjuFEEIIIU4N1za5fbrAUiVhox2w3gwAg9lijpmiQ8OLqHUC/FBT9yLqXkTBManm7bEelC7Gg2ubXJgtcmG2uOuxRGs2WkEaAtU8rtY95g9xEPwolT7Xa/EQbeYA/sUfPErOMnZVC1VcayIPNFdcm5xlZPOfDObLLpudgLYXU+uEBHHMdCE3tpUZ3Tk//+mPvshjK/vP+fnX70vn/FwcEpaeNpZhMF/Ksdn26QQJm82AwI2ZLqR/o4I4ZqmSJ+/sDvW0TiuAoiTJqoESolj3AqJEQ5KAnwwPdZQCMwuFLNPAzoIg21JYhoFlGCQJdIJkz9ZxVnd+0I4KoW4LOSGEEGIUjMp/fqsD11u3bCvETl+14/aHjvDcjwAR/Z/BlyulFrXWKzsXVEotAS8duCsCPnaEdX2IfugD8DYk9BFCCCHECLNMg4Wyy3wpR60TstYM6AQxFdem4tp0wohaO6IVRLSDmHYQY5tpxVDZldZvYvQYSjFXyjFXyvHAbdWDn5DxwgTTUMTJ8DZax+EwbeaiOOGjT1xj2GYUHHPbHKHBy/lSDmuMZ5TkLJPbZwqs1j1afsxsIUfOithqBXSChDD2mC05OOZ4ViwWcxbf/+V38+7PXuWDj67uuVwnjPmFjzzJV7/4DF9xC+b8HJVpKOZKLrVOSL0TpjObYp+5ooMfGjyz2Wap6lLY0cZPKYVjKRyG/8zHWVVQvzpoMBRKq4SiOP192691nNWdIWSmQZCdzRcylSKKNVG8f+s4ezAQGpgnJH9bhRBCnBajEvo8PXB97pZthdjpgR23P3HYJ2qtW0qpzwKDfRDuB3aFPkPW8xmt9VHCv4/vuH3/EZ4rhBBCCHFqKaWYKjhMFRzaQcR6M6DWCcnbFvmqRRgn1DoBNS8ijDVrzYCNVkDZtZkq2DLwWoy9v/mme/jrb7ibtaa/rWXc1brHSs3jar1Dyx/eRuqwlg4R+qw1g6GBD0A7iHlyrcWTa7v/xTEUzJdzWQiU3xUKlcaggs9UijPVPBttn41mSMmxcEzFWtMnijWrdZ/pokPRGf3PdZh0zs9Zbp/O7z/nB3j3Z6/y7Cmc87OXat7GMVU6sylMWGl4zJVyOJhc3UoDvan84edhmYbCNPb+vKN4oEJoRzAUDbaOI06nBO/QbR1nd4MgqztL6Git4wZDIXsgHDIkFBJCCHGTjMpe00eBLWAKeFAppbTWJ3eq1vg5r5R6F/BK4Cxpi7NNYA34C+DDwH/VWm8c8XUv7rj9xBGf/wW2hz4vAj4wZLkXHcN69ns9IYQQQoiRV3AsCjMWS3HCRqvf+m2u5DJT1DS8kK1OSBjp3gyggmMyVbApjOnBVCEgPVC8WElbqb10yONNL2K57nG11tk1T2it6e8Z1nQdpr3b1eucLZRoWKn7rNR9Pv1sbdfj5ZzFYhYCXZgt8C1fev661nMazBRy5CyTlbqHg8li2WW9FeCHCRvNAN+Nmc47p77K5Xq94vw0ixWXd37sqbGa85N3LBZMY2iIt9ZIv7/z5RzGMXxfLdPAMiHP7mBIa71tftD2gCghTgZax+1RJdRrHZeFQmkbuX7F0PW0juuGQrapxvZnWwghxM03Ev/daa19pdSvAH8TmAa+HvitW7pRo+XO7GPQQvbxIuDbgX+tlPoF4H/XWu/dUDijlJoBZnbcfeWI27Vz+Rfssdw9N7iep3fcnlVKTWutN4/4OkIIIYQQp55tGixWBlu/+XhhQjXvUM07tIKIWjvstX1rBzGOZWSt36xjOfAmxCgpuRb3uCXuWSjteiyME641/F1hUPeyE8aHau92UrOFGn5EY7XJE6tNntk4XOizXPeouNapDHuLjsW56QLLdQ8/hIWyS60TUO9EaYuwyGe25GAZ41mleNtUfizn/NhZS9KNVvr3aKMZELox1d6cn4Slinui1adKDVTsDBEne88S6lYJHdQ6zjIVtmFgWSqrFjpa6zi7Nz8oDYdypoltKZxsRpEQQghxWKdvL29v/xvwtcA54F8ppf7wOipTxN6KwP8P+Gql1Nu11p87YPmpHbfbR2y5BttnNQHs1Zx757r2bnY8hNa6qZTygMH/xqqk1U43RCm1AMwf8Wl33+h6hRBCCCEOYhiK6aLDdNGh6UesN33qnYiiY1F0LPwopu6F1DsRQZQe2N5o+elcoLy0fhMC0oOwZ6fynJ3K73pMa03diw7VYm25djKhz6DDtJkD+InfeZjnax7VvD10ltCZqst00bllAbBtGtw+neda06fejqjmHRzLYL0VEEQJK3WP2aKDa4/S4YzDG+c5P/Nll1o7oO5FNLyYIPaZLTr4ITybzfnJ36Lva7d13F6/zt3KoGHBUDcUCiNNuG/rOIVtmFkQlIZBg63jgighiPZuHTc4P2jnXCFpHSeEEGLQyOwlaa1rSqlvAt4D3AF8UCn1V7TWj93aLTvVItLWeJeAzwDPAg2gBJwHvhz4TtKKn64XApeUUq/WWu+skBm08zS46+lXsPM55RNe1+B/QXut66h+EPiJY3otIYQQQogTUcpZlHIWQZSw3vLZaAXkLJP5kslMUVPPhm2HsWazHbLZDinlLKp5m7xz+udGCHErKKWo5u1DLfvi26tEiWZlYKbQXgd3r9fSIdrMxYlmteED9No8PrrS2LWcbaYt8bph0JksEFrMbuesk31fUCgWSi6uFXKt4ZO3LRYrio1mQBBprjUCqnlN5ZBf/1Fz9Dk/bb71S8+PxpyfgoNtGWxkrfsG5/w8v+UxV0qrUk+bbus4jtI6LkmI4sHWcRqfaI/XT9fRmyc0EAh1W8d5SYK3xzyhbpu53JBQSFrHCSHE5BmZ0EcpdR5YBr4V+BXgxcBnlVL/DXg38HnSyo0j7TlrrY/aKmxU/G/AL2it9zo16FPA7yql/nfS0OJHge5ewBLw35VSD+4zO2lnEHM9p67tDG9291M43nVNH2JdQgghhBBjy7EMzlTzLJZdNttBb17GdMFhupBWBNU6AZ0goelHNP2InGUwVbAp5Sw5aCTEdXrwwgwPXuh3x9Zas9UOudptF9edJ1T3Wa512GyHR17HYSp91ps+0UFDioAw1jy72eHZzeHn280UnO0VQlWXMxWXxarLVN4+tveKimuTs4ysUspkPnvvavsxtU5IEMdMF3KYY1rlcPg5PzVWG4/z3a+9k/ny6Z/zU3AsLFOx3gx6c35mig4Fx+JaI8CLEhbKORSj8X09Suu47bOE0svB1nHePq3jLMPA7raOy67vbB3XCfZuHddtG7dzrpC0jhNCiPEzMqEP8EXSE1kG2cA3Zx/XQzNaX4ND01r/00Mu5wE/ppR6FviZgYdeQRqw/ephV3m0Lbzu59zsdQkhhBBCjB3DUMyWcsyWcjS8kLVmQDNrU1XKpa3ftjohTS/CjxJW6j5rRkA1b1NxLTlAJMQNUqrffvFFQ2ayeGGcVgXVPa7WPFZqA9fr3tDg5jChz3HNFtpoB2y0Az5/tb7rsYpr8Z+/91XHFvzkLJPbZwqs1DzaQcxsMUfOjthqpQF1GHvMlhwc8/RXuVyP/pyfp3lsSFVW19Wax7+5NDpzfhzT3DbnZ70ZELpJOuenExFmc37GYX7TQa3j4mRgflA8UDGUBUWDreM6Q7I/ZYCTtY6zzDTgsUwDy0hDnn7rOGj5w0OhXRVC0jpOCCFG2igGHor0AL7ecZ+4AVrrn1VKfSXwdQN3/yB7hz47p0rubnJ9sJ3P2WtS5c1c11H9HPCbR3zO3cDvHNP6hRBCCCFuSNm1Kbs2Xhiz3grYzFq/LZZN5ooJNS+k1g6JE81GK2CjFVB209Zv7gi0EhJiFLm2yYXZIhdmi7seS7RmvRmwXE/DoG610LnpwoGve/UmzBaqHrLS53c+9RxelHAmqxZarLhU3OEVhaZSnJ3Ks9Hy2WiFlBwLx1SsNf1epch00aHojOIhjoOlc37uGss5P3OlXNpi1IuoexF+nDBbyuEFCc9stDkz5eJa4/l97eqGQsP+pg5tHZd0ZwqlreP0Aa3jTANsK60O6raBs7uVQ6aB1uCFe7eOM7PwKLcjFLJNhWMap/7nTAghJtGo/uWUvygn46fYHvq8Wik1pbXeGrKshD5A1j5v773uIWSHSAghhBCnkWub3DaVZ6nistEKWG/5EBnMFHJp6zcvYqsT4ocJDS+i4UW4tsFU3qGYM2UfR4ibxFCK+XKO+XKOF99WPdJzV46p0mc/i4eYLQTw3oeXeW5re/u4gmP2W8btuJwv5Zgp5sjZJit1DweTxbLba1O50QwI3ORY28udJt05P+em8/zaJ58hiIcfoB+1OT9KKaoFB8sy2My+l6v1rHoLk+c2PebLOSrueM5vOshBreMSrfesEOq2josTiIN9WscZ2QwhS6XVQYbZu24aBnGi6QR7t46zsvBnW9u4LCDaa7uFEEKcrFEKfX75Vm/ABPgT0rlI3dk3JvAi4ONDlq3tuF1QShW11q0jrG9hx+2tPZbbua75I6wDpVSJ3aHPXusSQgghhJhoppEeUJ4rOdS9iPWmT8uP+xVBUUStnc778cKE5dDDMhTVgk3Ftcd2toYQ4+DbX3WBt96/lM4PqqUfV+v99nFNf3ilwFGcOUSbuUTroQFUO4h5cq3Fk2u7/600FMyXcyxVXBYqLkXHpJp3mC052JYijDRNLyKIEuZKDuYYtAUb5uXnp1kYwzk/RcfCMobP+Vmt+/hRzFxpdOb83CyGUuSsg1vH9UOhZFvlkNZkAdFg67j+TDFlgG0MVAdlQY6V3WeQ/u6FUbxv67huhVD3snuf7DMIIcTJGJnQR2v93bd6G8ad1jpRSl2hH/rAHgGL1npdKbW5Y9nzwOUjrPLCjtuP77Hczvt3Pu+o69nQWm8e8TWEEEIIISaKUopq3qaat+kEMWtNn1onxLUs3IrFbJJQ64TUOiFRkrab6rZ+m8o76RwBIcSpYhqKxUraSu2lt+9+vOlF2eygzq72cWtNnyGjhHY5zGyh9WYwdC7RfhINK3WflbrP7vMCIW+bVPJp68npgsNtUy6vuWtuLGeQjeucn5xlslhxWW/6+FE25yefUM071NppoLdUccc20DsJ3dZxDCmU2r91nCZONDqBINEE0e5AJ3393a3jLFNhH7F1nLOzbVx23zhW7QkhxM0wMqGPuGk6O27v10rtMvDagdv3cLTQ564hr7fXegbdc4R1DFvP54/4fCGEEEKIiZZ3TM7NFDgTJ1nrtwAwmC1mrd/8iK12QBBp6p2Ieicib5u9gze9g0CmgSEHcIQ4tUquxT1uiXsWSrseC+OEaw2/XyW047ITpgeFlw7R3m35BNrMdcKYThhnoVA6B+jFt08xlXf2fV6c6JGsNjjqnJ+3PXCGhy6Oxpyf+XKOrU5I00v/ngRRwkwpRydIeGazzZlqnpx1utvWjYLDtI7bq0IoihOSI7SOS/cB0tZxlgW2YWxvHcfwUMm20tZxtplWBzk7qoaEEEIMJ6GP2Glux+21fZZ9mO2hz2uA/3GYlSilisBLhrzeXusZ9BKlVEFr3T7MuoDXHXI9QgghhBBiH5ZpsFBxmS/nqHVC1poBnSCm4qat3dphRK0d0vLj3gHYnUxD9VvE9FrG9NvGCCFOJ9s0ODuV5+zU7vMCtdbUvYjlmsdt0wePYF2pnfxsoUreotGJiOKE6UJuz2DnXR9/iqfX28yWHOaKOWZLDrNFh9lSjtmiQyVvn9qw+ihzft7z8FWe3WrzbSMy52e64OCYBhutAC9MWG14zBYdwOTZzQ4L5RzlCZ3zc7MYSuFYas/K3V2t45Lts4UGW8f1DW8d1z0xZFvrONVvHceQUEgpehVB9mC1UHY5imGuEEIcFwl9RI9Sao7dVTHP7/OU3we+f+D2G4+wui9n+8/fX2itV4YtqLW+qpT6DP2QyAK+DPifh1zXzu167xG2UwghhBBC7KCUYqrgMFVwaAcR682AWiekYFsUqhZhnNAOouzgjyZMYoI4bRMTJ2nLGIa0eumeFbwzCLKlSkiIU22wHeRhTBVsXnnHTFolVPcIouFhxY2YK+VQCjpBQhh7zJYcHHN32LHeDGj66Zyyp9d3n1dom4qZosNsLxDK9QKimeLpaGX58vPTLFZcfvGAOT+febbGav1xvud1IzLnJ2dhmdmcn0iz2vCZLTrkbYuVbM7PrMz5uWUO0zpur0qhw7aOs8w0xLEG9weyVnJohR8m+Pu2jlM4prm9bZy0jhNCTAAJfcSgbwEG91hX2L9d2x+QtoPrnsr1GqXUfVrrRw6xru/acfu3Dlj+t9heGfTdHCL0UUrdB7xq4K7WYZ4nhBBCCCEOp+BYFGYsluKkN9cHDKpDWirFOpsZEGmCJO61iIni9ODQ9rOCh1cJ9c4GHgiHrH3a0wghTp8H75jhwTtmgPTg8GY7zNrEdXa1jttshwe82nCLFZf5ipMGBrFmte4zU3QoOP3DIFpr1lv+vq8TxnpgltBu1bydhUIOc6V+MDRXcijlrJt2YPlsNufn//ujp3l0nzk/y/VRnPOTY60ZEEQJa42ASjbnZ6sd4UeapUpO5vycMv3WcZBnd9g62DquHwb1K4V6reOS4aFOv3Xc9jDIttSO1nGazpDWc5C2jrOzUCk30DZOWscJIcaBhD4CAKXUIvC/7bj7f2it95yuqbVuK6X+K/AdA3f/KGkgs9+6Xgh8w8BdEfCrB2zir2Tb191beLtS6gVa68cPeN6P7rj9G1rrk+8lIIQQQggxYWzTYKnqslDO0fAivCgmiBL8qH8gx1QK0zLJWbDzXxHNwKyARBNFyZ5VQnud1btzfpAtVUJCnHpKpZU0M0WHFw0JIbwwZiWrCLpa81ipeVzNQqGVukeUDP+Xda7skDMtFssG660AP0yDad9NmMrbKKWoexFhvOe/vIdS64TUOiFPrbV2PeZYBrNFhx98wz2U3JM//DI45+cDYzXnx2ChnGOzE9DyYuqdtJJ0uujQCWKe3eywVHVlzs8IOVLruGR7ILS9dZyGPeYJ2abC6gZBppFeN3e3jmvv0zrOHmwZNxAKSes4IcRpJ6HPmFFK3Qu8UGt9qNk62XOWSGfxLA7cHQA/dYin/5+kFULdgt7vUkr9ltb6d/dYlwu8Cxg89fMXtdZf2G8lWuvHlVK/DHxPdpcD/JJS6iv2CnGUUn+Z7RVFAfCP9v90hBBCCCHEjTAMRbVgU93R7yVJNEHcD4GCKPvIrqOzFix7HLPbWSUUJZowyiqFdlUJ7dZtEzNYJdQNhyxDnfqDnkJMKtc2uTBb5MJscddjidasNwOW69vDoOV6hxefrZKzFX5osFB2qbUD6l5E04sIooS5knNglc+NCqKElbpHfq83tgGPrTRo+lFaLVR0KDjmdb0vGYbia196ltvHcM7PTCGHY0ZstgLaQUyYpG37unN+FsvuTQnXxMnbr3UckO4P7FEp1N0nCCJNQJweCdrBMMj2B7JWslZ3llBWOXxA6zjDgJxl4JgmtqW2zxUyDQwJhYQQt9jI/jVUSpWArwVeC1wEpoEq29uTHURrre8+gc3bl1LqdoZ/7Zd23LaUUnfs8TJNrfXakPvPAL+rlPos8J+B39qrGkYpVQbeQVpBs7jj4X+itX5yj3X3aK2fVEr938DfG7j7vyqlfgT4ea1178+rUuoi8B9Jv2dd6xw+iPkJ0gqh6ez2a4FLSqm/NthSTimVI5019K92PP9faa2fPuS6hBBCCCHEMTIMhWuYuHscWBwWBHUvD1Ml1D8beHuVUBhrkmT/NjGwd5WQZcgZvUKcVoZSzJdzzJdzvPi26q7HE6251vRpdCKqBQfbMthop23Clus+y7WTbwIxU3QO9R7y0SfW+Oxztd5t1za2zQ8anCc0XTj4Ncd1zk8pZ2GbirVmQBilrfe6c36W6x7Tkc1MyZE5P2POMg2sPVrHaa2zquGBYGhgtlCiIUnATxL8PaqEzCwUsgbbyVrpPoFlGCRJOi9sr9ZxVnd+0GClkNXft5ATTYQQJ03t073rVFJK2aQhwd8ABmu/r+cdU2utb/rpLEqpLwIXbvBlfllr/V1DXvuNwAd33F0DHgbWgAZQAs4BL2V4+PTzWusfOOyGKKVM0kqht+14aBX482yddwGvYPv3KQAe0lp/5AjreiPpLKHBSiEN/BnwJGnw9wpgfsdTfw/4eq318FM/byKl1P2k3w8AHn74Ye6///5buEVCCCGEEKdbt0ooGAyGBkKhg/6lGawSCpMk/dhRJbSfnVVC1kDbOKkSEuL0q3khaw0/rQhMYtazwKATxLTDiHYQs94KWG/6rLcC1po+3h4B8VG9cLHM33jDweea/os/eITnDxlCGQqmC862IKg7R2i2mNtWWdTyowPn/ADkbXNk5vxAGuJ35/woBZW8TcVNy0IKjsli1cWU92YxRK913JBZQofZJ1AqDXW6M4TStnHZiSKmceDPXdp6bnB+kCJnmr3rlswTEuLU+dznPscDDzwweNcDWuvP3artOYyRqvRRSs0B72V7eDD4dnyYBEtly03SX/8q8LpDLNcC/o7W+heO8uJa61gp9U2kVTzfPPDQAvBVezxtFXjHUQKfbF0fUkp9A/BL9IMdBTyYfQzzX4DvOw2BjxBCCCGEOLqjVAmFWQu5vauEthtWJRRlIVMYJ9ddJWRlZwZLlZAQt17VtXEtg6u1DmCyUHbZbKfVL3nH5Ny0ydSO6pmWH6VBUMtnvZkGQmtZMLTVCQ88MNw1V3IOXEZrzfo+1Tg7JZps2wKguevxgmP22sTNFh1eenuVgmPyF89s7fmaIzvnpx3Q8mNq7ZAwTpguOLSDmGc32jLnRwzVax23h27ruGGVQr12spEm3Ld1nMI2zCzE2X6yCFr19lmGMQy2zQ/aOVdIWscJIQ5jZEIfpZQB/BrwJdld3eAmBDZIW6N1A50rpFVAU+wOhxrZ8uPqMvCTwBtIw7H8IZ7zGGmI8gt7tIw7kNa6CXyLUuq/An8XePUei24Avw78hNb62nWu6z1KqQdIK76+mX67t53+CPiXWuv/dj3rGSdaa5IkYdQq+4QQ4mZTSmEYxqk/0CGE2K4btBSHdCYaViXUDYn8bJZQ70DMkNkBvSqhbmuYIVVCh5olZPTP4JUqISFuvpxlcm66wHLdpxPEzBZz5KyQrXZIO4gJYo+5Ui59LwCKOYtizuL8TGHXa0VxwmY7ZL3ls9bsVwh1L/2Bg7mzw96Ydmj60bbn3Kh2EHNlo82Vjfa2+7/+ZWd5z2eXD57zs9nmW195fs+g/bRQSjFTzOFY2ZwfPyaKPWZLOcBI5/xUXErDEn8h9tBtHccereP6FUID+wdJQhQnxEm3dZzGJ9rj9bPWcYax66SRbus4L0n2rDYc1jquO09IWscJIbpGpr2bUurbSGfUdDf4WeDvkLYVu420tRcMtGxTSrnAa4DvJg0HbKAD/JDW+p03b+tvjSwoewFwN+nXaApwSb8Gm8BV4JPXG74csO47SUOns0ARWAaeBj42OOfnGNbjkFYxXSAN/lrAc8BfaK2fOq71HKeb0d5Na43neTQaDRqNBkFwbF9yIYSYCKZpUiwWKZfLFItFTPN0H/QQQly/bgA0GAQNVgkd5vm9KqHsbODBKqGD7KoSMvrXpUpIiJOx3vLZbIUA+HHEejMgjtO2SzNFh4Jz/SGB1pqWH7OWVQjdPp1nseLu+5wvrrf4v98/dBTvsVEK/vnbX8Jqw+edH3vqwMoi1zZ48MIM52YKzBUdZks5yq6FcUoPKPth+jVPkrRSYrbk4Frp93G6aB8qfBPiRsXJ3rOEjto6zrKyFnLX2TrOzsKhnGliWwonm1EkhDi6UWzvNkqhz5+ShggAK8CXaq2fzR67AHQP8A+d06OUehD4DeAO0uDob2utf/akt1uInU469Gm32zz//POEYXhsrymEEJOuXC5z5swZCX+EmDA7q4QG28j5h5gllOj+2cDbqoSS9EDQoWYJ7TjgI1VCQhyPVhCxXPfQWfvG9VbQa+FYdi2qefum/Y49sdrgv/75c2y0fMJDhM3XY7pg8398Tfp/52Hn/Oxkm2llzWzR6c0Pmi05zJVyTBccHOvWHlCOkoT1gTk/1YJNOZeWcBZzJgsVmfMjbq1ulfCuSqHs/oMoA5ysdVyvYijbJ3AsA3XAJAulILezbZy0jhPiQBL6nJBsls8q/Sqf7xus1DlM6JMtdxfwCdJZMBHwSq31p05qu4UY5iRDn3a7zZUrV6SNmxBCnIBcLse5c+ew7SH9n4QQEyna0TbO7wZDcRruHKQbBEUDZwRfV5WQMTBLSKqEhDi0II5ZqXv4oUajqbdD6l7aksmxDOZKDqZx84KMRGsaXrRtftBg27iGN7xd1GG8YKHED77xnv66Es27H77KBx5ZPY5NB6Cat9M5QiWHuSwQ6gZDpZx1U0K0RGs222mrN4BCzmS64GAohW0plioy50ecTkNbxyXd/YO0ddxBTANsa3vVsG2q3gkkB+k+Z1cwJK3jxIQbxdBnVBqbviq7VEAb+NXreRGt9ZNKqX8I/Dxpc84fI237JsTIk8BHCCFOlu/7fPGLX+T8+fPkctIiRAjR7ftvUBgyp32wSiiMdodDWvdnEQ2bJbSzSijKqoTCgSqh/WYJGar/+lIlJMRwjmly21SBa02fRieiWnCwLYONdlotslz3mSs65G7SbBtDKap5m2re5q753Y/7Ucx6M9gWBHUDoo1WQLxPpcBscfsblWEovvYlZ7l9Os+v/ckze875OYpaJ6TWCXlyrbXrsZxlZIFQjr/04jMHtry7XoZSzBZzOGY2r8mPiWKf2ZIDkcGzWx2WKi7FG2jhJ8RJUGpgxuAQg/sFOyuEwjjdr4gTiIMEj92/z93WcZZhYHdbx2XXu63jolgTxTGdYPe+hertV6jtFULZpbSOE+J0GZW/cmezSw18Rmvt7bewUsrWWu/V2+o/Af8aKAFfo5Qqaq1375EIMUK01jz//PO7Ah/btqlUKpRKJWz75rUnEEKIUaW1Jo5jOp0OjUaDdru97b01iiJWVlY4f/78LdxKIcQoMAyFa5h7DkLfWSXUu55VCRlKkbNM9po/ns4M2D43IBg4GzjR4GcB0zD9M3+lSkhMNkMpFssurh2y1vApOBa2pVhvBoSRZrXhUy3YVNxbX+mbs0zOTuU5O5Xf9ViSaGqdkPVsltDOSqHZ0vATVl5+bprFsnuoOT83wo8Snq95PF/z+JoXnzlw+bWmTzuImS06FBzzyP/Lll0b21Sst9IAb6XuMVdyyFkWV7c8Zko2MwU5iUeMjoP2C+JkYH5QPBAQZTOGtCY9eYSYzpBf9W7ruMF9A2ugmthAZfss0PKHh0K5HW3jelVD0jpOiJtuVEKf6YHrzw55fOfblQsMDX201oFS6k+AN2fLvQ74n8exkULcKp7n7ZrhUy6Xue222yToEUKII7JtG9d1mZ6eJggCnnnmGYKgv6vRarUIw1DavAkhbsh+VUJa6+GBUHY9SdJZP5ZhkD+gSqgXDu1RJdQZ8l+TVAmJSVR1bVzL4GqtA5gslN1em7BaOySMEqaLaZuw08gwFNNFh+miwz0Lux9P9ukIcXYqz9956IX8wkee5OmN9gluZdq+ZaY45I1vhz9+cp1LWes51zb684O6beNK6Wyh6YKzZ1Dt2haLFYO1ZkAYJVxrBEwVNKWczUYzJAg1C5Xcqf2eCnEUpqEw9zjZZP/WcZo40egE/ETjM7yCeFjrOMvMKoZMA63BCxO8cPjJJmY2d8jZFgr175N9CyGO16iEPoO/+cOqfHZOH1wcct+glYHrZ/dcSogR0Whs/3G3bVsCHyGEOAaO43DhwgW+8IUvkAwM2KjVaszNzd3CLRNCjDPVO5v3EFVCOwKh660SCpO0Dd1hqoT6M4SkSkiMl5xlcm66wHLdpxPEaZswK6TWDmkHMUHsMVfKHWo2xmlzULBRzFl812vv4Nf/9BkeWd7vcMqNqRbsQ7WBWhuoOvLChOe2Ojy31dm1nKFguuBsmx80lwVCc6Ucrm2yUM71ArzNVogfJ8wUHJp+RLAZs1R1cUyZ8yPG12Fbx0U7WsZ1A6LkMK3jjOwkEUthGQrHMHvXTcMgTjSdIKazR6hkW2pbu7jBaqFRfM8V4lYbldCnPnC9POTxFhDR/3zuAJ7Y5/UGTysZcg6MEKNlZ+hTqVQk8BFCiGNiWRaVSoWtra3efRL6CCFupaNWCYWRJohj/OjwVULRQJuYnVVCUaKJkv2rhKyBQEiqhMQoMQ2Ds1MuG62AzVZIOWfjWIq1RkAUa1bqHjNFh8IYzoSZKjj8wOvv5lPPbPFf/uTKgXN+bDOdAXKUqbI7ZwvtZb3pH2q5RJO2sGsFQHPX40XH7FUFlVyLvGVSzdvMl3PcMVcATJ7ZlDk/YrIdtnVcv23c9mBoWwVxL6/t7yQoA+yBE0as7gkj3dZxSqX7GlG8Z+u4wTCo20Ku205OTjgRYrdR+Yv29MD1XSGN1lorpR4HLmZ3vRK4tM/rPTBwfa/ZP0KMBK31trZDAKVS6RZtjRBCjKedoU8Yhmit5eClEOLUOWyVUBhp/Djeu0poj9cfrBLqDZIeWiUEDDmbd2eV0GA4JAdtxGmhUMwW0yqR5bpHDoulisF6K8APE9abAYGbUM2P59zUl52bYqGcO3DOTxhrFso53v7y20m07s0P6l6uZfN0Bs3tMVtop+OaL9QKYlobba4MaVv3DS87y6vuniFHOudntpS2ixNCbNdtHceQk0UGW8f1QqGkv4/QbR0XJJog2rt1nGWmoY412FY2ayWHVvhhgr9v6ziFY5rb28ZJ6zgxwUYl9Hkku1TAi/ZY5lP0Q59vAX5y2EJKqVcB9w7c9fwxbJ8Qt8xgu6EumTMhhBDHa+f7qtZaQh8hxEjqVgmlvQ92v7cNVgmFsc4CoRurEhocIn1QldDg/KDeGcHZUGl5zxU3W9GxODedZ6Xu4YcG8+UctXZAw4tpeBFBlDBbcjCN8Ws91J3z85//+Ol9272tNnx+6RNP8R2vvoMvu2d7FbTWmqYfsd4MWG/5rDUDbpvOH7juThDRDoYfHD5OFdfmWj1gqgglx0rDvChhvtyf8/OnX9zgDx+7xlLVZani9i5P83wnIW6mw7SO2902rh8Q9VrHJcNDnX7ruO1hkG2ll/3WcZrOkNZz0G8dZ5tpddBgtZC0jhPjaiRCH631k0qpVdIqn4pS6j6t9SM7Fvsd4Fuz6/crpX5Ma/1TgwsopRaAdwGa/pygj53gpgtx4vSQgZzyD7EQQhwvY8jBnCRJht4vhBCj6qAqoTjRvUBosEqoOxvI4HBVQv32MLurhNLXhP2qhPrVQVIlJE6eY5rcNlXgWsOn4UVMFXI4VsRGO8CPEpbrPnNFh9yQ4emjrpiz+L4vu4v3PHyV9z+yuudyXpjwHz/yJG97YImHLi72/h9VSlF2bcquzR1zxUOvd6sTYpuKMD5K47ijW6zmiGLYbAYEbsx0wUnDvDhmqZLHNg0uLzf40GPXdj3XMQ0Wqy5LlVwWBuVZqricqbosVHJ7vo8KMWkMlVXhWMP/b9rVOi7Zvp/Qbx2nYY95QsOqh4e1jhu2bzHYOs4enCeUXcr+hRhVIxH6ZD4EfFN2/W30q3+6fg+4BsyRBjr/RCn1ldn9NeA+4B3ATPa4Bj6ktX72xLdcCCGEEEIIIUacaSjyjkneMdmvSqhXIbRHldDQ9jCkz+m3iOmHSTurhIY16FbZLCF7yAEfqRISN8pQisWKi2sHrDUDCo6FZSo2WgFhpFlt+EwV0nBj3BiG4mtecpbbpwv7zvnRwHseXubZzQ7f+srzuDcQgp2p5vlnb38JDS/qtYtbG2gbt94KaHjRdb8+QDVvc6ZaoNYJqXdCWl5MGKcBnh8aPLPZZqnqslzzhj4/iBOe2WjzzJC2cQAzRYczVZfFLAhaqvQrhca1LaAQ12O/1nHAvrOE4iTdPwiivVvHGUa6f+Bk+wWW1a0izqqTDmgdZxik1UGm2asY6lYI5SxpHSdOr1EKff47aeijgO8A/s3gg1rrtlLqHwI/T7+S5/XZR1c37IH0X4X/9YS3WQghhBBCCCHG3lGrhAaDoTBOQO9fJRQnSVYVtL1KKIoTopjsoM/+VULWjrZx3WDIktYu4pCqeYecbWRBgMlC2WWzHdD2Y7baIUGcMF0Yz7Zf3Tk/7/r4U6w1956385nnaqy8/zG+53V3slB2r3t9hlJU8zbVvM1d87sf96M4axu3e47QRisgTvavEpopprN7qnkbJwvwgjBhpeExV8rhYHJ1y+O5reGhzkE2su343PP1XY+5trGtVdyb71vgzjmZyyvEMOnfbMize/+i2zqu20Z2Z0CUaEgS8PdpHWdmoZBlGtjdk0Us1TtRJUmgEyT7to7rhkq5HW3j9qpuEuJmGKXQ5/eA/wEYAEqp81rrK4MLaK3/o1LqfuCH6Yc70A97umFQBPyA1vqTN2PDhRBCCCGEEGKSHVQlFMbb5wl1q4SCKD2T18z69rtD/oMdrBKKurOEhlYJabw9DvrsDIJ61UKmGssD+OL6uZbFuekCy3WfThAzW8zhWCG1dkjbjwmiNDQYxzkR3Tk//98f7T/nZ6Xu828uPcZffdUF7j9bPZFtyVkmZ6fynJ3aPSMoSTS1Tsh6y2e9GbC2IxhqBTGzWegDkHcsFkyDtaZPFGtW6z7TRYeiY7FcH17pcyO8MOGL622+uJ4GSvefrR4Y+nSCmChJKOUsqSwQItNrHccBreOGzBLq7R/EEMUJ+7WOs7ozhEyjN2dwZ+u49j6t4+zBlnHd69I6TpywkQl9tNZt4C8fYrm/o5T6OPB/AhcHHur+Jn0U+FGt9SeOfSOFEEIIIYQQQhyJGuz3P6TUZ7BKKIiTbeHQdVUJDYRDh6kSMg21rW1c7wCQKVVCk8o0DM5OuWy0AjZbIeVcWi2y1gyy0MBjuuhQcEbmkMuhFZx0zs97H77KpQPm/PziR5/iq7I5PzczPDUMxXTRYbrocM/C7se7Acog2zRYKLtstHy8MGGjGdAwA1r+8JZRx2mpcnBF1CeeXOPfXHqcomP2KoS6c4SWqunHfCknB5GFGNBrHbeHwVayO4OhaLB1HDEMKXDsto6zu/sEVvfEkaO1jhsMheyBcMiQ32dxA8ZvDwTQWv8m8JtKqXuAFwBTwCbwaa311Vu5bUIIIYQQQgghDm97ldB2w6qEwjjBz67fUJVQotFJGjrFB1QJDc4PkiqhyaBQzBZzuLbJct0jZ1ksVQzWWwF+mLDeDAjcZCzntxiG4i+95Cy3TRf4L5+8QhDtPefnvdmcn2+7wTk/xyl9L9m9LaahmC+71NoBdS+i7sW8+s4Z2kGcVgllgdBxW6oeHPp0Zwu1gpgvXGvxhWutXcsYChbK/bZx3ZlCS9X0+jiGkELcCMs0sPZoHae13jY/aHtAlBAnA63j9qgS6rWOG6gOssx+xdBBreMsU/UrhHaEQjKvUBxkrN/xtdZPAE/c6u0QQgghhBBCCHH8Dl0lFCfbL6+nSigZPPCTHvDpVQmlS+96/s4qocFwSKqExkPRsTg3nWe55hFEBvPlHLV2QMOLaXgRQZQwW3IwjfH7fr/s3BSLlRzv/Nj+c34++1yNf3sMc35ulmrBwbYMNloBr717DtMkbdlnGHTCtEqo5cdcrXks1z1Wah5X6x5rDZ/9JwntNlWwDxWGXT1Em7lEw3Ld27MlXdm1OJMFQotZKLRUcVmsuswWpUpIiEFKDVTsDBEne88S6lYJHdQ6zjIVtmFgWSqrFurvH5hKpRVH8d6t4+yBVnG2qciZZu+67GOIsQ59hBBCCCGEEEJMrl6V0B5n8Q5WCYXZ5VGqhLafAZy2iwuTmCA+XJXQ4PygnWcBS5XQ6HBMk9unC1xr+DS8iKlCDseK2GgH+FHCct1nruiQOyWVLsfpTPX0zPk5TgXHwjIV672WfT4zAy37bpu2+LIXzKHo/56GccJq3e8FL8u1TnaZ3h72PnDmEK3dAFZqNz5bqOFFNLwmj600dz1mGYq//oa7eev9Sze8HiEmQbd1XG6PI+vdyqBhwVA3FAojTbhv6ziFbZhZiJMGOYOt47onsQxjGGybH7RzrpC0jht/EvoIIYQQQgghhJg4h6kSGmwVtzMcQisc02RI17ns+WmVUBT9/9m77zhJ6jp//K9PVXVVdZju6cmzO5sXFlwUkIwcrAFRgqICJ3giJu4U5URQz0MJCmbAdH7vUH7A6YlkUQQVlEVyUIKgAptndidPT+fqrvT7o7p78kzP7ITu3tfz8ZjHTFVX+BTNTqh3vT8vIO/Yk3YJeTeCbEzXJaTIEnzjikN8grfySEKgNaxD9+UxkMqPFA3SeViWi75kDvUBH+p031IPdd5VQ87PXKiyPCbnZzCVh6k7iARUJLMWTNtBW1iHUuji8skSlkf9WB71TziW67qIZ81SAagnYaA7bmBZ/cRtJzNV9858sRwXdZNVt8fZM5zFQ6/0laaOa4/4EQ3U3hSGRHurOHXcZFNJTjl1nOPAskdPHeciB2uK46Pw+8HI7wW+cVPHGY4z5ZSUxQdMtEmKQpw6rjaw6ENEREREREQ0TvEp3smmXhrdJWSOKghN1iXk/dU99k/v8V1C3tO/7qRdQiizS2j0DZ9Kv5leyyJ+FZpPKmSwyGit0xFL55HJ2xjOmMjbDqIBtebeo2rP+ZmKLAk0hTQksmYh58dCznbQGNJg5B10DmXQXq9DV6a/vSaEQH1ARX1AxQHt4VmNwTBtxDLm3lxGWdrK6Dp6tTeJXzzTOWadqkheASg8kifUNmoaOVVhkZpotNlMHTc2S8j7PHrqOGOaqeMUSYKvOHVc4evxU8dl89NPHecr5AppsgyfIqDKEh88qRJVXfQRQrQAeAeAfwKwDkADgDoAcF133RIOjYiI9kFXXHEFrrzyytLyQw89hE2bNk267Y4dO7BmzZrS8oc+9CHcdNNNCza2zZs3481vfnNp+fLLL8cVV1yxYOcjIiKqZTN1CTmOVxDKWWO7g/Lldgm5hRs9ljumS8iy3ZFpYWboEio+xTu6S0iZ5iYTzR9dUbAiGkBPwkA27xUI1JyJeMZEJmfDtHNoDKo1+V7UYs6PEGJMzk/OdNCXMNAYUqFCxu6YgeY6DeEF6uLSFAk3nXdEaaq47kKOUHF5ODs/BaG2yMzvw2QdR3nLK351DmUm3acxqE4oBhU/R/zsEiIar5yp4ybtFJpk6rjsJN+GhQSohanjFBmF3w+83EFVmXnqOFXxuhpDUw2QKkJVvjtCiHYAXwXwAQDq+JeBybPzhBAfAvD/FRZjANpd1134xyWIiIiIiIhonyFJAvoUXUIARopA47qEinP+y0JAVoo3fKbpEnJcWJYzZZdQboppXYpPGI8uBLFLaH7JkoRl9X4MpfKIZUzUaT6ossBAKg/T8ooG0VEZMbWk1nN+BpITc376EjnkLBtNIW1Mzs98EEKgMaShMaRN+t8pm7dLU8b1FopCPXEvU6gvmYPlTHqLbIywrpT1/2LPHLKFBtN5DKbzeHlPYsJrfp+M1rCG9ogfrYVi0EHLwljVGJz1eYj2FcWp46bqRJ5QEHKKmUKF6WVnmDpOlgCf4nUHjf4dQZG83xvyloPdsSw2tNUt9KXSXqi63y6EECcC+BmAJqD0k3Tmn2CeWwB8C0AzgCiA0wDcNd9jJCIimm/nnXcebr755tLy9u3bsXr16qUbEBEREc1ZseASnKFLaLLi0Gy7hCzHhWm5pSeDZ+4SKuQEjOoSUkYViah8At7Nes0nozdpQFMUtIUlDKTzyI/KiAnXYLfDrHN+Nrbhba+rjpyf1rCOwVQOOavwHvodRPwq4hkLecvL+ZGlxfu34ldlrGkKYk3TxEKJ7bgYTOdGsoRGf44bSOa8m77ldPkA858tlDVt7BjMYMfgSJfQucesmrHo47puzf2bIZoPM00d57hu6QGTkQdIRjqFXBewHcDOTz51nCwBa5pCU3YBUeWoqqKPEOKfAPwaXnfP6EKPDWAYXiFoSq7r5oUQvwDw6cKq08GiDxEREREREVWIuXQJFT+X2yXkPQU8tkvItF04TuFmj+PM2CU0uhBUfAJYlngTdjIhTYGq+NETN5C3JLTUaYhn8kgatpcRY3lTwNXaf79Z5fy83IOu4erJ+Wmu0xDPmkgaFhJZr9jTENKQzTvojGXQHvFDU5b+OmRJoKVOR0udjjdM8noqZ6E3YcCyy3uWei6dPrNVTrbQa30pXParl9Ae9qO1MFVc+6ip45pq8N8T0XyQhICmTD11nO2MLwp5vzPkrcKDI4s7XNoLVVP0EULUwyvQFAs+AsB9AK4B8CiA5QC2lXGoX2Gk6PPm6TYkIiIiIiIiqiTldAnlRxeGpuoSmiR+ZHSXkOk43seUXUITje8SUkZNG6dIYp9+Ml+VZXREA+hP5pA0LNQHNKiK5WXEWA56EgaaQmpFFArmW63m/NQHvFymoXQehumgL2mgMagCkNEVy6KlTkPdAuX8zJeQpiDUHCprW8d1cUBbHbrjBrrjBrLm5N8H9lY5RZ+euIF0zsaW/hS29KcmvO4Vu7RJc4TaInpNTqtINB+KeULjf0fIWw52TZHbRZWpmr7LfQFA46jli13Xva64IIQot9j4GLzOIBnAMiHEctd1d8/fMImIiGa2evVquO7iPSezadOmRT0fERERLb7ZdAmZhSnkpu4SGsuF6z35W5gGZqRLyDvWXLuElMIUcvvCU/mSEGgN69B9eQyk8qWMmMF0HpblZcREg2pNhmPXas5PUCu8h6nCe5jMoTGowu9T0FvI+WlcgJyfpSAJgf9454EAvOnVkoY1ccq4hFcQGkzl5twR0B7xz7jNTNPM2Y5bKk6hc+LrYV0pFIH8aIvoaA/rpY6hxpBa8dMMEhHNpCp+kxDe40AfxciUbj8eXfCZDdd1DSHEFgAbCqsOBMCiDxEREREREdW0uXQJFYtDcEflBEzXJVScEmauXUJSYbq4Gu4SivhVaD4J3cMGVMhordMRS+eRyduIpfPIWTaigdq78VyrOT+aIqM1rGEglUfecjCQzCNcyPkZzljIWS7awtqi5vwsNCEEwn4fwn4f9m+dGOZu2g76Ejl0J7LoLRRfehIGegtFodwUU/0FNRkhfeZblXs7zVzCsJAwUni1d2KXkCJ5xdl3HtSGdx+yfK/OQ0S0VKqi6APgjRjJ67EBXL6Xx9uBkaLP6r08FhEREREREVFVK7dLqPh5Nl1Cxf1LXUKFvIC8PUmX0CTB0cAkXULSyNfV2CWkKwpWNgTQkzCQzXuZPj7DRCJrIpOzYdo5NIVUKDVUKABqOefHy2qKZfNIGzYSWQuW7SIaVJHN2+iKZdEW0Wty+r7J+GQJy6N+LI9O7NpxXRfDWdMrBhU7hApFIb9a3n+fmTp99obluNg9nIVRRlC9Ydp4fOsAWsM62iN+RAO+mipQE1H1qpaiz4GFzy6Av7iu27uXx4uP+jq8l8ciIqp627Ztw3PPPYf+/n4MDQ1BVVU0NDRgw4YNOOSQQxAMBmd9zD179uDJJ59Eb28vYrEYIpEImpubccQRR2DNmjXzfg2dnZ145pln0NXVhWw2i6amJrz+9a/H4YcfDmkv/1geHBzEww8/jN27dyObzWLZsmVYu3Ytjj766L0+djWxLAtPPfUUtm7div7+fti2jebmZqxevRrHHnssNG2Sx4b3gm3beOyxx7Bt2zb09PQgEAhg+fLlOP7449Hc3Dyv5yIiIqLpFbuEJjO+S2j0NHI5y4Hrjtp/ki4hxy0GRo/rEnK84lBZXUJSIUuoirqEZEnCsno/hlJ5xDImwroPmiIwkMrDtBz0xg1Eg2pN5o/MJufnugdfxUfftAYtZWS9LCUhBBoCGlTZKnVumY6BxtBIzk9rnV5WJ0stE0IgGlARDag4oH1ut+QWsuhT1F7G/29dsSyue/C10rKqSF5u0PgsoYiO1jodqrLv/O1IREurWn7StIz6esc8HM8a9XVl/9ZARLRABgcHcd111+FnP/sZdu7cOeV2qqri2GOPxQc/+EGcffbZ8PunnmPZcRzccsst+Pa3v40XXnhhyu32339/XHjhhTj//PPh85UXbjr6j/UTTjgBmzdvBgA8/vjjuPzyy/HHP/4RjjPxaazW1lZceumluOCCC2ZdoHnttddwySWX4L777oNlWRNeX7FiBT7+8Y/jc5/7HHR9dj9OduzYMab49aEPfQg33XTTmG1uuukmfPjDH550/+kKZ6tWrcKOHTvGrNu8eTPe/OY3l5Yvv/xyXHHFFWWNdefOnfjKV76CO++8E/F4fNJtAoEATjnlFFx55ZU48MADJ91mvCuuuAJXXnllafmhhx7Cpk2bYBgGrr76avzkJz9BT0/PhP2EEDjttNPwzW9+EwcccEBZ5yIiIqKFM1OXkDVu2rhil5Bpe8UdSQhoZXQJWYWi0JRdQlM8mT+mS6hQHKqULiEBgcaQBs0nozdpQFMUtIUlDKTzyJsOBlN5mLqDsL/2OgiKOT8/e3In/j5Nzk9fMofr/lA9OT8hTYFPLhbvXPQmRnJ+ehIGopYPDSG1JnJ+lsrFJ+6PnkKnUHH6uN6EgeGsOW/naIvM/Pdd77jiUzHsfrLAewGgMaSitVAUao/opQ6htoiOsK7U3L9xIlo61VL0Gf2b4+SP9sxO/aivh+fheEREVeWGG27AZz7zGaRSE+cwHi+fz2Pz5s3YvHkz1q5di02bNk26XXd3N04//XQ8/fTTMx7z1Vdfxac+9Sn84Ac/wK9//Wvst99+s70EAMDXvvY1XHbZZbCneOoTAHp7e3HhhRfioYcewi9+8QuoqlrWsX/605/i4x//OHK53JTbdHZ24rLLLsNdd92F+++/f9bjrwY/+tGP8NnPfnba/w4AkMlkcPvtt+Ouu+7Cl770pbILSuO99tprOOOMM/Diiy9OuY3ruvjVr36Fhx56CL/85S/xlre8ZU7nIiIiosWhyBIUWUJgkl/DRncJmdbE4tBsu4SsQpeQWWaXkCRGjr+UXUJeocCP3oSBvOVNFTacySNl2EgYFnKWNwXcUhep5ltAVfCx49bi/pd78ODfp57UxTAd/KSQ83NileT8tI3K+RlM5VHndxDRVcQyJnKWg9aIDrnCr6NSbVwWmbQAmM3b6El4U8X1xLPoSeS8z3EDfckcLMed5GiTay2j06d7FtlCLoCBVB4DqTxe3pOY8LrfJ4/tDip8XhENoLlufmdUIKLaVy1Fn/5RX7fOw/FGPxY8NA/HIyKqGp/5zGfwve99b8L6hoYGHHLIIWhuboZt2+jv78eLL76IWCw24zF37tyJE044YULHUF1dHY488ki0tLRgaGgIzz77LAYHB0uvv/LKKzj22GPx4IMP4uCDD57VdXznO9/BpZdeWlresGEDNmzYgGAwiO7ubjz55JMwjJFfwu+++258+ctfxje/+c0Zj33LLbfgvPPOm9A5tGHDBhxwwAFQVRU7duzAs88+C9d18fzzz+OUU07B29/+9lldQ6W78sorJy3ebNy4Efvttx8URSlNDei63h9Qtm3jyiuvxO7du/HjH/94Vufr7+/HRz7yEWzfvh0AEAwGceSRR6K1tRW5XA4vvPACtm3bVto+mUzijDPOwEsvvYRly5bN/UKJiIhoycy2S6j09Sy6hCxnVFGo0CVk2Q5sB3BcIGdN3yXkTR0nSsWhheoS0hQZHdEA+pM5JA0L0YAGTbEwlM4jZznoTXhThdVaLowkCZzy+nZ0RP34+dNT5/wAwG9f7sHuasv5yeSRztlIZAo5PwEVmbyNrqHMPpXzsxj8qow1TUGsaZo4PbntuBhM5dCTGOkM6i5kCfXGDSRzIzM7BFQZ4TKm4ZvPaeaypo3tA2lsH0iPWf+WDS246MT95+08RLRvqJaiz57CZwHgMCGEcIt3l2ZJCNEBYO2oVX/b28EREVWL6667bkLB55hjjsFVV12FTZs2TTr92QsvvIDbbrttyhv4lmXh7LPPHlPwCYVCuPrqq3H++eePmfbMsiz84he/wEUXXYSBgQEAwMDAAM466yz8+c9/RigUKus6/vrXv+KRRx4BAJx++un4+te/PmGar1gshs9+9rNjpky75ppr8IlPfAKrV6+e8tg7duzA+eefP6bgc8QRR+BHP/oRDj/88DHbdnV14eKLL8Ztt92Gv/zlL6VixXw544wzSp1Vl1xyCe68887Sa4888gg6Ojom3U9R9v7H+3333Teh4PPmN78ZP/jBD7Bx48Yx63fu3InPfvazuOuuu0rrfvKTn+CII47A+eefX/Y5P/nJT2JgYACNjY34+te/jg996EMTOrN+97vf4YMf/CD6+73nQWKxGL785S/jhhtumOUVEhERUTWYrkvIdV3kRmcITdMl5J+hS8grDE3dJTTZrFEL0SUkCYHWsA7Nl8dgKo+AqkCRBQbTeViWi75EDtGgitBUVa4qdnBHPVrqajDnJ6hBVQo5Pzkblm2gMaQBkLycn7Bek+9npZElgZawjpawjjdM8mdUKmehp1AEyuStsv799sSzCzDSscqZZi6Tt/Cfd/8VbRF/aeq4trCO1oiO5hrsECSimVXLT5XHAJjwmrnrALwbwC/neKx/G/V1zHXdqeePISKqIX/729/w+c9/fsy6Cy64AN///venzbo5+OCDcfDBB+NLX/oS8vmJf3z96Ec/whNPPFFaDgaD+P3vf49jjjlmwraKouBf/uVfcNhhh+H4448vFX5effVVXHnllfj2t79d1rUMDXlNmp///Oen7NyJRqO48cYbEYvFcM899wDwulBuuOEGfPWrX53y2BdeeOGYae82bdqE+++/f9LMno6ODtx6661ob2/H9773vbK6omYjFAqVCmHjC2IdHR3TFq/2Ri6Xw8c+9rEx684880zccsstkOWJTyKuWrUKd955Jz796U/jhz/8YWn9RRddhPe85z1obm4u67wDAwNob2/HI488gnXr1k26zUknnYT77rsPRx99dGlav1/84hf47ne/i7q6unIvkYiIiGqAEAK6r8wuoXHdQuV0CZUKQaO6hEzHm4aunC4hRRKlgtBsu4Tq/So0RUJP3IAKGS11OobTeWTyNmLpPHKWjWhArfhpzmZrtjk/HzhqFQ6qlpwfSWAgnUPecktdW7qioCduIBr0oTHIKbyWUkhTsL4lhPUt5T2ICHjdeQFVRiY/H0kUkys3W2hrfxpb+9MTXpMlgZY6rZAfNHH6uIBaLbeGiWg2quJftuu6aSHEYwA2wev2+ZoQ4n7XdacPGBhHCHEggIvgTaUJAL+Z14ESEVWwq6++GpY10rL+zne+Ez/4wQ/KfgLR7/fD7/ePWec4Dr773e+OWfeNb3xj0oLPaAceeCD++7//G2eccUZp3fXXX4/LLrus7Bv3xx13HL7+9a/PuN3VV19dKvoAwB//+Mcpiz5bt27FvffeW1quq6vD//3f/01a8BntmmuuwcMPP4znn3++rLFXup///Ofo7u4uLa9atQo33njjpAWf0b773e/i0UcfLf13yGQy+H//7//hsssuK/vcN99885QFn6LDDz8c73nPe3DHHXeUzvPkk0/ixBNPLPs8REREVPtm6hKabNo40/aKOI4DKJIERZq+S8hyit1CE7uELMeF5czcJaTIY4tDxS4hv0/BioYAehMGsnkv08dnmEhkTWRyNkw7h6aQCmWaB7iqUTHn57cv9+CBGXJ+bqimnB+fjNawjsFCzs9AMo9IwEWd5kMsbSJvOWgJM+enmnz51NfBdV0kDauQI2SM+dwdNzCYymFOUxUVtJXRzdYzTbaQ7bjojntjeb5z4uthXSkUgfyFz1qpY6gxVHuFZaJ9RVUUfQq+Ca/o4wLYAOAOIcSZruuWNYFmoeBzHwAdXuHIBVDeI+VERFVuaGgIt956a2lZkqRZFXym8qc//WnMlGYdHR345Cc/Wda+73vf+3D44Yfj2WefBQAkEgncfffdOPfcc8va/9JLL522Q6lo48aNWL16NXbs2AEA0xZmfvrTn2L07KH/9m//VlZWjCzLuOKKK3D66afPuG01uPnmm8cs/+d//ieCwYnzYo8nyzKuuuoqnHrqqaV1N910U9lFn6OOOqrsws2pp55aKvoAwHPPPceiDxEREZVNlLp8pu8SMi0XOdueuktoiuOP7hKyit1Cc+wS8vtkmLaDdM5GUFWgKgKDqTxMy0Fv3EBDUIW/xp7WlySBkws5P/9XRs5PVyyDDxy1quJzfhRJQnMh5yeTszFcKPZEAyrSORtdsQzawsz5qSZCCIT9PoT9PuzfOvEBRtN20JfIoTuRRW98VI5QoSg01feAonI6ffYmWyhhWEgYKbzam5rwmiJ50022RXQcsqIepx+yfM7nIaLFVTW/Fbiu+zshxB8AvBVeweZkAC8LIa4AcOdU+wkh1gH4OIBPY2zB5/9c131pocdNRFQJHn744dJUWABw4oknzthNUY5HH310zPLZZ59dViGm6Nxzzy0VfYrHK6fo4/f78Za3vKXs8xx44IGlok8mk0EqlZo0P2iy6ynXKaecgvr6egwPD5e9TyUyTRNPP/10aVlRFLz//e8ve/93vOMdaG5uLmXubN++HXv27CmreHbKKaeUfZ4DDzxwzHJfX1/Z+xIRERHNpNglBBXwZpofMb5LyLTdQkHI3qsuIa9QNHWXkO246E9lIVwAAkjnLTiOi1TOQr3fh2hQhU+W9vrBrkryho56NJeR8/PSnkTV5PxIQqAxqEGVTQxnzELOTw6NIRWwJHQNZ9EW1hGssULevsonS1ge9WN51D/hNdd1MZw1vWJQsUOo2C2UMJDN26if7JvION3TdPrsDctxsXs4i93DWdSVmTv1Sk8SzXUaogFfTX0vIqo21fYT5P0AngawurC8BsBNAG4AMKZJUQhxP4D9R21bLPYAwD8wNtuHiKimPf7442OWN23aNC/HHV2wAYBjjz12VvuP3/6ZZ54pa79169ZBVSeZp2MK0Wh0zHI8Hp+06DP6evx+P97whjeUfQ5FUfDGN74Rf/zjH8vepxK9/PLLyGZHAkk3btyIcDhc9v6yLOOoo44aM03eM888g3e/+90z7vu6172u7PNM9p4SERERLYaZuoRsxy0VhEZ3CRWzgSSU1yVk2e5IppDjQJYUKLLAYDoPy3IRUGUkDRNJw0bSsNCbzCHi95WmjFMkLztIkcSY5WrTHvHjs2/bHz99ahf+3p2Ycrtqy/mp033wFd7PvOWgN2GgKaRCUxR0DxtoCPnQEGDOTy0TQiAaUBENqDigfeLfXKbtlFU46d2LTp9ytZbRcWSYNi654wUAgKpIaCvkCLWG9ZGvIzpa63SoSm1NS0lUaaqq6OO67qAQ4iQAdwPYCK+II+Bdx5pRmwoAby98Lu1eWH4RwKmu62YWZdBERBVgdD4L4N3Inw/juyv233//We1/wAEHTHu8qYy/4T8Tn2/s01GmOXFi9VwuN6ZwsGbNmhkzbMbbf//9q77os7fvKeC9r6OLPgvxvpbznhIREREtBVkS8Ksy/KqM6bqESh1CU3QJYZIH/F24yJs29sQNDGdMhHUfkoaJobQJ03YwmM4j4vdBdSTkMHHaKCEKx5cLxaBiYaiwXKlP5vtVBR9705qay/nRfQpawxIGCtP19SfzqA+4CGk+DKVM5E0XLWGt4q+DFoZPLq8w8o6NbdivtW5Mp1B8sjCxvdBeRgfd6OJT3nKwayiDXUMTb78KAI0hFa2FQlBbWC/lCLVFdIR1pWK/FxFVi6oq+gCA67pbhBBHAvgOgI+i0GwNTJqLVlwnANgAbgTwWdd10ws+UCKiCjI4ODhmebZFk6nEYrExy5HI7J6oCwaDUBQFlmUB8LKHyjGbKeTKNf5aZtPdUjTb669Ee/ueTrbPUr6vRERERJVktl1CowtDpu0AroDmU7CmKYThbB6DqTzqAypaI7bXMWJ608ZpPgmaIsNyvI4h2/E+XBeF7qHJxze6M0iWpIrqEqrlnJ+WUTk/sbSJnO2gIaAilbOQj9loi+hQZ/lAGu07jlnXhGPWNY1Zl8lb6E3k0BPPoqeQH9RbmEKuL5mD5Ux2G3Vq85kt5AIYSOUxkMrj5T0Tu/f8PhltpWLQ2M/NdVrZxTCifVnVFX0AwHXdLIALhBBXwZum7UQAh2HS52DwMoDfAfh/rutuXbxREhFVrvl6asZ1x/6iuLfHraSneSppLItpvt/T+ToGERER0b6gnC6hYiGouU5DcyiPnUMZyCbQUqcjls4hm3eQMx3Ikjd1VLFLxHVdLyvIdmC7gGU7XlHI8b52XZSKQzkL8J6dHTG+S0gudAp5BSKxaN0otZzz45NNxDMmMoYNy8qhKaQib0nojDHnh2YnoCpY06RgTVNwwmu242IwlSvlCPUWikI9CQO9cQNJ7xvAGG1l/Buar2yhrGlj+0Aa2wcmPrO/obUO3znz4Hk5D1Etq+qfFq7rdgO4HMDlQggNQBuARnjdPwMAel3XTS7hEImIKkJT09infsrtvJhJQ0PDmOV4PI5ly5aVvX86nS51+QDz14E0F/OREVMLuTKTvaezNX6fpXxfiYiIiGrFSJcQUAwEaovoWNcSwq6hDJJZC2ZDAP0pA4OpPEzLRTJrIhLwAfCmbvPJYsqn5G3HLRSBXFi297Vte4WiOXcJSQKKPP9dQrPO+TlyFQ5aXvld+WHdB1UWGEx5OT89CQNNdSo0eDk/jSEv/4Vob8iSQEtYR0tYx8EdE19P5azSNHFeZ5CBaHDm/+9656noM53WcHk5V//10BaENMXrECp0CTWFtCXvWCRaLFVd9BnNdd0cgJ2FDyIiGqW9vX3M8t/+9jecdtppe33clpaWMcuvvvoqDjzwwLL3f+WVV6Y93mLSNA2RSKRUsNi+fTts255Vrs+rr766UMNbNJO9p7NVSe8rERERUa3zyRLWNgXRkzAwkMxjRTSIxpCGnrgBxwEkAbTUadB8cqFo43X7mLYL03G8zh/HuxEsSzImu6Va7BKyR3UGFbuEbNuBM4suoVJxaC+7hPyqgo8dtwa/famMnJ/HtuOkjW14e7Xk/ERG5fwk8qgPAiFVKRWDmuuY80MLJ6QpWN8SwvqW0Kz2G0xP3Xk3X9oi/hm3yVsOfvtyz4T1siTQUqeNmS6uvVAUag3rCLCTjmoI/28mItoHvOlNb8K3v/3t0vLmzZvxhS98Ya+Pe/jhh+Oee+4pLT/++ON497vfXfb+jz/++JjlI444Yq/HtDcOP/xw/OEPfwAAZLNZvPDCC3jjG99Y1r6maeIvf/nLgo1tsaZI27hxI/x+P7LZLADgpZdeQiKRKDvjyLZtPPXUU2PWLfX7SkRERFTrhBBoj/gR8CnojGUQ8ClY2RBAd9xAznTQk8ghGvChIagioE78vdJ2XJi21+XjFYa8LKBikWg2XUJ2oUvIWoQuIUmM5Pz8/OldyE2T8/O7l3uwu4pyfppDGmIZb7q+WCqPvG4jGlCRNCzkbRttYT+zTaiifPGdByBhWGOmi+uJZwtdQzkMpnKTBrLPRlsZnT69U2QL2Y6L7rg3NnROfD3i943NESp+HdHREFRZaKWqwqIPEdE+4IQTToCiKKWp1H7/+99j+/btWLNmzV4d97jjjhuzfMstt+DrX/86JKm8Pz5++tOfTnu8xXbccceVij6Adz3lFn3uu+8+DA8PL9DIvE6k0XK53IKcx+fz4cgjj8TDDz8MALAsC7fddhs+9rGPlbX/73//e/T19ZWW16xZM6sp/4iIiIho7iIBHzSfN90bTKAj6kd/KodExkIsYyJnOWgN6xMKKcUun8kUu3zGdAkVi0RldgnZrlvoDhrpErILX5fTJTQ6P6jYJSQXikSSEHhDRz1a6nT8f49tR39q6t+Tizk/H3nTGrRWeM6PLAk0hXTEsyYSWRNpw4Zp59AUVJEzJXTGMmiL6Aj4eGuPKoMQAhG/DxG/D/u31k14PW856EsaY6aOG/15uqJtUTmdPj1TFH1mEs+aiGdNvNI7MSnEJwu0jioErWoI4h0Htc3pPESLgT8ZiIj2AfX19fjABz6Am2++GQDgOA4uvPBC/PrXv96r4x5//PFYs2YNtm/fDgDo7OzE//zP/+ATn/jEjPvefffdePrpp0vL4XAYp59++l6NZ2998IMfxFe+8hW4rvf80f/8z//goosumrFoYds2rrjiigUdW319/Zjl7u5ubNiwYUHOde6555aKPgDwta99Deeccw4CgcC0+9m2jS996Utj1n3oQx9akDESERER0eR0n4z1zSF0xbKIZ020hHT4FRN9yRwyeRudQ16xoNxul3K7fEx76i4hRXiFmun2t0dlCY3vErJsF5ZtA+bE/YtdQqoi8JHj1uDu57rwam9qyuvpS+Zw3YOv4l+Oqo6cn4jfy/kZSueRNx30Jg00hTSokEs5P/V+5vxQ5VMVCR3RADqiE/+udF0XwxkTPYUuIa9bKIueRA69cQNDGW/quLYyirU9C5AtZNouumJZdMW8GTHWN4fKKvqkDAtBTV60mTuIiqqy6COECAI4C8BbARwCoBVAGLO/Htd13ar8b0BENFtf/OIX8fOf/xym6f2ldO+99+Izn/kMrr322rI6c7LZLPL5PCKRkT+MJEnCv//7v+Mzn/lMad0XvvAFHHbYYTjyyCOnPNYrr7yCf/u3fxuz7uMf/3jZU4gtlHXr1uGUU07BvffeCwBIJpP4wAc+gPvvvx+6PvUvl5dccgmef/75BR3b+Kyk3//+99i0adOCnOsDH/gALr30UvT0ePMgb9++HR/72Mfws5/9bNr/Vy6++OIxU9z5/f6yCoBERERENL8kSWBlYwD9yRx6EwbqdB9URUJP3CjdvGyu0xDx+/b6XKUun0nurozuEioVgqboEprM+C4huzAFneW4U3QJAacc1I5oYBBPbR+acsw5q7pyfvyqghZZwkAqB8t20ZfIIRpUEVQVDCTzyJnM+aHqJoRANKgiGlRxYPvE+wKGaaM34RU5ZzLXTp/ZaI2U1yl44a3PIZ41S/lBxW6h9oiO1sI0cpymkRZC1RU8hBAXAvgqgGKaGH+iERGVYcOGDbj22mvx6U9/urTue9/7Hv785z/jK1/5Ck444YRJb+i/8MILuO222/DjH/8Yt91224RCwwUXXIBbbrmllOOSTCZx4okn4utf/zo++tGPjpmWzLIs3HrrrbjooovQ399fWr9+/Xpcfvnl83zFc/P9738fDz30ENLpNAAv/+iEE07Aj370Ixx22GFjtu3q6sIll1yCW2+9FQAQjUYRi8UWZFwnnHAChBClLqRrrrkGsizjpJNOQmtrK3y+kT/YFUVBR0fHnM+laRquv/56vOtd7yqtu+WWW9Df34/vf//7EwpQu3btwsUXX4w77rhjzPprr70WLS0tcx4HEREREe2d5joNAVX2pnuDjI6GAPoSBtI5G/3JHHKmjaYFLBbM1CXkuCMdQWM7hPauS+iE/ZvRUqfhty/3wLSnThH53cs92NqfwnsOXoag7is7S2gp+GQJLXU6htI5GKaDoULOT30p58fhDWSqWbpPxqrGYFnb7tcSwgn7N5emjYtnJ2kR3EvldByZtoOBpJdjtGsoU/g+PJYA0BhSx2YJRfyl5bCusEuI5qRqij7C+z/8RgAfxEihxy18ALMr/riz3J6IqCZ86lOfwrZt23DdddeV1j366KN4y1vegsbGRhx66KFoamqCbdvo7+/Hiy++iKGhqZ+QA7wCwy233IITTjgBnZ1eGmIikcAFF1yAL37xizjqqKPQ1NSEWCyGZ599FgMDA2P2b2howG233Ya6uolz/i6FNWvW4Prrr8cHP/hBOI43p/DTTz+Nww8/HAcccAAOOOAAqKqKHTt24Nlnny1tc8ghh+Ad73gHvvGNbyzIuFavXo33vve9uPPOOwEA+XweV111Fa666qoJ265atQo7duzYq/Oddtpp+NKXvjTm+A8++CBe97rX4fWvfz32228/yLKM7du3489//nOpGFX04Q9/eEI3FxEREREtvqCmYH2Ll/OTydloj/gxlMkhljaRMCzkLAdtkaUpFkhCQFMm7xICMLEQNKpryHbcabuE2sI6NrTV4cbHdmAwnZ9yDFv6UvjJY9vx7oOXoyE4qotAoJQfNJIlJCAXlpeiq0aWBJrrdMQzeSQMC6lCzk9jUEXOBLoKOT9+5vzQPmzThhZs2jDy8GEmb6F3VHbQyPRxBvqSOdjO1IXhqbSX0enTl8hhpiO7AAZSeQyk8nhpT2LC636fPNIhFBnpFmqP6GgOaVBY5KUpVNNPgQsBnFv4uli0EQCyALYCiAOwlmZoRETV49prr8UBBxyAiy66CJnMyJMmg4ODePDBB+d0zDVr1uDJJ5/Eu971Lvz5z38urU8kEnjggQem3G+//fbDr3/96wXLppmrc845B7Zt4+Mf/zhyuZEg2H/84x/4xz/+MWH717/+9fjNb36D66+/fkHHdf3112PPnj144oknFvQ8RV/96lfR0tKCSy65BPn8yB/Kf/3rX/HXv/510n0kScIXv/hFfPWrX12UMRIRERHRzHyyhLVNQfQkDAwk82gIaNB9MnriXnh651AGrWEdwamqL0vEJ0vwyYAfEws7o7uELHtsplCxS2h5fQAXn7g/fvbULvyte+IN1aJYxsTPn9mFd72hHWubQ7BsF5ghS0iSxJjOIK8gNLK8kCIBFT5FwlDam9ptdM7PnmEDTSEVEeb8EAEAAqqCNU0hrGkKTXjNdlwMpnLoLhaFCoWh4udUbvJbzWVlC83DNHNZ08a2gTS2DaQnvCYJYGVDAD84+417fR6qPZX103wKQggFwGUYW+y5D8A3ATzqjn+8mIiIpnX++efj9NNPx7e+9S38/Oc/R3d395TbapqG448/Hueeey6OOeaYKbdbtmwZnn76afzsZz/DNddcgxdffHHKbffbbz98+tOfxr/+679CVSvzj5EPfvCDOOqoo3DJJZfg/vvvh2VN/GVv+fLl+OhHP4ovfOELCAQmhlHOt4aGBjzyyCO49957cdddd+H5559HV1cXkslkKatpvn3605/Gqaeeiq985Su46667kEhM/sey3+/HySefjCuvvBIbN25ckLEQERER0dwJIdAe8SPgU9AZyyDgU7AiGkBPwkDOdNAdNxAN+NAY0mY+WAWYqUtodCHokrfvj7ue2417X5z675685eCOv+zGSa9rxYmva4VbOMaELCHHgeMAjuMi77jwHo2yxx5sdJeQJEqdQnJhWZqHqeMCqgJFFhhM5Us5Pw1BFQFVQX8yD8Ny0FKnQXCiG6IpyZJAS1hHS1jHwZPMkJ4yLK8IlDDQHc+iN26gO2Ggvb6Mok88uwAjHuG4KHvqt9+97OX1FqeQawppFTeFJc0vUQ31EiHEWwA8iJGp3P7bdd0LlnBIRHMmhNgI4KXi8ksvvbRXN0gty8Jrr702Zt1+++0HRamKmi5ViJdeegkvvfQS+vv7EY/H4ff70dTUhP333x+HHHII/H7/rI+5e/duPPnkk+jt7cXw8DDq6urQ0tKCI444AmvXrl2Aq1g4AwMDePjhh7F7925ks1m0t7dj7dq1OPbYYyfNQapVpmniqaeewpYtWzAwMADbttHc3IxVq1bhTW96E3S9vDDLasTvtURERFRLDNPGrqEMcqYDFy76UzkkMt5DTgFVRmtYr8kbgk9sHcB1D76GrGlPu91By8I458hV8KuTTx03Jkuo+LVd+HqaDKGi8V1CsjR6+jgxqwwP23FLOT8AENYVRALeg3W6KqEtrE+ZiUREC+eGR7fhl8/vWdBzHLO2Ef958oEzbvex/30GvYmRWUxkSaClThuZOq4wZVxbYTmgjv07N2852DWUgSQBawsdU6/viMzvxVSwl19+GQcddNDoVQe5rvvyUo2nHNVS9PkEgP8qLCYAtLuuu7DlUqIFwqIPEVH14fdaIiIiqjW242J3LFsKOU8YJvqTObiu16XSFtGh+yYvelSzXUMZXP2bv2FPfPqpl5ZFdFz0tv3REtbHTBs3U/6H67qwXXfaLqFpzaFLyHVdJLJeRhMAaD4JjSENshCQJaC9XofO31uJFlXKsLAnnkV3acq4bGHauBwGUzPn/ZTjPYcux0fetGbabSzbwfv++3HMJroo4vehrZAjVOwMEgJoCWs4dEUUAIs+lV70qZbv+NHCZxfA4yz4EBERERERERHNnSwJrGwMoD+ZQ2/CQFj3QVMk9MQNmLaLrlgWzXUaIn7fUg91Xq1sCOCasw7BNb9/Bc/ujE253Z64gct+9TIufvv+OGpNY2m943rdPKMLQWahsGPaDgABRYgpu2tm7BIanSU0CWlcV1AxTyioedO9xTImcqaDvoSBxpAKFTJ2xww012kI67X1XhJVspCuYH+9Dvu31k14LW856EtOzBAqfs5ZM1WHPe2RmWfb6E/lZlXwAYB41kQ8a+KV3uSY9Wubgjj0/dEp9qJKUi1Fn9H/hw0u2SiIiIiIiIiIiGpIc52GgCpj11AGgIyOhgB64wYyeRv9yRxypo2mOg3SLKYcq3QhTcGXT30dfv70Ltz6TOeU22VNG1f95u84+4gVeP+RKyEJAUkIqIqAqkxe1ClmCVnOSEFodJeQLAnI0tQdVJbjjO0SKhSZJs8SGkd4XT/JrAUIIJE10RTSUKf70DNsIBeyvSf2mfNDtKRURUJHNICO6MRsYNd1MZwxCzlCBnoLxaDuhIHeuIGhzMi//tZwOdlC03c1zkZjqDIzmWmiain6/GPU1w1LNgoiIiIiIiIiohoT1BSsbwlh11AGmZyNZfV+DGVyGEp5U4blLAdtER0+uXayYSQh8C9HrcK6puCMOT+3PNOJrf1pfPbE/RHUpr+VpsgSFBkAJhZ2xncJFbuDisUhb2o9adouIdt1CkWgybuEBARCuoLhjIls3kbSsBDUZIQ0H7oTBgJaGsvCfug+GYoswScL+ArdQrPJEiKihSGEQDSoIhpUcWB7eMLrhmmjN+EVg/ZrCc14vJ7EfBZ9tHk7Fi2sain6PAogAyAA4IglHgsRERERERERUU3xyRLWNgXRHTcwmMqjIaBBU2T0FqYa6oplJg34rnbHrGtCRzSAq+/7O3YPT50m8PSOIVx8+wu49JQDsWKSp/PLUU6X0PhCkGmPFHlkSUCGDHWKRqFil5DtABG/gljGRCJrIWM6MO08IgEfUlkXW/MpNIU0qPLYA5UKQLKAT5JGvpYlyJNkCRHR4tN9MlY1BrGqMVjW9n6fjA2tdehJGKUMt7lqYqdP1aiKn9Su62aFEDcD+ASARiHEe1zXvXupx0VEREREREREVCuEEFhW70dAldEVyyKoKlgRDXgZE6aDPcMGGoIqGoK1deNvRUMA15x5MK554BU8s2PqnJ/dw1lcfNsL+OyJ++PotY1TbjdXxS4h3Td9l9BIYWi6LiEF9QEN6ZyFoXQeDlwIAGG/AiEE0jkLvoAEVZFg2S5cF4VjTZElJLzCoK/QHcQuIaLqsGlDCzZtaAEAZPLWyHRx43KE+pI52DOE/zSx06dqVEXRp+AyAKcDaAPwXSHE467r9i7tkIiIiIiIiIiIakt9QIXuK+b8AB1RP/pTOSQyXgHBMG20hvWa6v4Iagq+dEp5OT9X3/d3vP+IFTi7kPOzGGbqErInKQRZtgtFElBkgcFUHrbjIpmz0BhUEda9m7dBVUZjSCvlBo3eN2+PdA45LpCznCkD5kcXgIrFIXYJEVWWgKpgTVMIa5omTgtnOy4GUrmRQtC4olAqZzHTp4pUTdHHdd1BIcSpAB4EsALAo0KIc13XfWKJh0ZEREREREREVFN0n4x1zSF0xTJIZC20hHToion+ZA6ZvF2a7m2yrpRqVcr5aQ7hugdenTbn5xfPdGJbmTk/i0GWBGRJnvT9cF0X2byN3fEs0oaNnOlAkWwENR/iWQs5y0VbWIPfp8Dvm3hsxx2Zcs4rDDkwLRem47BLiKhGyJJAa1hHa1jHwR1jX8tbDv7Rk0BQq53v97Vu6X8qzYLrus8JIY4GcDuAN8Ar/DwK4LcA/g5gGMDkjxxMfcw/zfc4iYiIiIiIiIiqnSwJrGoMoj+ZQ0/cQFj3QVMk9MQNmLaL3cNZNIc0hCerFFSxY9Y2ouPMgxcl52cxCCEQ0BSsbw55HVtZCwCgyhI6on64LiAE0FynQpIE8pbjfRSKO5IQ0BQZU9W2SoWgUV1CpuPAtMrrEhrpDmKXEFGlCqgKWJ+tHlVV9AEA13VfE0JcDOA2AFEAxxU+5nQ4VOF/AyIiIiIiIiKixdJcp8Gvytg1mIGmyOhoCKA3biCTt9GXzMEwbTTVaYs21dliqJScn/kkhEBLnQ6t0LGVylnIx2y0RXSokoyBVB4rogG01OmlfVzXm+ZtdCEob3lFnpzlwHFGsoSm6xIak0M0rkvIclxYjo3JMuZHdwkp8tjiELuEiIgmV1UFDyFEGMCN8LJ9AK9oAwD8Dk9EREREREREtEBCmoL9WkPYOZhBNm9jWb0fQ+kchtImEoaFnOWgLaLDJ0+eOVONijk/tzy9C7+owJyfuYr4vY6t7riBvOWiM5ZFW1hHUFWwayiDZlNDa1iDEF5RxevymXxaJ8se6QjK2fbUXUJTjGV0l5BV7Bbaiy4hZVS3ELuEiGhfVTVFHyFEEMBDAA6BV+RhwYeIiIiIiIiIaJH4ZAnrmoPojhsYTOXRENSg+WT0JgzkLKeU8xNQq+Z204wkIfCBo1ZhbZk5P1v7U7j4xA0VkfMzHd0nY0XUj+6EgZzpoCduIBr0oSGgob/QvbWiITBj4USRJSiyBKgAMLbVZ3yXkGm7hYKQvVddQl6hqLwuIWXctHHsEiKifUFl/wQa6+sADoVX7HHhFXtSAB4D8BqAOABryUZHRERERERERFTjhBBYVu9HQJXRFcsiqCpYEQ2gJ5FFznSxZ9hAQ1BFQ1Bd6qHOq3Jzfp7ZEfNyfk4+ECsaKjfnB/AKIh31fvQnc0gYFoZSJkzLRXOdhqRhYUtfCqsaA9B9cwtvL6dLqFgIGt0lVMwGklBel5BluyOZQuO6hLxjAsDEYt3oLqHxxSF2CRFRNauKoo8Qoh7AxzFS7LEAXArgB67rGks4NCIiIiIiIiKifU59QIXuk7FzMAMA6IgG0JfMIZm1MJTOwzBttIb1mrp5Pqucn9tfwEUn7o9jqiHnJ6xD83k5P0nDQt620Rb2AwC29KWwoiGAyGStOHvJ6xIC/KqM6bqESh1CU3QJocwuodHFoZm6hEQpS2ikEDS6SMQuISKqZFVR9AGwCYCGkS6fC1zX/fGSjoiIiIiIiIiIaB+m+2SsbwmhK5ZBImuhtU6Hv1A8yORtdMUyaIvoU3Z6VKPZ5Px87b6/45+PWIFzqiTnR5WlUsdWZ+G9C/gU7BrMoCWsoTWsL9p4ZuoSsp2RQlCxS6hYHCq3S8hyvOniRncJWbYDywbcMruERjKE2CVERJWjWoo+6wqfBYDdLPgQERERERERES09WRJY1RhEX9JAbzyHsO6DpkjoiRswbRddsSyaQxrCC9ApslRmk/Nz6zOd2FYlOT9+VUZHNICeuJfR1D1soDGkot6voi/h5fx0RGfO+VkMsiTgV+Vpu4TGdAgVuoTylgvbcUtdQvokb4kLbz/LcQtT0I1MOTe+SwhldAmNdAh5RaJKLwASUfWr7J82I6TCZxfAs0s5ECIiIiIiIiIiGqulTkdA9bpCNEVGR0MAvXEDmbyNvmQOhmWjOaTV1LRYtZjz45MlLI/6S1O9DSTzyJkOmus0JLIWtloprGyYe87PYhjpEgIma/UZ3SWUt53SNHLFLiG403cJ2Y5TyA4aKQSN5AvN3CUkS2JMZ9Do4pAiSxO2JyKarWop+uwe9XVmyUZBRERERERERESTCmkK1reEsGsog2zexrJ6P4bSOQylTSSyFnKWg7awDl8N3dgu5vxc+8CreHrH0JTbVVPOjyQEWsM6NCWPgVR+Qs7P1n4v5yesV2f31tguobFc1/U6hEYVgkrFIcuB7biQJQnyXLqEHBeu4xWdbMeFYToT9h/dJaRI4zKF2CVERGWqlqLPllFfty3ZKIiIiIiIiIiIaEqqImFdcxB74gaGUnk0BDVoPhm9CQM500FXLIPWsNcVVCuCmoJLTzkQv3h6F26poZyf+oAKVZEK752X89Me0eH3Kdg5kEFrRENL3eLl/CwGIQRURUBVpOm7hOyxxaA5dQk5hS4he+5dQiNTx7FLiIhGVMVPWNd1nxZC7ACwGsBRQgjddV1jaUdFRERERERERETjCSGwvN6PoCqjK5ZFUFWwIhpATyKLnOliz7CBxqCKaFBd6qHOG0kInFPI+bm2jJyfrX0pXPz2DQhVeM5PQFXQEQ2gO24gbznYM2ygKaQi4lfRG8/ByDvoiPohVUDOz2IodQlh5i4hs/A5Z5XfJVSaLm5Ul5DlOMjb5XUJjc4PYpcQ0b6rsn+yjPU/AL4OwA/gUwC+s7TDISIiIiIiIiKiqdQHVOg+GTsHvZn6O6IB9CVzSGYtDKbzMCwbLXU65BoqGBy9thHXnHUwrv7N9Dk/z+6M4eLbnselp7wOK6sg56cj6kdfMoeUYaE/mYdhOWip0xDPmshZNlY2BqAplZvzsxjK6RIy7ZEi0PjiEFwBVZYxyaxzhf29LiHLAvKOPaY4ZDtel5A3lZyNmbqExheH2CVEVFuqqehzLYD3ADgSwFeEEM+4rvvwEo+JiIiIiIiIiIimoPtkrG8JoSuWQSJrobVOh+4zMZDMIZ2z0WVl0BbRa6pgsCJaXs7PnriBS6oo56ctrCOm5DGYyiOZtZC3HLRHdBgmsKUvhZUNAdRVac7PYpAlAVmSofum7xIyRxWEJusS8u7mjr2lO1mXkGUDpmPPuUtIGdUtxC4houpSNUUf13VNIcTJAH4D4CgAvxNCXAXg+67rJpZ2dERERERERERENBlZEljVGERf0kBvPIeI7oOuSOiOZ2HaLrpiWTSHNIT9tVMwqNWcn2hAhaZI6Il7GU2dQxm01+vQFQU7BrwCXnPdVIk2NJWZuoQcxysIje4SGl0cKqdLyHJcmJY7pkvIsl1Yjlt2l5AiS/CxS4io4lVN0UcIcVnhyz8C2B9AFMCVAL4ghHgCwN8BxABMLFdPw3Xdr8znOImIiIiIiIiIaKKWOh0BVcGuwQw0RS7k/OSQzdvoS+ZgWDaaQxpEhRc+ylXLOT8rGkZyfnbHDDTVaYjoPvTEDRimjeX1+07Oz2KQJAF9ii4hAGOmiRvdJWQWCjtelxCgzdQl5LiwLO/rybqEMEmXEIAJ+UE+dgkRLanK/iky1hUA3FHLLgABIAjgrYWPuWDRh4iIiIiIiIhoEYQ0BetbQtg1lEE2Dyyv92MwnUMsbSKRtZCzHLSFdfhqqHugVnN+ltf70Zc0kM7Z6E/kkCsU7YYzhZyfhqDXuUILTlUkqIqE4AxdQqXC0Gy6hNzClHFjuoQKnUJldQmhMFXc2C6hYnGIiOZfNRV9JuPOvMmUxF7uT0REREREREREs6QqEtY1B7EnbmAolUdjUIPuk9GT8KYM64pl0Br2uoJqRTHn57oHX8VT28vI+XnbfjhmXdMijnD2ZEmgPeLHUDqPoXQeiUwh5yesI5sv5Pw0Biq+c6nWzdQlNFkhqPjZsl3IQkBW5Gm7hCzHyyQa3SVk2i4cB7Adb3q53AxdQoo8bto4SYLMbjGiOam277r8l05EREREREREVOWEEFhe70fAJ2P3cBZBVcGKqB+9CQM508WeYQONQRXRoLrUQ503QU3Bf558IG59phM/f3rXlNtlTRtfu/8f+OfDV+Ccoyo/56ch6OX89CYMGHkHnbEM2iN+aIqMHQNptEV0NIWY81OpioWW6bqE8qMLQ1N1CU0SyTW6S8h0HO/DmqpLaKLxXULKqGnjFEnUzFSQRPOtmoo+b17qARARERERERER0fyJBlX4VRk7BzMAgOX1AfSnckhmLQym8zAsGy11es088S8JgbOPXIm1zUFc8/sZcn6e7cTW/urI+QlqCjqiAXTHszBtF12xLJrrNIR1H7qHDWTzzPmpRrPpEjILU8hN3SU0lgtvmjjTccZ1CXnHYpcQ0dxV9k+MUVzXfXipx0BERHM3+gmcE044AZs3by5736effho33ngjHn/8cXR2diIej8NxRn7p2759O1avXj1hP9u2cc899+D222/Hs88+i97eXqRSKbiuN7vnqlWrsGPHjrleEhERERERzQPdJ2N9SwidQxkkDQutdTp0n4mBZA7pnI0uK4O2iA5NmSJ0pAodtab2cn5URUJHNIDehIFM3kZfIeenqZTz42BlQ4A5PzVkLl1CxeIQXFEq2kzbJWR7U8ixS4iofFVT9CEior23evVq7Ny5c9ptNE2DpmlobGxEa2sr1q1bh40bN+KYY47B0UcfDV3XF2m0gGVZ+OQnP4kf//jHs963p6cH733ve/HEE08swMiIiIiIiGg+yZLA6qYg+hIGehM5RHQfdEUa0znSUqehTp/k7nCVqtWcn2X1fgymcohlTMQLOT9thZyfrf0prGwIIFjhnUu098rtEip+nk2XUHH/0V1CVqHINOcuIWnka3YJUbXjd1giIhojl8shl8shkUhg+/btePLJJ0uvhUIhnHbaafjkJz+J4447bsHHcumll86p4GPbNt73vvex4ENEREREVGVawjr8qozOoSw0RcaKaAA9iRyyeRu9iRwM00FTSK2Zp/RrNeenMaRB88noTRjIjsr5AWRsH0ijPaKjkTk/+7Ril9BkJusSGl0cct1R+8+mS8jxCkpldwlJheni2CVEVYZFHyIiKlsqlcItt9yCW265BW9961vxwx/+EAcccMCCnKu3txff/e53S8uqquI//uM/cPLJJ6O5uRmSNPLLYUdHx5h977nnHjz++OOl5WXLluGyyy7D0UcfjUgkUlqvKPwxSERERERUaep0H9a3yNg1lEE2Dyyv92MwnUMsbSKeNWFYNtrDOpQpbhhXm1rN+QlpCnxRP3riRqlbq7VOR0hXsGfYQNb0cn54A53GK6dLaHSeULFLyLS94k65XUJWoShk2VN0CaGMLiFJGtMxxC4hqgSV/dOBiIgW1C233IKjjz56zDrTNDE8PIzh4WHs3LkTTz31FB577DH8/e9/H7PdH/7wBxx22GG48cYbcdZZZ8372H75y18in8+Xlq+66ip87nOfK2vf22+/fcKxjjjiiHkdHxERERERLRxVkbCuOYg9cQNDqTwagxp0n4yehIGc6XWOtIZ1BNTaubVVzPn52n1/R1esNnJ+NEUek/PTkzAQtXxoDGmIpUdyfqbq+CCaTLHLJ6BOfG10l5Bpje0WKqdLyHEL3UGjuoQsyy0ViWbqEpLEyPHZJURLpXZ+MhIR0ay1tbVh9erV027zsY99DADw+OOP49prr8Wdd95Zei2TyeDss8+G4zh4//vfP+1xXNed1dieffbZMctnnHHGnPZduXIlCz5ERERERFVICIHl9X4EfDJ2D2cRVBWsiPrRmzCQM13sGTbQGFQRDU5y57dKFXN+rn2gvJyfz7xtPxxbBTk/7REdQ+k8YhkTsYwJw3LQFtGRydnY0pfCqsZATRXwaOnM1CVk2RMLQWapSORCEgLaDF1CljNSFCp2CVm2A9sBHBfIFY47mdEFoGJxiF1CNN/43ZSIiMpy7LHH4thjj8XPf/5z/Ou//itSqRQAwHEcfOQjH8FBBx2Egw46aN7O19vbO2Z5/BRu5e47m/2IiIiIiKjyRIMqdJ833RsALK8PoD+ZQ9KwMJjOw7BstNTpNXPDNKCWn/Pz9fv/gbMOX4FzjlxZ0dcvhPByfhQZvUkD2byNrqEM2iI6ABnb+tNYXu+vqQIeVSZFlqBM0SXkuu5IEWiGLiH/DF1CXmHIKySxS4gWG4s+REQ0K+eccw5aWlpw0kknwXG8J1ey2SwuuOACPPzww/N2nmJRqcjnm+Q3qjL2nc1+RERERERUmfyqjPUtIXQOZZA0LLSGdei+PAZSeaRzNrosr4CgKZM/3V9tijk/65qDuOaBV5HJT53zc9uzndhWLTk/ugKf4kf38Kicn7COkKagK5ZF1rTRHtF5c5uWhBACuq/MLqFRBaFyu4RKhaBRXUKm401DV26XkCKNFILYJURTqeyfBEREVJHe9ra34ctf/jKuvPLK0ro//elPeOihh/DmN795Xs5RLCjNxWynkiMiIiIiosonSwKrm4LoSxjoTeQQ8avQfBJ64iMFhJY6DXV67Tz4deSaRlxz5sG4uoycn8/e9jwuPflArGoMLuIIZ09TZKxoCKAnbiBr2uiJG4gGfWgMahhM5ZE1baxqCEBhzg9VmJm6hMYXgvKFrqGc5cBxAEWSoEjTdwlZTrFbaOouoaw5cf/RXUJKqSjELqF9Fb97EhHRnFx88cWIRCJj1l1//fVTbi+EKH1s2rRpwus33XTTmG3Gdw2Nfm30x44dO3DeeeeNWTfaww8/POl+M2UZERERERFRZWoJ61jdFIAsCeiKghXRAPyqDNcFehM59CdzNfUgWEch5+eoNQ3TbtcdN/C5O17E41sHFmlkcydLAsvqddQHvLvfsbSJPcNZ2K7r5fz0p5CdpruJqNKIQpdPne5DY0hDe8SPVY1BrG+pw8ZlERzYXod1LUGsbAigNaIhGvQhqMnwKd49jGKXUFBVUO9X0RzSsazej1UNQaxrDmF1UwDLozpawt6+dboCXZVQrI0Wu4RSOQvDGRP9yRz2DBvYOZjB1v40dgyksTuWRV/CQCydR9IwYZg2bKd2vlfSCHb6EBHRnNTV1eHDH/4wvvvd75bW3X///bAsC4rCHy9ERERERLRw6nQf1rfI2DWURjYPLK/3YzCdQyxtIp41kbNstIX1mukWqdWcn6aQBlWW0JfMIZO30RXLoC3s5fxs7U+hI+pH/WRtFURVptglBBUAxrb6TNYlZFou8ra9V11C3nRyXpeQ5biwnOm7hJRR08aN7hKi6sO7ckRENGcnnnjimKJPPB7HSy+9hEMOOWTJxkRERERERPsGVZGwtimEPfEsYmkTjUENuk9GT8KAYTrojGXRGtYQUGvj9let5vyE/T6oSmGaPstF13AWbWEdQVVB55CX89MWZs4P1S5RygKaOkvItF3kLQc52y4Vh4rZQBIK+09x/GKWkGW7I5lCk2YJAcDE7ys1Ujvfp1T2d30iWlCW7aA7biz1MPYJ7ZHaecJstKOPPhpCiDFTJ7zwwgtzKvqcccYZY6Z9e//734+nnnqqtLx9+/ZJ9+vo6MB3vvMdXHHFFaV1a9asKX191FFH4Re/+MWE/diNRERERERU/SRJoCMaQFDNY/dwFkFVwYqoHz1xA3nLxZ5hA40hFdEa6hapxZwf3efl/HTHszBMB93DBhqCPjQENQwk8zBMByui/pr8u5poJl6XEOBXZUzXJVQsDHndQhO7hFBml9Do4pDrAvbcI5dpifCOF9E+rDtu4J++9dBSD2Of8Mjn34wVDYGlHsa8a2hoQHNzM/r6+krrdu2aeqqB6YRCIYRCodKyrutjXp8ug6epqQlNTU2TvqbrOvN7iIiIiIhqXDSoQvfJ2DmUBiCjIxpAfzKHpGFhMJVHznTQXKdV9HRns1HM+bn2gVfx1PahKbfrjhu45I4X8Jm37o83rZ/8b6ZKIUsCy+v96E/lkMhaGEqbyFsuWsIaUoaFrf1prGoMQPdN3g1BtC+aqUvIdkYKQcUuoWJxqNwuIcspThfnFs65QBdD84ZFHyIi2ivRaHRM0ae/v38JR0NERERERPsqvypjfXMIXbEskoaF1rAO3ZfHQCqPVM5CzrLRHvFDVWqjW6TcnB/DdPCN3/4DZx7WgQ8ctaqiC19CCLTU6dAUL4g+lbOQj9loi3gPBW7pS2FFNIBIYJKWBSKaQJYE/Ko8bZfQmA6hQpdQ3nJhO26pS0gfVUWo01lSqHR8h4iIaK9Eo9Exy9ns1NMLEBERERERLSRFlrC6KYi+hIHeRA4RvwrNV8iLsV10xjJordMRqpGbliM5PyFc88Ar0+b83P7nLmwbSOOSKsj5ifh90BQJ3YVp+jpjIzk/u4YyaDY1tIY15vwQ7YWRLiFgslaf0V1Cedv78MkCTcGp+oKoUtTGow1ERLRkHGfs5K78pZuIiIiIiJZaS1jH6qYAJAnQFQUrogH4VQmuC/QkDPQnc2OySavdkWsacM2ZB6Mj6p92uz8Xcn52DqYXaWRzp/tkrIj6ofkkuA7QEzcwlMkBAPqTOewczMB2auc9JKo0xS6hSMCH5joNy+v9aKnTIVVwtyB5WPQhIqK9Mjw8PGbZ75/+jwwiIiIiIqLFUKf7sL4lBL8qQZYkLKv3I1qYFiyeNbF7OAurhhLKizk/R61pmHa7Ys7PY1sGFmlkc6fIEjrq/QjrClwXGEqZ6E0YcFwXScPClr4UDHPq7iYion0Riz5ERLRXYrHYmOXm5uYlGgkREREREdFYmiJjbVMI0aAPAgKNIQ1tER1C8rJuOmNZZKeZEq3aFHN+PnDUSkz3LH4x5+d/n9hR8d0yQgi0hHU013lTSiUNC12xDEzbm3ZqS18K8ay5xKMkIqoclT2BJxEtqPaIjkc+/+alHsY+ob0QOllrBgYG0N/fP2bdqlWrlmg0REREREREE0mSQEc0gICax57hLEKaAlXxo6eQF7N7OIvGkIpoQF3qoc4LSQi8/4iVWNs0i5yfEzdUfM5RxO+DKkvoSWQLOT8ZtEV0BHwKdg1m0BLW0Bquzb+9iYhmo7K/mxPRglJkCSsaAks9DKpiTz755IR1Bx988BKMhIiIiIiIaHoNQRV+n4ydQ2kAMjqiAfQnc0gaFgZTeeRMB811GuQayas4ck0Drj3zEFx939/QGctOud2fd8bw2dufx6UnH4hVjcFFHOHs+VXvfeuJG8hZDrqHDTSGVNT7VfQlcjBMGx3RQM28h0REc8Hp3YiIaM4eeOCBMcvRaBQbN25cotEQERERERFNz6/KWN8cQkhXIAmB1rCO5joVQgCpnDdtWN6qnZyf5VE/vnPmwTh6be3k/PhkCcujftQVcn4GkvlSzk8ia2FrP3N+iGjfxqIPERHNSSKRwE033TRm3cknnwxZlpdmQERERERERGVQZAmrGwNoCXsZMRG/iuVRHbIEmLY3bVjKsJZ4lPMnoCr44jtrK+enWLBrCnlT8iUNC7uHvZyfnOlga38KCYM5P0S0b2LRh4iI5uSaa65BIpEYs+78889fotEQERERERGVTxSKBquaApAkQFcUrGwIwK9KcF2gJ2FgIJWD61Z28aNcxZyfL53yOgTU6R/Uu/3PXfjqb/5WFYWv+oCKZfVewS5negW7rGnBcYCdAxn0JY2lHiIR0aJj0YeIiGbtwQcfxFVXXTVm3aZNm3D88ccv0YiIiIiIiIhmL6z7sL4lBL8qQZYkLKv3IxrwAQCGMyZ2D2dh2bUz3Vsx52dF1D/tdsWcn52D6UUa2dwFVAUd0QBURYLjAHuGDcSzeQBAbzyHXYMZOBXeuURENJ9Y9CEiolm55ZZb8J73vAeOM/KHTyAQwI9+9KMlHBUREREREdHcaIqMtU0h1Ad8EBBoDGloi+gQkjflWWcsi2y+djJiajXnpyPqR6iQ89OfzKM3acCFi3jWxNb+FHJW7byHRETTYdGHiIjK8sQTT+DMM8/EOeecg1QqVVovyzJuvPFGHHjggUs4OiIiIiIiormTJIEVDQEsj/ohBBDSFKyI+qEqArbjYvdwFsOZ/FIPc94Uc37+pcZyftrCOhqLOT9ZC12xLCzHgWE62NKXQpI5P0S0D1CWegBERLR0enp6sGPHjjHrLMtCPB7H8PAwdu7ciaeeegqPPvoo/va3v03YPxgM4qabbsIZZ5yxSCMmIiIiIiJaOA1BFbpPwq6hDAAZHdEA+pM5JA0LA6k8DNNBS1iDJKYrlVQHSQj88xErsbY5hO/8/hVkpulmuv3PXdjan8bn3r4BIb2ybydGAyo0RUJP3EDOdNA5lEF7vQ5dUbBjIIO2iI7mOm2ph0lEtGAq+7s0EREtqLPPPnvO+77tbW/DD3/4Q2zYsGEeR0RERERERLS0AqqC9c0hdMaySBkWWsM6NF8eg6k8UjkLuSEb7RE/VKU2JtA5YrWX83P1fX9DZyw75XZ/2eXl/Fx68oFY1RhcxBHOXkBVsKIhgO64gbzlYHfMQFOdhojuQ0/cgGHaWF7vhyRVf/GOiGi82vjpREREiyIUCuHss8/GI488ggceeIAFHyIiIiIiqkmKLGF1YwAtYa8jpN6vYlm9DlkCTNtFZyyDlGEt8SjnTzHn55i1jdNuV405P0FN9nJ+Ejn0pbycn+GMiW0DKeQtZ+YDERFVGXb6EBHRGD6fD7quo6GhAW1tbVi3bh02btyIY445Bscccwx0XV/qIRIRERERES04IQRawzr8qozOoQz8Pq97pDdhIJt30JMwUG/50BhUIWpgureAquA/3nkAbn+2E//31C5MleBTzPk587AOfOCoVZAruFtGEgLtET+G0nkMpfNIZCzkLQftYR3ZPLClL4WVjQGENN4iJaLawe9oRET7kPH5PYvJdWcX+rl58+ZFOxcREREREdFUwroP61tC2DWYgWECy+r9GEzlMJyxMJwxkTMdtIY1KHL1T6hTqzk/DUEv56c3YcDIO+iMZdAe8UNTZOwYSKMtoqMpxJwfIqoN1f/TiIiIiIiIiIiIaAFpiox1zSHUB3wQEGgK6WgL6xASkDVtdMayyE5TIKk2xZyfFQ2Babcr5vzsHEwv0sjmLqgp6IgG4JMFLBvoimWRMEy4LtA9bKBzKAPH4QOERFT9WPQhIiIiIiIiIiKagSQJrGgIYFm9DiGAkK6go94PnyJgOy52D2cxnMkv9TDnzfKoH9854w01lfOjKhI6ogEEVC/npy+RQ/+YnJ80c36IqOqx6ENERERERERERFSmxpCGtc1B+BQBTZGxIhpAXWF6s4FUHj0JA06NTDldzPn5l6NXYbrknmLOz82P74Bd4d0ysiSwrN6PaMAHAIhnLOwZzsJ2HGTzNrb0pZDOWUs8SiKiuWPRh4iIiIiIiIiIaBYCqoL1zSGEdAWSEGgN62iqUyEEkDIsdMWyNdMxIgmBfz58Bb586usQVOVpt73jL134yr0vI2mYizS6uWsMaWiLeF1b2ULOT86yYTsutg+kMZjKLfUQiYjmhEUfIiIiIiIiIiKiWVJkCasbA2iu0wAA9X4Vy+p1yBKQtxx0xTJI1VDHyBGrG3DtWeXk/Azjs7e9gB0DlZ/zE9IUdET9Y3J+UoYF1wX2DBvoimXg1kjXFhHtO1j0ISIiIiIiIiIimgMhBNoiOlY2BiBJgN+nYEVDALoqwXGBnriBwVSuZgoHy+rLy/npSRj43J0v4NEqyPnRFHlMzk9Pwih1+cTSXs6PaddG1xYR7RtY9CEiIiIiIiIiItoLEb8P61tC0H0SFEnC8no/6gNezk8sY2LPsFHxWTflmk3OzzerKOenPaKXcn5iGRO7h7OwXReZnJfzk8nXTtcWEdU2Fn2IiIiIiIiIiIj2kqbIWNccQn3ABwGBppCOtnAhM8a0sWsoA8O0l3qY86KY83NZDeX8CCG8nJ/ie5a30TXk5fxYtott/WnE0vmlHiYR0YxY9CEiIiIiIiIiIpoHkiSwoiGAZfVe4SCkFzJjFAHbcdEVy2I4UzuFg8NrMeen8J4pkoBpe+9ZKufl/HTFstgznK2Z6fqIqDax6ENERERERERERDSPGkMa1jYH4VMENEXGimgAIc2b7m0glUdPwoBTI4WDWs35WdEQgN9XyPmJGxhMezk/g6k8tg2kYTHnh4gqFIs+RERERERERERE8yygKljfHEJQkyEJgbaIjsaQCiGAlGGhK5aFWSOFg4Cq4IvvPAAfLDPn56YqyflZVq+jvpjzkzaxZ3TOT38K2XxtTNdHRLWFRR8iIiIiIiIiIqIFoMgS1jQF0VynAQCiARXL6nXIEpC3HHQOZZDKWUs8yvkhhMBZZeb83FlFOT9NIQ2tYQ1CAJm8ja6Yl/NjWi629qdqaro+IqoNLPoQEREREREREREtEFHo8lnZGIAkAX6fghUNAeiqBKc4dVgqVzM5MbWY81On+7C8vpDzY7noGs4infdyfjqHsuiOM+eHiCoHiz5EREREREREREQLLOL3YX1LCLpPgiJJWF7vR33Ay/mJZUzsGTYqfsqzcs0m5+eSO17AI6/1L9LI5k73eTk/uk+C6wDdwwaGCjk/A8k8dgxmmPNDRBWBRR8iIiIiIiIiIqJFoCky1jWHUB/wQUCgKaSjLaxDCCBr2ugcysAwayMnptycn5zl4Fu/e6Vqcn6W1/sR9nvFuqG0ie54Fo7rImVY2Nqfrpn3j4iqF4s+REREREREREREi0SSBFY0BLCs3iv2hHQFHVE/fIqA5bjoimURz1Z21k25Sjk/p70OQa12cn5a6vRSTlM65+X85G0becvBlr4U4pnKvgYiqm0s+hARERERERERES2yxpCGtc1BKLKApsjoiAYQ0rwOkv5kDr0JA06N5MQcvqoB1555CFbWUM5PxO9DR9QPWRLIWy46YyM5P7uGMuiJG8z5IaIlwaIPERERERERERHREgioCta3hBDUZMhCoC2iozGkQgggaVjoimVh1khOzLJ6P759xhtw7Loay/mJ+qGNzvnJeDk//ckcdgxmKn7KOiKqPSz6EBERERERERERLRGfLGFNU7A0XVg0oGJZvQ5ZAvKWg86hDFI5a4lHOT8CqoL/eMdscn62V3zRRJEldNT7EdYLOT8pEz1xo5Tzs6UvxZwfIlpULPoQEREREVncQRMAAJloSURBVBEREREtIVHo8lnZGIAkAX6fghUNAeiqBMcFeuIGBlO5mpgubHY5P7tx5a+rJOcnPJLzk8pZ6IplYNrOSM5PjeQ0EVHlY9GHiIiIiIiIiIioAkT8PqxrDkH3SVAkCcvr/YgEvA6SWMZEd9yo+M6XcpWb8/Ncp5fzs71Kcn6W1/sLXVouOmMZZMxCzs9gBr0JY6mHSET7ABZ9iIiIiIiIiIiIKoTuk7GuOYT6gA8CAs0hHa1hDUIAmbyNzqFMzUwXNpucn89VSc6PX5XREQ1AUyQ4hZyf4WweANCXyGHnYLpmCndEVJlY9CEiIiIiIiIiIqogkiSwoiGA9nodQgB1ug8dUT98ioDluOiKZWtmurBizs+5NZTz45MlLI/6UacrcF1gIJlHb8LL+UlkLWztZ84PES0cFn2IiIiIiIiIiIgqUFNIw5qmIBRZQFO8DpJiDk5/MlcqJFQ7IQTOrLGcH0kItIZ1NIVUAEDSsLB72Mv5yZkOtvankKjwayCi6sSiDxERERERERERUYUKagrWt4QQ1GTIQqA94kdjSIUQXiGhK5aFaTtLPcx5MZucn4tue74qcn7qAyqW1euQJSBnejk/WdOC4wA7BzLoSzLnh4jmF4s+REREREREREREFcwnS1jTFERTndc1Eg2oaK/XIUlA3nLQOZRBOmct8Sjnx7J6P75zxsF40ww5P72JXNXk/ARUZUzOz55hA/FCzk9vPIddgxk4FT5lHRFVDxZ9iIiIiIiIiIiIKpwodPmsbAhACCDgU7CyIQDNJ8Fxge64gcFUDm4NTPfmV2V8YRY5Pzc+Vj05P6FCzk9/Mo/epAEXLuJZE1v7U8hZzPkhor3Hog8REREREREREVGViAR8WN8SguaToEgSOqJ+RAIKACCWMdEdNyq+AFKO2eT83PXcblxRJTk/bWEdjcWcn6w3PZ/lODBMB1v6UhV/DURU+Vj0ISIiIiIiIiIiqiK6T8b65hAifh8EBJpDOlrDGoQAMnkbnUMZGGZtdI2Um/PzfBXl/EQLOT+SAHKmNz2fYXk5PzsGMuhP5pZ6iERUxZSlHgARES0N27axZcsW/O1vf8OePXsQj8ehaRqi0SjWrVuHww8/HMFgcE7HPu+883DzzTeXlrdv347Vq1fP08iJiIiIiIhIkgRWNgYwkMqhJ26gTvdBVST0xA2YtouuWBbNdRoift9SD3WvFXN+vveHV/HY1sEptyvm/Pz7W/fDP+3XvIgjnL2AqmBFQwDdcQN5y8HumIGmOg0R3YeeuAHDtLG83g9Jmm6COyKiiVj0ISLah+zatQt33XUXHnzwQTzyyCNIJBJTbivLMk488UR86lOfwimnnLKg41q9ejV27txZWn7ooYewadOmBT0nERERERFRLWgKafD7ZOwaygCQ0dEQQF/CQDpnoz+Zg2HaaK7TIInqLh4Uc37u+EsXfvrETkw1gV0x52dLXwrnHrMacgUXTXyyNz1fb/H9SuSQs2w0hzQMZ0zkLBsrG4JQFU7WRETl43cMIqJ9xDnnnINVq1bhoosuwm9+85tpCz6A1wn029/+FqeeeipOO+009Pb2LtJIiYiIiIiIaDaCmoL1LSEENBmyEGiP+NEQ8kEIIGlY2B3LwrSdpR7mXhNC4MzDVuDy0zaWnfOTyFZ2Ro5UfL+CXs5PImNh93AWtuMgm/dyflI5a4lHSUTVhEUfIqJ9xKuvvjrp+uXLl2PTpk3453/+Z7zvfe/DoYceCkka++Ph3nvvxfHHH4+enp7FGCoRERERERHNkk+WsLYpiKY6r3jQENDQXq9Dkrzul86hDNI1Ujw4bFUU1555CFaVkfPz2dufx/aB1CKNbO4agiraI17Oj5F30BnLIGfZsB0XOwbSGEgx54eIysOiDxHRPujQQw/FD37wA2zZsgVdXV146KGH8Itf/AJ33HEH/vKXv2DXrl04//zzx+zz6quv4swzz4TrTtVET0REREREREtJFLpGVjYEIAQQ8ClY2RCA5pPguEB33MBgKlcTf9ctq/fj22ccjDeta5x2u95EDpfc8SL+9Gr/Io1s7oKago5oAD5ZwLKBrlgWCcOE6wLdwwY6hzJwnOp/74hoYbHoQ0S0jxBC4JRTTsEzzzyDv/zlL/jUpz6FdevWTbrt8uXL8T//8z/4r//6rzHrH330Udx6660znuumm26C67qlj9WrV8/HJRAREREREVEZIgEf1reEoPkkKJKXGxMOeNHesYyJ7rgBuwaKB8Wcn3OPWYXpknvyloNv//4V3PjY9oq/blWR0BENIKDKcF2gL5FDf8qACxfDGRPbBtLIW9U/VR8RLRwWfYiI9hG333477r33Xhx++OFl7/PJT34S73vf+8as++lPfzrfQyMiIiIiIqJ5pvtkrGsOIeL3QUCgJaSjNaxBCCCTt9E5lIFh2ks9zL1Wizk/siSwrN6PaMAHAIhnLOwp5fzY2NKXqpmp+oho/rHoQ0S0j5hrt80FF1wwZvmhhx6ah9EQERERERHRQpMlgZWNAbRFdAgB1Ok+dET93vRhjouuWBbxCi+AlOuwVVFcd1Zt5fw0hrTSe5cdl/OzfSCNQeb8ENEkWPQhIqJpHXrooWOWs9kshoeHl2YwRERERERENGvNdRrWNAWhyAKaIqOjIVDqiulP5tCXMODUQM5Pe6SQ87O+adrtqinnJ6QpI4W6Qs5PyrDgusCeYQNdsUxNZDQR0fxRlnoAtHiEED4AbwKwEkA7gBSAPQCec113xzyfaw2AQwAsAxAC0A1gJ4DHXdedt0dIFvOaiPZVijLxR0U+n592n/POOw8333xzaXn79u3M9SEiIiIiIlpCQU3B+pYQdg1lkMnZaI/4MZTJIZY2kTAs5CwHbREdPrm6nxH3qzK+cNIG3Nkcwv8+sQNTlUOKOT9b+1M495jVkKXpUoGWlqbI6IgG0JswkMnb6EkYiFo+NIY0xNImcpaDlQ2Bqn/viGh+sOizhIQQawEcAeDwwuc3AqgbtclO13VXz8N5mgFcCeCfATRMsc3jAK51XffOvTzXGQA+C+CYKTYZEkLcCuAy13UH9uI8i3ZNRPu6LVu2jFlWFAVNTdM/NUVERERERESVxydLWNsURHfcwGAqj4aABt0noyduIGc56Ipl0BrWEVCr+5ahEAJnHNaBtU1BfOv3/0A6N3V20V3P7ca2gTQ+9/YNCPt9izjK2ZElgfaIjqF0HrGMiVjGhFEo1GVyXs7PqsZA1b93RLT3WP5dZEKITUKI3wkhBgFsBfALAJcAOAFjCz7zdb53AngJwCcwRXGk4FgAdwghfiaECM7hPCEhxC0AbsfUBR8UxvAJAC8JIU6a7XkK51qUayIizx133DFm+fDDD4ck8ccHERERERFRNRJCYFm9HysbAhACCPgUrIgGoPkk2I43ZdhQevrZHarFG2eR83PRbZWf8yOE8HJ+wsWcHxtdQ17Oj2W72NafRqxG3jsimjuWfhffIQDevhgnEkJsAvBLAOqo1S6AvwDYBqAewKEARj+y/wEAYSHE6a7rOmWeRwZwK4CTx73UD+A5AHEA6wrnKvbKtgK4RwjxNtd1H620a9pn2BaQ2L3Uo9g3hJcDcvV9y02lUrjhhhvGrHvPe96zRKMhIiIiIiKi+RIJ+KD5vOneAKAj6kd/KodExsJQOg/DtNEa1it62rNyFHN+vvfH1/DYlqknnelLejk///6W/XD8/s2LOMLZC+kKfIof3cMGTNtFVyyL1rCOkKagK5ZF1rTRHtEhRHW/d0Q0N9V3B7J25QB0wSuO7DUhRAeAuzC2OPIYgI+7rvv3UdtpAP4VwHcAFHtYTwNwFYD/LPN038DYgo8Jb4q3613XLT1eIIR4HYCfYKQTSAPwSyHE613X7a6wa9o3JHYD33vDUo9i3/DvLwLRVUs9iln74he/iJ6entJyfX09Pvaxjy3hiIiIiIiIiGi+6D4Z65pD2B3LIp410RLSoSsm+pM5ZPI2OocyaIvo0H3yUg91r8w252dLfwofqoKcnxUNAfTEDWRNGz1xA9GgD41BDYOpPLKmjVUNASjM+SHa5/Bf/dIwATwPrwDyrwAOgze123zeSb0SQHTU8uMA3ja6OAIAruvmXNf9PoCzxu3/WSHEjHeoC7lE/z5u9Zmu6/5wdMGncK6/AXgrgCdGrW4EcPlM5ylYlGsiIs/dd9+NH/7wh2PWXX311WhomG5WRSIiIiIiIqomsiSwsjGAtog3ZVhY96Ej6odPFrAcr4skkTWXeph7rZjzc8VpGxHSpn8O/u7nduOKX79c8dctSwLL6nXUB7xnnmNpE3uGs7Bd18v56U8hm586z4iIahOLPovvZgBh13UPdV33467rXu+67l9c1523nyJCiP0AfGjUqjyA81zXNabax3XdXxbGVqShvGLM5RjppgGAm1zXvWea82QBnFcYU9FHC8WjKS3yNRHt81544QWce+65Y9a9/e1vxyc+8YklGhEREREREREtpOY6DaubgpAlAU2R0dEQQED1Onz6kjn0JQw47lQ9MtXjjauiuPasg7G6sXZyfppCGlrDGoQAMnkbXTEv58e0XGztT2E4w5wfon0Jiz6LzHXd2HSFinlyDoDRfbd3ua77Whn7fXPc8llCCH2qjYUQfgBnzHCMCVzXfRVeLk+RAm/M01mUayIiYNeuXTjllFOQSo38Yrtq1Sr87Gc/43zARERERERENSykKdivNYSAJkMWAsvq/WgIes/6JgwLu2NZmHb1xyUXc36OW9807XbFnJ8/vdq/SCObuzrdh+X1fiiSgGm56BrOIp234LpA51AW3fEs3Boo2hHRzFj0qU3jU9ZvLGenwjRpT41aFQTw9ml2OQnA6McinnBd9x9ljXDimN47w/aLdU1E+7S+vj6ceOKJ2L17d2ldW1sbHnjgATQ3V3aQJREREREREe09nyxhbVMQjSEvUrkhqKG9XockATnLQVcsg0zeWuJR7j3dJ+PzJ23AeceuxnTRPcWcn//vse2wncoumug+L+dH90lwHaB72MBQOgcAGEjmsX0gDasGinZEND0WfWqMEKINwMGjVlkAHpvFITaPW37nNNu+Y4Z9p/MIvLEVHSqEaJ1sw0W+JqJ91tDQEN72trfh1VdfLa1ramrCgw8+iP32228JR0ZERERERESLSRS6fFY0+CEEEFQVrIgGoPkk2A6wZ9jAULr6pwwTQuB9b+zA5WXm/Fz+q5eqIudneb0fYb93PUNpE93xLBzXRbqQ82OYzPkhqmXTfzejanTQuOUXXddNz2L/x8ctb5zFuZ4o9ySu66aFEH8FcOi4c/WWcZ6FvKZ9S3g58O8vLvUo9g3h5Us9gmnF43G8/e1vx1//+tfSumg0igceeAAbN/KfDBERERER0b6oPqBC98nYNZQBAHRE/ehP5ZDIWBhK52GYNlrDOuTpWmWqwBtXejk/X7vv79gxmJlyuxe64rjotudx6ckHYm1zaBFHODtCCLTU6dAUE/3JHNI5L+enLaIDkLGlL4UV0QAiAd+MxyKi6sOiT+153bjlLbPcf+sMxxvtwHk41+iiz+sA/HGS7RbzmvYtsgJEVy31KGiJJZNJvOMd78Cf//zn0rpwOIzf/va3OOSQQ5ZuYERERERERLTkdJ+Mdc0hdMUySGQttIR06IViQibvFRNawzp0nzzzwSpYMefne394DY9uGZhyu75kDp+780Vc+Jb9cML+lT0NesTvg6ZI6I4byFsuOmNZtIV1BFUFu4YyaDY1tIY15vcS1RhO71Z71o9b3jXL/XeOW24UQkTHbySEaADQsJfnGr/9VPNHLco1Ee2L0uk0Tj75ZDz55JOldaFQCPfffz+OPPLIJRwZERERERERVQpZEljVGCx0igBh3YeOqB8+WcC0Xewezlb8tGflmE3Oz3d+/wpueLRKcn6ifmijc34yXs5PfzKHHYOZir8GIpoddvrUnvpxy32z2dl13ZQQwgCgj1odARCb4TyZWU65NtnYIlNsN/5cC3VNsyaEaAEw28c61u3teYnmQzabxamnnopHH320tC4QCOA3v/kNjj322CUcGREREREREVWi5joNflXGrsEMNEVGR0MAvXEDmbyNvmQOhmWjOVTdnSPFnJ81TUF8+3evIJWzptz2l8/vxvaBFD5/0gEI+yt3qjRFltBR70d/MoeEYWEoZSJvumgJa0gZFrb0pbCqMVD13VpE5GGnT+0ZP6Fodg7HGL9P3RKeZ7HPNVufBPDSLD/umadzE82ZYRh417vehc2bN5fW6bqOX/3qVzj++OOXbmBERERERERU0UKagvUtIfhVGbIQWFbvR0PQK3gksha6hrMwbWeJR7n33rgyiuvOOgSrGwPTblfM+dnWn1qkkc2NEAItYR3NdRoAIJWz0BXLwLQd5C0HW/pSiNdAtxYRsehTi8YXSIw5HGN8gWSyZLrFOs9in4uo5uXzebz3ve/Fgw8+WFqnaRp++ctf4q1vfesSjoyIiIiIiIiqgapIWNccRGNIBQA0BDW01+uQJCBnOuiKZZDJT90hUy3aIjq+fcbBOG5907TbFXN+Nr8yq8lplkTE78Pyej9kSRRyfjLImBZcF9g1mEFvYi633YiokrDoU/vmMilnJe+z2OciqimWZeGss87C/fffX1rn8/lwxx134KSTTlrCkREREREREVE1EYUunxUNfggBBFUFK6IBaD4B2wH2DBuIpfNLPcy9Npucn2seeBU3PLqt4jNy/KqMjqgfmiLBKeT8DGe996ovkcPOwXTFXwMRTY2ZPrVnfC+pfw7HGL/PZP2pi3WexT7XbP0IwO2z3GcdOMUbLQHbtvGBD3wA99wz8r+foii49dZbceqppy7hyIiIiIiIiKha1QdU6D4ZOwczAICOaAB9yRySWQuD6Tyypo3WsA55uopJhZtdzs8ebB9I43MnHYBIBef8+GQJy6Nezk/SsDCQzCNnOmiu05DIWthqpbCygTk/RNWIRZ/aw6LP3p1rVlzX7QMwq97dag4zpOr2kY98BLfddtuYdV/72tdw6KGHYseOHbM6VltbG3Rdn8fRjdXT0zPrMRWtXr16XsdCRERERERE09N9Mta3hNAVyyCRtdBap0P3mRhI5pDJ2+iKZdAW0aEp1V1AKOb8XH3f37CjUOSazAtdcXz2tudx6ckHYm1z5SYMSEKgNaxDU/IYSOWRNCzkbRttYe822tb+FFY0BBDWK7d4RUQTsehTe+Ljlptns7MQIoSJBZLhMs4TEEIEXddNz+J0LWWcZ7JzLdQ1EdW0//3f/52w7vOf/zw+//nPz/pYDz30EDZt2jQPo5rc2WefPed9XZct6ERERERERItNlgRWNQbRlzTQG88hovugKxJ64gZM20VXLIvmkIZwBXe/lKOY8/P9P76GR14bmHK7Ys7Pp9+8Hps2jL8FVlnqAypURUJvwkDO9HJ+2iM6/D4FOwcyaI1oaKlbuAc/iWh+MdOn9rw2bnnVLPcfv/2Q67qx8Ru5rjsIYPz6lXt5rvFjn2r9glwTERERERERERHtnZY6HWuag5AlAU2R0dEQQECV4bpeIaQvaVT9w3q6T8bn3r4BH66hnJ+AqqAjGijl/OwZNhAv5Pz0xnPYNZiBU+HXQEQeFn1qz9/HLa+f5f5rxy3/bRHPNf54C3We6a6JiIiIiIiIiIj2QkhTsL4lBL8qQxYCy+r9aAh6HT6JrIWu4SxM21niUe4dIQTe+8YOXHHaRoS06SdT+uXze3D5r15CPGsu0ujmppjzE9IVuC7Qn8yjN2nAhYt41sTW/hRylr3UwySiGbDoU3teGrf8BiFEYBb7v2mG40332jHlnkQIEQTwhjLPtZjXRFSzXNedt4+Zpna76aabxmw/U87Ojh075m1sREREREREtPRURcK65iAaQioAoCGoob1ehyQBOdNBVyyDTN5a4lHuvUMLOT+rG6e/VVXM+dnWPy8x0wtGEgJtYR2NhfctmbXQFcvCchwYpoMtfSkkjcouXhHt61j0qTGu63YDeHHUKgXAcbM4xKZxy/dPs+1vZ9h3Ov+EsZlSz7mu2zvZhot8TURERERERERENA+EEFhe70dH1A8hgKCqYEU0AM0nYBemEIul80s9zL1WzPn5p/2apt2umPOz+ZW+RRrZ3EUDKpbV65CEV6TrHMrAsCw4DrBjIIP+ZG6ph0hEU2DRpzbdPW75w+XsJIQ4AMBRo1alAfx+ml1+ByA7avmYwjHKcd645fFjHm+xromIiIiIiIiIiOZRNKhifUsIqiJ5U4jVB1Dn954FHkzn0R3PVnzmzUxmm/Pzk0eqI+dnRUMAqiLBdoDdMQPxQpdPT9xA5xBzfogqEYs+ten/AIyeYPO9Qoj9ytjvC+OWb3Nd15hqY9d1MwDumOEYEwgh9gfwnlGrLAA/n2G3RbkmIiIiIiIiIiKaf7pPxvqWEMJ+BZIQaK3T0RzWIASQztnoimWqPi9mNjk/97ywB5dVSc5PR9SPoCZ7OT+JHPpSXs7PcMbEtoEU8lZ15zMR1RoWfWqQ67qvAbh51CoVwE1CCH2qfYQQ78bY7ps8gCvLON0VAEb/dDpPCPGuac6jA7ixMKaiG1zX3TrdSRb5moiIiIiIiIiIaJ7JksCqxiBaIxoAIKL70BH1Q5EB03bRFcvWRF5MuTk/LxZyfrZWQc5Pe8SPhqB3Oy+RsbB7OAvbcZDNezk/qVz15zMR1QoWfZaAEKJDCLF6/AeAtnGbKpNtV/iYfpJQ4HIAsVHLxwJ4cPz0a0IITQjxaQC3j9v/Gtd1d850La7rbgPwvXGr7xBCfEoIMbqwAyHEgQD+UBhL0SDKL8QsyjUREREREREREdHCaanTsbopAFkS0BQZK6IB+FWvk6Q3kUNf0oDrVve0YcWcn+PLyPn5fJXk/DQEVbRHvJwfI++gs9CdZTsudgykMZBizg9RJRDV/g20GgkhdgBYtZeHudl13fNmOM8meLk7o4svLoA/A9gGIALgjQCax+16L4DTXdctq6dWCCED+DWAd457qQ/AXwAkAawtnGv0rKZ5AG9zXfeRcs5TONcmLMI1LSQhxEYALxWXX3rpJWzcuHHOx7MsC6+99tqYdfvttx8UZfo2YiIiKh+/1xIRERERzb+85WDXUAbZvHe7ZjCdQyztdfpoPgltYR0+ubqfWXddF3c/txs3P7EDM8XfvPvgZfjwm9ZAni4UqALkLQfd8SxM24UQQHOdhrDuAwDUB3xYXu+HVOHXQFSul19+GQcddNDoVQe5rvvyUo2nHNX9XZOm5bruZnjZOf2jVgsAhwM4C8BJmFgcuQXA+2dTHClsexaAW8e91ALgHQDOBHAYxhZ8+gC8ezYFn8K5NmMRromIiIiIiIiIiBaWqkhY1xxEQ8h7trcxqKG9XoeQgJzpoCuWQSZf3dOGjc75qauRnB9VkdARDZRyfvoSOfSPyflJM+eHaAmx6FPjXNe9D8BBAP4bY6dGG+9JAGe4rnuO67rpOZwn5bru++EVeJ6cZtMhAP8PXkX0t7M9T+Fci3JNRERERERERES0sIQQWF7vR0fUDyGAoKpgRdQPzSdgO8CeYQOxdH6ph7nXDl0ZxbX/XH7Oz5a+ys75kSUv5yca8Dp84hkLe0o5Pza29KWQZs4P0ZLg9G77kELGzpvgTS3XBiANYDeA51zX3T7P51oDb5q1ZQCCAHoA7ATwmOu68/aTejGvab5wejciourD77VERERERAsvm7exayiDvOXAcV30J3NIGl7hIKjJaKnTK37qs5kYpo0f/PE1/Om1gWm3U2UJn37Lemza0LJII5u7VM5Cb8KA6wKKDLRH/NAUGUIA7REdjSFtqYdINGfVOL0b71TsQwrFlocW6VzbASx40WUxr4mIiIiIiIiIiBaOX5WxviWEzqEMkoaF1rAOXTUxkMwhnbPRZWXQFtGhKfJSD3XOdJ+MS96+AeuaQ9Pm/ORtB9c88Cq29KUqPucnpCnwRf3oiRswbRddsSxa63SEdAV7hg1kTRvL6/0QonKvgaiWcHo3IiIiIiIiIiIiqgiyJLC6KYjWsNcdEtF96Ij6ocgoFRSSRmVn3sykmPNz5bsOKi/n557Kz/nRFBkd0QACqpfz05MwMJjKAQBiaS/nx7SZ80O0GFj0ISIiIiIiIiIioorSEtaxuikAWRLQFBkrogH4CwWF3kQO/ckcqj224pAV9bj2nw/BmqbgtNu9uDuOi6om50cv5fzEMiZ2D2dhuy4yOS/nJ5Nnzg/RQmPRh4iIiIiIiIiIiCpOne7D+pYQ/KoEWZKwvN6PaNArKMSzXkHBqvLukbawjm+97w04fr/mabfrT+bwhTtfxOZX+hZpZHMjhEBjSENbWIcQXk5T11AGOcuGZbvY1p/GUHre4r6JaBIs+hAREREREREREVFFUhUJa5tCpWJPY1BDe70OIQGG6aAzlqn67hEv52d/fORNqzFddE8x5+cnj2yDPVUYUIUI6Yo3LZ8kStPypXIWXBfYHcti93C26ju1iCoViz5ERERERERERERUsSRJoCMaQEfUDyGAoKpgRdQPVRGwHWDPsIFYprq7R4QQeM+htZfzs6IhAL+vkPMTNzCY9nJ+hlJ5bBtIV32nFlElYtGHiIiIiIiIiIiIKl40qGJdcwiqIkGVZXREA6jTvQLJYCqP7ni24jtgZlKLOT/L6nXUF3N+0ib2jM756U8hm7eXeJREtYVFHyIiIiIiIiIiIqoKflXG+pYQ6nQFkhBoDetorlMhBJDO2eiKefkx1Wy2OT8PVUHOT1NIQ2tYgxBAJj/yPpmWi639KQxXeacWUSVh0YeIiIiIiIiIiIiqhiwJrG4KojWsAQAifhXLozoUGSP5MUZt5Px89E1rZsz5ufaBV/HjKsj5qdN9WF5fyPmxXHQNZ5HOezk/nUNZdMeZ80M0H1j0ISIiIiIiIiIioqrTEtaxuikAWRLQFQUrogH41UJ+TMJAfzJX1UUEIQROP3Q5vvKug0rT2E3lVy/swZerIOdH93k5P7pPgusA3cMGhgo5PwPJPLYz54dor7HoQ0RERERERERERFWpTvdhfUsIflWCLElYXu9HtJAfE8+a2D2crfoiwsEr6nHdWYdg7Qw5P3+topyf5fV+hP1eIWsobaI7noXjukgXcn4Ms7qn6CNaSiz6EBERERERERERUdVSFQlrm0KIBr1iT2NIQ1tEh5AAw3TQGcsim6/uIkJrWMc3ayznp6VOR3OdN0VfMY8pb3s5P1v6UohnKrtriahSsehDREREREREREREVU2SBDqiASyP+iEEENIUrIj6oSoCtuNi93AWsUx+qYe5V2ox5yfi96Ej6ocsCeQtF52xkZyfXUMZ9MSNqp6ij2gpsOhDRERERERERERENaEhqGJdcwg+RUCVZXREA6U8nMFUHj1xo+ILIdOp2ZyfqB/a6JyfjJfz05/MYcdgpqrfM6LFxqIPERERERERERER1Qy/KmN9cwghXYEkBFrDOprrVAgBpHKWN42Yte/k/Hzm1srP+VFkCR31foQLhayhlImeuAHHdZEyLGzpY84PUblY9CEiIiIiIiIiIqKaosgS1jQF0RL2MmMifhXLozoUGTBtF52xDFKGtcSj3Dvl5vwMpLycnz/+owpyfsIjOT/FAp1pO8hbjpfzU+FdS0SVgEUfIiIiIiIiIiIiqkmtYR2rmgKQJEBXFKyIBuBXJbgu0JMwMJDKVXVmzGxyfq570Mv5sezK7nKK+H1YXj865yeDjFnI+RnMoDdhLPUQiSoaiz5ERERERERERERUs8K6D+tbQvCrEmRJwrJ6P6IBHwBgOGNi93C24gsh0ynl/Ly7vJyfy371csV3zPhVGR1RPzRFglPI+Yll8gCAvkQOOwfTzPkhmgKLPkRERERERERERFTTNEXG2qYQokEfBAQaQxraIjqEBBimg85YFtl8dWfGHNxRWzk/PlnC8qgfdboC1wUGU3n0Jrycn0TWwtZ+5vwQTYZFHyIiIiIiIiIiIqp5kiTQEQ1gedQPIYCQpmBF1A9VEbAdF7uHsxgudJNUq2LOzwn710bOjyQEWsM6mkIqACBpWNg97OX85EwHW/tTSBiV3bVEtNhY9CEiIqpC5513HoQQpY8dO3Ys9ZCIiIiIiIiqQkNQxbrmEHyKgCrL6IgGStOiDaTy6Il73STVSvfJuPjE2sr5qQ+oWFavQ5aAnOnl/GRNC44D7BzIoI85P0QlLPoQERERERERERHRPsWvyljfHEJIV0a6SepUCAGkchY6hzLIW5VdCJnObHN+vnzPSxXf5RRQFXREA6Wcnz3DBuJZb8y9iRx2DWbgMOeHiEUfIiKi0a644ooxHTSbN29e6iERERERERHRAlBkCasbA2gJawCAer+K5VGvm8S0vW6SlGEt8Sj3Trk5Py/tSeCi216ompyfUCHnpz+ZR2/SgAsX8ayJrf0p5Czm/NC+jUUfIiIiIiIiIiIi2ieJQpfPqqYAJAnQFQUrGwLwqxJcF+hJGBhI5eBW8XRvxZyfTWXk/Hz+zhfwx3/0LtLI5kYSAm1hHY3FnJ+sha5YFpbjwDAdbOlLIcmcH9qHsehDRERERERERERE+7Sw7sP6lhB0nwRZkrCs3o9owAcAGM6Y2DNsVHzuzXR0n4zPnrg/Pnrc9Dk/pu3iugdfw/V/2lrx1xst5PxIAsiZDjqHMjAsL+dnx0AG/cncUg+RaEmw6ENERFSFbrrpJriuW/pYvXr1Ug+JiIiIiIioqmmKjHXNIdQHfBAQaAxpaIvoEBKQNW10xrLI5qt36jAhBE4/pLycn1+/2F01OT8rGgJQFQm2A+yOGYgXunx64gY6h5jzQ/seFn2IiIiIiIiIiIiIAEiSwIqGAJbV6xACCGkKOur9UBUB23Gxezhb8YWQmRzcUY/vnnUI1jbXTs5PR9SPkFbI+Unk0Jfycn6GMya2DaSQtyq7a4loPrHoQ0RERERERERERDRKY0jD2uYgfIqApsjoiAZK3TEDqTx6EgacKs75aQnr+OZ7ayznJ6KjMejl/CQyFnYPZ2E7DrJ5L+cnlbOWeJREi2P6Pj4iItonbNu2Dc899xz6+/sxNDQEVVXR0NCADRs24JBDDkEwOP3TP5PZs2cPnnzySfT29iIWiyESiaC5uRlHHHEE1qxZM+/X0NnZiWeeeQZdXV3IZrNoamrC61//ehx++OGQpKV7xsFxHLzyyit45ZVX0NXVhWQyCUVREI1GsXLlShx11FGIRCJLNr6iF198ES+//DJ2794NIQRaWlpwzDHHYP369fNy/KGhITz++OPo6enBwMAAdF1Hc3MzDjnkEGzcuHFezjHa888/j1deeQU9PT1Ip9NobW3FueeeC5/PN+/nIiIiIiKi2hRQFaxvDqEzlkXKsNAa1qH58hhM5ZEyLORMG+0RP1SlOp+rL+b8rGsJ4cbHtmOqWdCKOT+v9aXw0TetgSJX7vVGgypURUJvwoCRd9AZy6A94oemyNgxkEZbREdTSFvqYRItKBZ9iIj2UYODg7juuuvws5/9DDt37pxyO1VVceyxx+KDH/wgzj77bPj9/im3dRwHt9xyC7797W/jhRdemHK7/fffHxdeeCHOP//8sm/CCzGSNHnCCSdg8+bNAIDHH38cl19+Of74xz/CcSa2a7e2tuLSSy/FBRdcMGXxZ/PmzXjzm9886WtTrS9yJ3myKxaL4e6778Y999yDP/3pTxgeHp5yf0mScNxxx+Fzn/scTj311GnPNdp5552Hm2++ubS8ffv2KXN9xl/f5ZdfjiuuuAIAcPPNN+M73/kOXnrppUn3Pfjgg/GNb3wD73jHO8oeW5Hrurj11lvx3e9+F88888yk7w8ALF++HJ/+9Kdx4YUXTvv/10zXY9s2rr32Wlx//fXYsmXLhP3e9773ob6+ftbXQURERERE+y5FlrC6MYC+ZA59iRzq/So0RUJP3IBpu+iKZdAS1hHSqvM2azHnZ01TEN/87T+QNKbuhrn3xW7sGEjjC+84APUBdRFHOTtBTUFHNIDueLbwHmXRXKchrPvQPWwgm7exvN4PSRIzH4yoClVuWZaIiBbMDTfcgNWrV+Pqq6+etuADAPl8Hps3b8ZHP/pRPPXUU1Nu193djWOOOQb/8i//Mm3BBwBeffVVfOpTn8LrX/96vPbaa3O6BgD42te+huOPPx4PPvjglAWF3t5eXHjhhTjjjDOQzy/OvMsnnHACPvrRj+JXv/rVtAUfwCuU/elPf8Jpp52Gs88+G+l0elHGmE6nceaZZ+K8886bsuADAC+88ALe+c534lvf+tasjr9t2zYcdthh+P/bu/P4OKuy/+PfM0tmyWRtku50py0tBQUEZCtoFXBh0R8IoqAoy6MguAEKFnzkAQQBFZVNKfqAiD4giGwi+06RrQt0o6Vb2qaZrJOZzHJ+f0waMtMsM9kmM/m8X6+8yDlz7vtc03Dnnsw151ynnHKKXnnllR5/PpK0efNmXXzxxdprr720fPnyrObZZevWrTrssMP0wx/+sNuEDwAAAAD0lzFGY0u9mlLll8Mh+dwuTa70y1fkUMJKtY1h1bVEuv1QYL7Its7P6m3NwxRZ/xS5HJpU4Vexxylrpe1NEe1IqfPTSp0fFKz8TEEDAPrtggsu0C9/+cvd+isrK7Xvvvuqurpa8XhcO3bs0Ntvv61gMNjnOTds2KAjjjhitwRSSUmJPvaxj6mmpkb19fVaunSpdu7c2fn4e++9p49//ON64okntM8++2T1PK677jr9+Mc/7mzPnj1bs2fPVnFxsbZu3aqXX35Z4XC48/H7779fl112ma655pqs5umP9ARHZWWl9tprL1VVVSkQCKi1tVXr16/XsmXLFI1GO8fdc889amlp0YMPPpiysmko4jv11FP14IMPSpKcTqf2228/TZ48WU6nU2vWrNEbb7yR8gfLRRddpL333lvHHHNMn+d/9dVX9ZnPfEZ1dXUp/WPGjNFHPvIRVVVVKRKJaPXq1SkJp/Xr1+uQQw7R008/rX333Tfj5xOJRHTCCSd0JiW7Ph9J+uCDD/T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- "text/plain": [
- "<Figure size 1800x1200 with 1 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"fig, ax = plt.subplots(dpi=300)\n",
"sns.lineplot(data=df_all, x='hour', y='mean_signal', hue='condition', style='container', )"
@@ -1879,571 +561,25 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='hour', ylabel='mean_intensity'>"
- ]
- },
- "execution_count": 36,
- "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"
- }
- ],
+ "outputs": [],
"source": [
"sns.scatterplot(data=df_all.query('container == \"Plate\"'), x='hour', y='mean_intensity', hue='condition', )"
]
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='hour', ylabel='mean_intensity'>"
- ]
- },
- "execution_count": 37,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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768crdzR7KuZo+Jz7d2qLB8DaD2DDp/FLyZjmsHH+/uLhkoVTkeBezw5pBcQV9KXB6RMODKbmQMeBccnHNJFGYPPC+vHNnzd/LsY0I2ndpX6wbTdISvPsmFZAXKJBNBJy1kQ/+QLoNxpueAH2lMU7NRMNfxLa66p6Ye0+Ig7JGNOMMvKg96j9r7M7oEPvdfoBPeJ5ARGRHBGZJiLLRGSpiJwhIrki8paIfOk+tq6z/f0iskJElovIxXXig0Rkofveo+7StjHjC1chn0x0FqXv0B9SspwJyXasjuVhjNdEoF0fuOhX0KoT5J4IIx6B7MJ4Z2aMp7RiC3Q+HW59E256CUb+BZn/nNOh7pHm6ER/BHhDVa8VkWQgHfghMFNVHxSR+4D7gHtFpCcwGugFdADeFpFu7rK2jwPjgY+A14BLiOGytpqeh542Dpl2K2xa4ARTsqHwtFgdwjSDSDiEzHsWel8NXYc6BUWVyJKX8Z/5zXinZ4x3ylbAa/c4Q9f9AWcIb8dBhItu8WwUlqdXICKSDZwLPAWgqjWquhMYCTzrbvYscKX7fCQwWVWrVXU1sAIYLCLtgWxVnaOqCkyqs09MVIYFOp8B1z4NJ54HfUbBbW+jSSmxPIzxmIiPcFpbZxW25EznJxwkkmZropsE1+l0p3hEQk7xALTnVVQltznCjk3n9RXIiUAp8LSI9APmAXcDBaq6CUBVN4lIvrt9R5wrjFolbizoPj84Xo+IjMe5UqFz586NTjQ5VIHM/6fzF+vwnzhfwFs/Ri78pXNXumkRQgpJva6AV78Dy193vs8+XyPpgp/GOzVjPKW+ADJ+FlSXg/icpqu8U0nxt9w+kCRgIPC4qg4A9uA0Vx1KQ2eqh4nXD6pOVNUiVS3Ky4vir85wFXz5X3jnV87NhM9c6kwJsHF+4z/DxJ0PYPmrTvEAZ43ozyfDRhvGaxJbZPdGWPex03f79CVQ/BRSUUq4crdnx/S6gJQAJar6sft6Gk5B2eI2S+E+bq2zfac6+xcCG914YQPxmKnxZ6Ht+9WLa55NwteSSKQGWfdR/TfWzmn+ZIxpRv7UbHjte866Rqqw7FV08Uv4klvokraquhlYLyK1U9oOB5YAM4Da2yPHAC+7z2cAo0UkRUS6AqcAn7jNXeUiMsQdfXVznX1ik6s/meAZ34HaWVtF0NMnUJVhd6G3KJIE3S6pH+92UfPnYkxz2rKoXkjWvE9Aazw7ZHOMwroTeM4dgbUKuAWncE0VkXHAOmAUgKouFpGpOEUmBNzhjsACmAA8A6ThjL6K2QgsgIhCUqQKzvsRZLQFXxKyeRF+D9cTNh4QhY6DYMg3ofgpp1PxjDshu9OR9zWmBZMG5nvTTqcjgQzvjqkJvFh0UVGRFhcXN2rbSFU58u8JyLL/HBDXMa8gXc/xIj3jhUgY3b0BqTulg/hRnx/JsSJiEtjGBfDF6zD7/5yFpTqfAV/5rXMPVEbjR2KJyDxVLWrMtjaZostXUwGV2+u/UbG1fswcsyIIsnc7PDHMaQcG5yrkm9YHYhJcdTns3Q43/dsZfVj6hbOkwfk/9uyQVkBcIX8qSYPGOhPv1Upt5TSHmJYjEkLmPrm/eLgxPpsCw737h2RMvGmrTsiWRfDJRCeQkoXePANJzvLsmFZAXNX+DPyFg5Gxr0Kwyvml07rLgUvcmmOe4kMzC+qP+85uH490jGk2Vf4MUs//MVK5A/aWQUFvIhkFVEaSyPTomDaZoqsqpFRJMrruI3jl2/C/B9HKHWzY491NOCb2FHFmEciocw9QTmdnWhNjElhZOIM3tuSwLbMbZa3780VVNq+tVnwe/gqzKxBXsh/8i15H3vmlE9i1Hpl0OQV32A1oLYkPdW4iHP0cbFkC/iTIPQnWfABtT4l3esZ4Zv76ndw5fTXJfh8Bv7CnJsyATjkUdc0lPSXgyTEbXUBEZATwmqqHK7THUUqonOTFkw8MhoMkbZgLuY2fEsXEV1iEpFMugCfOdwpGJAy71sP4/8U7NWM81b5VKo/fMJDTO2fgiwQprUnm3/M34Pd519AUzSePBr4Ukd+JSOLdni1+NPek+vFWNg14SxIQRdbMhjEzoHAwdD0Hbn4ZXfthvFMzxlNdc1M5N38vOe/cR86rX6dD6fvccUZb2mQke3bMRhcQVb0RGACsxJkccY6IjBcR77r4m1FEI8jpt0NWnc7WHpejKQlxeseNkPqoyD4ZJt8A4Wqo2g3/vIbKNr3jnZoxnmoV2UnG0+fj++w5WPkuGdOuI6XkA2rC3jUaRdUHoqq7ReRFnLvBvw1cBXxfRB5V1T95kF+zSU7JQNeXIFf91VlXODkDylZ6eheniT0BIvk90LO/i8x5DPwB9KJfUZNegH2TJpH5t3wG53wPTjjT+eOpugL/oun4Op0FyW09OWY0fSBX4ExDchLwD2Cwqm4VkXRgKdCiC4gvVAntesOqd2DxS85iUud8z5ml17QYKpCxfSmy8VPnLtxICFk4jez83hw4H6cxCSb3RFj2Crzl3u/Uuit87R8kcWxcgVwL/J+qvlc3qKp7ReTW2KYVB8npMPth2Pw5nHKRM6PlC2OR66fEOzMThSQisGgqLHrR+XH52naDwoFxzMwYjwUrYf4/IbuD8wfwti/g478hw3/m2SGjKSCbDi4eIvJbVb1XVWfGOK/mV7MH1n3oLMQS3Ot8GeFq2Lxo/wy9pgXwoR0GIp9PPTDcof5U/cYklF0lMH6WUzzCNeBPhs8mox5OCBvNKKwLG4h9JVaJxF1SGpz/Uxg4BtbMht0bYdSztiZ6C6MAJ50PhXXmgjvxPMjvFa+UjGke7fvDkpfhz4PhL0PgxXEw8CandcUjR7wCEZEJwDeBk0Tk8zpvZQEfNLxXCxTa60ym+PId+2Mr3kJv/6DB5RDNsSkcDpE090k4/Xa4qJNzRVm6HBb/G4bdG+/0jPFO1Q5nJt5aG+ejs/8POe//eXbIxjRhPY+z9sZvOHA52nJVbWD62pYpEg7hq52ErFZ1OWyYB61PiE9SJmo+f4BQr1Ek7VjhzEgqApEgke6X4493csZ4acuSeiHZuIBwsMqzOasaU0BUVdeIyB0HvyEiuYlSRGoklZT0NvWvNjKiWFfdxJ3PJ9C6E/rOzxB3ZmU99SvQ7dI4Z2aMxwqLnD+Y6sxErScPJ5TaxrM5qxpTmJ53H+cBxe7jvDqvD0tE1ojIQhFZICLFbixXRN4SkS/dx9Z1tr9fRFaIyHIRubhOfJD7OStE5FF3aduYSUrLIjzsR879Hy7tOIhgbrdYHsZ4TFVh6Sv7igeALH8dKWncwmLGtFR7k3LQq590V1T1o71HoUW3UaPeTWVyxMKkqiPcx65HcZzzVHVbndf3ATNV9UERuc99fa+I9MSZMqUX0AF4W0S6ucvaPg6MBz4CXgMuIYbL2ib5fYQjNTD2NWdt4fQ2SCAdX2zrlPFYJBzCv+GTenHZMBd6johDRsY0jy3VyRQUnk362NdBfITEz/yNVXTtGD7yzk3U6NIkImeJSIb7/EYReVhEmjrL4EjgWff5s8CVdeKTVbVaVVcDK4DBItIeyFbVOeqswTupzj4xUVW+Hf/2lVC92+l03bwQstoRKVsZy8MYzwna88r64VMTZ8CgMQ3pGNhNxt+HIn8+DXlsEIE/9WdQ0irwcBhQNE1jjwP9RKQf8APgKZw70o+00IIC/xURBf6mqhOBAlXdBKCqm0Qk3922I84VRq0SNxZ0nx8cr0dExuNcqdC5c+Prm8+fDMmZ8Ozl+4Mf/5WAzeLaovhRKOgDQ38Aq95z2oS7XwaZ7eKdmjGeSi5dCOWbD4j5Zz9MzrV9AW8WxoumgIRUVUVkJPCIqj4lImMasd9ZqrrRLRJviciyw2zbUKnUw8TrB50CNRGgqKiowW0a4gtXwoePHhjcWwabFkBOp8Z+jImzsPjwrfof0vNKaNvdWQ+9TVfY/Bnkdol3esZ4RxpoUEpKRjy8kTCaAlIuIvcDNwLniogfOOIqJaq60X3cKiIvAYOBLSLS3r36aA9sdTcvAer+ti4ENrrxwgbiMeNHIZDWwBspsTyM8ZhoBAoHwaQrYE+pE8zpDDe8EN/EjPFafk9oczKUrXBe+/zo0PsJBrLjOgqr1teAamCcqm7GaUL6/eF2EJGM2une3f6Ti4BFwAyg9uplDPCy+3wGMFpEUkSkK3AK8Inb3FUuIkPc0Vc319knJiSQBufcA/46NTHvVJvGpKXx+WHRtP3FA2DnOlj9fvxyMqY57N0BIx+Di38NZ38Xxr4Km+aT7DsGJlN0i8bDdV6vw+nMPpwC4CV3xG0S8LyqviEic4GpIjIOWAeMcj9zsYhMBZYAIeAOdwQWwATgGZyp5F8nhiOwAPZoEmlpufi+PguWvQqZedB1KCFtxGWWOWb4NAwVW+u/UbGl+ZMxphlFtq/GP+1mZyG1tBwofgpp2w16Xg0pmZ4cM5rp3K8Gfgvk4/RJCM5NhtmH2kdVVwH1ZrFT1TJg+CH2eQB4oIF4MeDZqkDiD7AtmErbbQvx9RsNNRVUbv6CXW0HYt2vLYg/gBbdgiz45/4bqnxJ0GdUfPMyxmM1BQNI86fA+o/3xSp6XU8NmeR6dMxomsZ+B1yuqks9yiW+FFJTU5GO/WHdHDQjj+QOvRHxpnIbb4TCEfwZ+XDdFJj7pNMkOfh2sJUlTYIrjWSRd/MbpL3zY9hTSnjgWLYVXkiO79gYxrslYYsHEFElq2Yr8veLoXo3Avg7D6Ht1X8HW8uuxfBpGD7+K6x4C3pcDpEw/OdOKLoNzroz3ukZ45m2KUH8y9+Hky+AtBz8W5dR2MNHeaPHokYvmgJSLCJTgH/jdKYDoKrTY51UPGSGd8P/fuvcSFhr3Uf4tq+AnAZvOTHHIJ/Pj9ZUODeDli7f/0ZNRfySMqYZJO3ZSvLMHx8YDFaTfP4vAW9Gk0YzCisb2Iszkupy9ydx5obQMOxpoPN1b1nz52KazueDwd9wRmPVSkqBfqPjl5MxzUC3La8XS9qyAH94r2fHjGYU1i2eZXEsyMyHgWNh7Yf7Y8kZiC0o1eJUZnYi9euzkA//BP5k9Ky7qErNx7tldYyJP3/HgfVm4w2echmRlEOOczpq0cyF1U1EZorIIvd1XxHxbqWS5la5w1m567I/QKfBcOqlcP1UIjvXxzszE6WaygqCi2cgrQqR9LZUL36VYKU1YZnEttuXTWjUc86a6P5kIgNupqbfjdRE4jgbbx1PAN8H/gagqp+LyPPAr7xIrLkF8ZP0+RSkahd0vxyqdsFLtyNXPh7v1EwUQpEIgXUfkDJ7/z2uaUCkwyBoUxC/xIzxWFlNgPkMoNu1r5OW7GdxaYj8qjQ6pR8bo7DSVfWTg5bh8G6SlWYWUYGz7nYmU1z9nhPsMABaFR5+R3NM8WmYjNVvQLs+0OMKp29r0XRSV8+Ebkea99OYlqt1RjKvL9pD6gmtSY74WF2+i87t/GSmeHcrdDQFZJuInIQ7iaGIXAts8iSrOEgOVSBLZsCYV6DkE0hvC+m5sOlzyD2apVBMc/L5A0RO+wa+QCqEKp324B5XIqGaeKdmjKfaZqZw/emdWbd9L7v3BrmkV3vaZHo7j0Y0BeQOnFluu4vIBmA1cIMnWcVBOCUHf+suzn0g7fpC1U7YvRG++fER9zXHFsnMg7kTofjvzl3oZ9yB9Ls+3mkZ47ms8C56sAFlOwHtQSjUhoDff+QdmyiaAqKqeoE7KaJPVcvdCQ8TQkXIT/rJl5A8vAI+mwytCtGRf2ZnJJXWR97dHCsiYSj5GOb8eX9s1oNI4enQ+oT45WWMx2p2bSUwYwK+lW87gdQcGDcT8k727JjRdM+/CKCqe1S13I1Ni31K8ZGVmsSMVRHWdr6Gqmv/QeWlj/H29rbs8Xk3BM54IBJGvnyrXlhXvhOHZIxpPr5da/cXD4CqnSS9+ysqK3YfeqejdMQrEBHpjrNGeSt3QsVa2Xi1zFUc+P0+zj81nz+9u4KXPi0hOy3Az6/oTeuM5HinZqKg/gCccBay8KD1P044Mz4JGdNMtLx+l7SUb4BwdQNbx0ZjmrBOxbnjPAfn7vNa5cDXPcgpbnIzU/jBxd2ZMOwkBKFNRjI+DyciM7EXUUW6XYKcfBGs+K8T7DMKbd/fw5WhjYm/ULsBBAJpEKzcF9vT+yZqkrJpYKm8mDhiAVHVl4GXReQMVZ3jUR7HjLRkP2nJ3nU6GW/5fT5WVmXS8bI/kkIQEPZqgB3hHGxAtklk4UAGkbGv43vnl7CnFO1/A4FTLyQl9dgYxrtCRH4IdKm7n6reGuuk4ipUDZU7nfWFM/PinY1pgnapIZK3rUJmPwQ+P2nDfoS2shmVTWJLD+3GN30c9B0NaTnIirdJqi7Hd/Z3iK67u/GiKSAvA+8DbwPhI2x7AHf99GJgg6qOEJFcYApOMVoDfFVVd7jb3g+Mc49xl6q+6cYHsX9FwteAu1U1thMV7ymDuU/AvKed+0C+8jvoOAACNotSS5JWvhrfpP3zfPpWzSJ9wkeQ1SqOWRnjsY3zoWwlvLt/PT7fnlI47VZIb+PJIaMpS+mqeq+qTlXVF2t/Grnv3UDdtUTuA2aq6inATPc1ItITGI3TaX8J8Be3+AA8DozHWSf9FPf92ImE0cXTYdZvoHwzbFkEk65A92yL6WGMt8KhIDL3qQODkTDy+ZT4JGRMM4m06VYvFioYQI3Pqx6Q6ArIKyJyabQHEJFC4DLgyTrhkcCz7vNngSvrxCerarWqrgZWAINFpD2Qrapz3KuOSXX2iY2qXcjCqQfGIiEi6+fG9DDGWz4Bycyv/0ZDMWMSyE5/a/SsbzvN7wD5PYmc/W32hKNpaIpONAXkbpwiUikiu0WkXEQaM8D4j8APgEidWIGqbgJwH2v/dXcE6k5/W+LGOrrPD47XIyLjRaRYRIpLS0sbkZ6jUpMJ5Z5aLx5s1aXRn2HiT/wBdMBNkFVnJfvcE6FbbC9YjTnW5KYokpwOt74Jt74BQ39A0ubPyU49Bu5EV9WoF5UWkRHAVlWdJyLDGrNLQ4c+TLx+UHUizpQrFBUVNbqPJJKUCkO/D2vehV1OrdLeo9DMDo39CHOM0LQcuHE6smkB+AJoQS80JcuG8ZqEJhuK4b2HYOMC5y701bPwteoEnU/3bEBQo24kVNVlIjKwofdV9dPD7H4WcIXb9JUKZIvIP4EtItJeVTe5zVO1SwGWAJ3q7F8IbHTjhQ3EYyYjSYis/QAuf9RZzS6Qhmz6nGRsEr6WZk1FMm8uCHJ133OJqDJ53nZGnZFKoY2FMIksuxNM+BAiIedekHPvgc0LCavi1TVIY65AvovTef2HBt5T4PxD7aiq9wP3A7hXIPeo6o0i8ntgDPCg+/iyu8sM4HkReRjogNNZ/omqht0msyHAx8DNwJ8akXvjVe/CN+/vUDIXklIhEoRIGP81f4dcm0OppYhElKnz1nNOh1R8NRWI+OiTn8wbizZx2zknxTs9Y7yTVQCzHoT5k5zXuSeiN75ITSC+NxKOdx/PO9x2InKhqtafhKhhDwJTRWQcsA4Y5R5jsYhMBZbgrDVyh6rWDhmewP5hvK+7P7ETSIf2/ZwCEqraH8+rP7LBHNu+PjCL1i+PwbexGIDzup7Hjkv+fIS9jGnhKrbsLx4A21ch7/2elAsfwKtZp2LZPf9b4JAFRFVnAbPc52XA8ENs9wDwQAPxYqB3DPJsWCAVzvmes5jUti+ctYVPGw/ZDfbVm2OUzye0Xv3KvuIB4F/9Lq23FUOBfZcmgZWtrB8rXYYvznNhNVbL76PM7gBjX4WaCvAnQ3ImpOXEOysTjUgI38Z59cK+TfOh18g4JGRM85DCIqf/NlLnPu8eV0CqdzfQxvL+9tjeFR4vmfnOsM9WhVY8WiJfEvS9rl5Yel7Z/LkY05yqdsN1U6HNyU7ROP2bcMrFBzbJx5g3E6QYE08d+sPFD0JmgfOHwJWPQ+su8c7KGG9l5sFHj8PFv4Hrp0JSALYshjTvlsSLZRPWmhh+VnyEqmFPKax81/nl06G/3cHcEqXnQr+vQY/LnNcp2XY1aRJfRh5c/AC89RPYsxVOuw1OHu7053okqgIiImdSfzbeSe7j1YfYrcXQ7auQicP2X/K16wM3Trci0tJUlMK0sbBmtvO6+wi4/BHIaBvXtIzxlD8A+d3hmichXONMoOhh8YAomrBE5B/AQ8DZwGnuT5FHeTW/6gp455cHthduXkh46/L45WSaZumM/cUDYNkrsP7j+OVjTHNKzXb+WPK4eEB0VyBFQM+YT6F+jKgJ1pBctatePFy507O7OI0HIiFY/1H9eMlc6H5Z8+djTAKLphN9EdDuiFu1UMFANuUDJxwYTM0h3L7BGVzMscqXBL2vqR/vPqJ+zBhzVKK5AmkLLBGRT4B9d6ao6hUxzyoOMlKS2NLuNILXvEDu508QTG/H7tPuwpec69k0AMYjhYPh/B/Dh486BeW8H0Ibm8bEmFiLpoD8zKskjhXp2bls1jP4tNdJ+APJ9MzOIz8jJd5pmWil58KZd8LAm5zXablOB6MxJqaimc79f14mcizISg2QlRqga9sMfCL4fC3/5vrjlj8Z8DkdiVY8jPFENKOwhojIXBGpEJEaEQk3ckGpFifJ77Pi0ZJV7oQlL8M/r4LnroUVM6GqPN5ZGZNwoulEfwy4DvgSZ0bc29yYMceW0mXwwhjYvBA2zofnroHdJUfezxgTlaimMlHVFYBfVcOq+jQwzJOsjGmqSAjmPXNgTBUWvhCXdIxJZNF0ou8VkWRggYj8DtgEZHiTljFNJH7I614/3rb+evfGmKMTzRXITe723wL24Cw928CAe2PiSAT6XXfgsN12feGkw66HZoxpgmhGYa0VkTSgvar+vDH7iEgq8B6Q4h5rmqr+VERygSk482qtAb6qqjvcfe4HxgFh4C5VfdOND2L/ioSvAXcn6l3x5ihlFcAtb8CuEmd9hKwOzkylxpiYimYU1uXAAuAN93V/EZlxhN2qgfNVtR/QH7jEXdf8PmCmqp4CzHRfIyI9gdFAL+AS4C8iUjuTyOM4a7Of4v5c0tjczXEoMx86DnSWKbbiYYwnomnC+hkwGNgJoKoLcK4gDkkdFe7LgPujwEjgWTf+LHCl+3wkMFlVq1V1NbACGCwi7YFsVZ3jXnVMqrOPMcYYYFt5NbO/LGX6pyVs2llJTSh85J2OQjSd6CFV3SVRzvDoXkHMA04G/qyqH4tIgapuAlDVTSJSO196R6DuTHglbizoPj843tDxxuNcqdC5c+eocjXGmJaqrKKacZPm8tl6Z1LY1ICPGd86m24FWZ4dM6rJFEXkesAvIqeIyJ+AD4+0kzvktz9QiHM10fswmzdUnfQw8YaON1FVi1S1KC/Pmi6MMceHVdv27CseAFXBCL9/cxkVVUHPjhlNAbkTp2+iGnge2AXc3didVXUnMAun72KL2yyF+7jV3awEZ3RXrUJgoxsvbCBujDEG2FVZv1Ds3BskFPFurFE0BaSn+5MEpOL0V8w93A4ikiciOe7zNOACYBkwAxjjbjYGeNl9PgMYLSIpItIVp7P8E7e5q9ydTkWAm+vsY0w9O/bUULJjLxt2VrJzb0280zHGc306tiI77cBeiXFndyUnPdmzY0bTB/IccA/OuiCRRu7THnjW7QfxAVNV9RURmQNMFZFxwDpgFICqLhaRqcASIATcoaq1vUAT2D+M93X3x5h6tlVU853J83l/RRkAI/q05+cje9Em02ZWNomrbWYKr9x5Dn+a+SVbdlcx9qyuDOqc4+kxpbG3UojIbFU929NsYqyoqEiLi4vjnYZpZs9/vJYfvrTogNiTY4q4oEdBnDIypvlUBcMEwxGyUps2C7WIzFPVRi1XHs0VyE9F5Emc+zbqLig1Pcr8jPFMOBLh49Xb68XnrdlhBcQcF1IDflIDzbMQdzQF5BagO869HLVNWApYATHHDL/Px+X9OvDyggPHWFzYy4qHMbEWTQHpp6p9PMvEmBgZ1Lk1dw8/hSfeX0WSX/j28G6c2Nbm/TQm1qIpIB+JSE9VXeJZNsbEQOuMZCYMO4kbhjg3kuakJZOcFNXKBcaYRoimgJwNjBGR1Th9IIIzW0lfTzIz5iiUV4Uo2V6J3yf4RGhrI7CMibloCohNXmhahK27q7j2r3NYt30vAN3bZfGPcaeTl2VFxJhYimo6dy8TMSYWVJVp80r2FQ+AZZvLee/LUq4ZWHiYPY0x0bKGYZNQIqqs3FZRL766tH7MGHN0rICYhOL3+bjh9BMOiInAyP4NTt5sjDkKVkBMwjk5L5OJNw2iT8dWDOycw3PjTqd9Tlq80zIm4UTTiW5Mi5CdFuCiXu0YdEJrfCK0zvBuMjljjmdWQEzCsskTjfGWNWEZY4xpEisgxhhjmsQKiDHGmCaxAmKMMaZJrIAYY4xpEk8LiIh0EpF3RWSpiCwWkbvdeK6IvCUiX7qPrevsc7+IrBCR5SJycZ34IBFZ6L73qLs2ujHGmDjx+gokBHxPVXsAQ4A7RKQncB8wU1VPwVnh8D4A973RQC+cyRv/4q6nDvA4MB44xf2xyR2NMSaOPC0gqrpJVT91n5cDS4GOwEjgWXezZ4Er3ecjgcmqWq2qq4EVwGARaQ9kq+ocdRZxn1RnH2OMMXHQbH0gItIFGAB8DBSo6iZwigyQ727WEVhfZ7cSN9bRfX5wvKHjjBeRYhEpLi0tjek5GGOM2a9ZCoiIZAIvAt9W1d2H27SBmB4mXj+oOlFVi1S1KC8vL/pkjTHGNIrnU5mISACneDynqtPd8BYRaa+qm9zmqa1uvAToVGf3QmCjGy9sIB61YDBISUkJVVVVTdndAKmpqRQWFhIIBOKdijEmjjwtIO5IqaeApar6cJ23ZgBjgAfdx5frxJ8XkYeBDjid5Z+oalhEykVkCE4T2M3An5qSU0lJCVlZWXTp0gUbyBU9VaWsrIySkhK6du0a73SMMXHk9RXIWcBNwEIRWeDGfohTOKaKyDhgHTAKQFUXi8hUYAnOCK47VDXs7jcBeAZIA153f6JWVVVlxeMoiAht2rTB+peMMZ4WEFWdTcP9FwDDD7HPA8ADDcSLgd6xyMuKx9Gx/37GGLA70Y0xxjSRFZAEMHbsWKZNmwbAbbfdxpIlSwD49a9/fcB2Z555ZrPnZoxJXFZAEsyTTz5Jz549gfoF5MMPP4xHSsaYBGUFJA4mTZpE37596devHzfddBNr165l+PDh9O3bl+HDh7Nu3TrAubK46667OPPMMznxxBP3XWWoKt/61rfo2bMnl112GVu3bt332cOGDaO4uJj77ruPyspK+vfvzw033ABAZmbmvv2///3v07t3b/r06cOUKVMAmDVrFsOGDePaa6+le/fu3HDDDTg3/htjTANUNWF/Bg0apAdbsmRJvVhzWrRokXbr1k1LS0tVVbWsrExHjBihzzzzjKqqPvXUUzpy5EhVVR0zZoxee+21Gg6HdfHixXrSSSepquqLL76oF1xwgYZCId2wYYO2atVKX3jhBVVVHTp0qM6dO1dVVTMyMg44du3radOm7dt/8+bN2qlTJ924caO+++67mp2drevXr9dwOKxDhgzR999/v8HziPd/xyPZurtKi9eU6fx1O7R0d1W80zGmxQCKtZG/Y+0KpJm98847XHvttbRt2xaA3Nxc5syZw/XXXw/ATTfdxOzZs/dtf+WVV+Lz+ejZsydbtmwB4L333uO6667D7/fToUMHzj///KhymD179r79CwoKGDp0KHPnzgVg8ODBFBYW4vP56N+/P2vWrInBWTevLburuPrxD7jm8Tlc+ecPuOHJjyktr453WsYkHCsgzUxVjzgMtu77KSkpB+zb0DZNyeFQ6h7P7/cTCoWafJx4UFVenFfC+u2V+2LLt5Tz3pd234oxsWYFpJkNHz6cqVOnUlZWBsD27ds588wzmTx5MgDPPfccZ5999mE/49xzz2Xy5MmEw2E2bdrEu+++2+B2gUCAYDDY4P5TpkwhHA5TWlrKe++9x+DBg4/yzI4NEVVWbquoF19dWj9mjDk6ns+FZQ7Uq1cvfvSjHzF06FD8fj8DBgzg0Ucf5dZbb+X3v/89eXl5PP3004f9jKuuuop33nmHPn360K1bN4YOHdrgduPHj6dv374MHDiQ55577oD958yZQ79+/RARfve739GuXTuWLVsW03ONB7/Pxw2nn8CL8zbsi4nAyP4NTt5sjDkKcrjmjJauqKhIi4uLD4gtXbqUHj16xCmjxHEs/3fcVRmkeE0Z//tiGwCX9m5H78IcMlPs7yVjjkRE5qlqUWO2tX9RJuG0ShaGdwhx3s73wBfAlzcCAtZaa0ysWQExiad8Izx+Jr7qcuf1/34Dt8+G7A7xzcuYBGN/lpnEEonAx09AbfEA2FsGS14+9D7GmCaxKxCTeIJ7Gojtbf48jGlmFdVBKqrCBMMR0pP9tMlMOfJOR8EKiEksPh8MmQDzJ0HYHcIcSIc+o+KblzEe27m3hmc+XMNj76wgFFF6d8zmqTGnUZCd6tkxrQnLJJ7sQrj9Qxg4BgZ/HSZ8CJnt4p2VMZ4qLa/mj29/SSjijKxdtGE3j89aSVUwfIQ9m87TAiIifxeRrSKyqE4sV0TeEpEv3cfWdd67X0RWiMhyEbm4TnyQiCx033tUWviKRn6/n/79+9OrVy/69evHww8/TCQSAaC4uJi77roLgOrqai644AL69+/PlClTeP/99+nVqxf9+/ensrLycIc4viWnQV43uOxhuORByO0KScnxzsoYT32xpbxe7NN1O9hb410B8boJ6xngMWBSndh9wExVfVBE7nNf3ysiPYHRQC+c9dDfFpFu6ixp+zgwHvgIeA24hCYuaRutf8/fwO/fXM7GnZV0yEnj+xefypUDju6mtLS0NBYsWADA1q1buf7669m1axc///nPKSoqoqjIGYI9f/58gsHgvm1vv/127rnnHm655ZajOv5xw28ttOb40adjK0Sg7q19w7vnk5Xq3b8DT69AVPU9YPtB4ZHAs+7zZ4Er68Qnq2q1qq4GVgCDRaQ9kK2qc9yZIifV2cdT/56/gfunL2TDzkoU2LCzkvunL+Tf8zcccd/Gys/PZ+LEiTz22GOoKrNmzWLEiBFs3bqVG2+8kQULFtC/f3/+9re/MXXqVH7xi1/sm57dGGNqtc5I5k/XDaBNRjJ+n3DVgA7cOOQEAn7vfs3H40+0AlXdBKCqm0Qk3413xLnCqFXixoLu84PjDRKR8ThXK3Tu3PmoEv39m8upPKj9sDIY5vdvLj/qq5C6TjzxRCKRyAHreuTn5/Pkk0/y0EMP8corrwAwZ84cRowYwbXXXhuzYxtjEkNWaoBLerVjcJdcANKT/WSmBjw95rHUid5Qv4YeJt4gVZ2oqkWqWpSXl3dUCW3c2XA/w6HiRyORp5QxxjSPJL+P/OxU8rNTPS8eEJ8CssVtlsJ9rP2zuwToVGe7QmCjGy9sIO65DjlpUcWbatWqVfj9fvLz84+8sTHGHCPiUUBmAGPc52OAl+vER4tIioh0BU4BPnGbu8pFZIg7+urmOvt46vsXn0pawH9ALC3g5/sXnxqzY5SWlnL77bfzrW9966jW+DDGmObmaR+IiPwLGAa0FZES4KfAg8BUERkHrANGAajqYhGZCiwBQsAd7ggsgAk4I7rScEZfNcsIrNp+jliPwqpdqzwYDJKUlMRNN93Ed7/73VikbIwxzcamczdNYv8djUlM0Uznfix1ohtjjGlBrIAYY4xpEisgxhhjmsQKiDHGmCaxAmKMMaZJrIAYY4xpEisgzWz9+vWcd9559OjRg169evHII48A8JOf/IS3334bgGHDhnHw8GNjjDnW2HzXR/L5VJj5C9hVAq0KYfhPoO9Xm/xxSUlJ/OEPf2DgwIGUl5czaNAgLrzwQn7xi1/EMGljzHErVAORECSne34ouwI5nM+nwn/ugl3rAXUe/3OXE2+i9u3bM3DgQACysrLo0aMHGzZsYOzYsUybNi1GiRtjjjuRiPM76r//D6Z/HVa/D1W7PD2kFZDDmfkLCB40826w0onHwJo1a5g/fz6nn356TD7PGHMc27MV/jYUPvkbLHsFnh0B6z468n5HwZqwDmdXSXTxKFRUVHDNNdfwxz/+kezs7KP+PLNfOBxha0U1M5duJeAXhp2aT35Wik1WaRLbpgWwt+zA2AePQKfBkNa6wV2OlhWQw2lV6DZfNRA/CsFgkGuuuYYbbriBq6+++qg+y9S3eXc1X3nkPXZXhQDIy0zhlbvOpiA7Nc6ZGeMdTc6qt3iSJmci4m9w+1iwJqzDGf4TCBy09kcgzYk3kaoybtw4evToYTPweiASUSbNWbOveACUVlTz+sLNcczKGO+Fck+Ggt77A/5kgsP+H6R618JhVyCHUzvaKoajsD744AP+8Y9/0KdPH/r37w/Ar3/963rbXXbZZQQCzopiZ5xxBi+88EKTj3m8qagONRALxiETY5rPJ1v9tL3oH7Td+RlJFZuoPvFCpi2p5vrWNeSkJ3tyTCsgR9L3q0dVMA529tlnN7h87aWXXrrv+axZs2J2vOONzyfcclYXJs9dTzji/HdOSfLFdA17Y45Ffp9w8cSl9GjfhlZp7Vjw9grOOKkNN/m86/uzAmISTsfWabx+1zn89b2VJPt93D70JPKzUuKdljGeOjk/k24FmSzdVA5AwC/cc9GpZHm4NnqLKiAicgnwCOAHnlTVB+OckjkGpQWS6NYuiwev7osIBPzW1WcSX9vMFJ6/bQgfr97O5l2VXNSrHXke/+HUYgqIOEMJ/gxcCJQAc0VkhqouifazVNWGdB6FlrKKZXKSFQ5zfGmblcJlfds32/Fa0r+wwcAKVV2lqjXAZGBktB+SmppKWVlZi/kleKxRVcrKykhNtSGxxhzvWswVCNARqHtTRglQ7xZuERkPjAfo3LlzvQ8pLCykpKSE0tJSj9JMfKmpqRQWHt29MMaYlq8lFZCG2pzqXUao6kRgIkBRUVG99wOBAF27do19dsYYc5xpSU1YJUCnOq8LgY1xysUYY457LamAzAVOEZGuIpIMjAZmxDknY4w5brWYJixVDYnIt4A3cYbx/l1VF8c5LWOMOW5JIo9GEpFSYG0Td28LbIthOi3J8XzucHyfv5378av2/E9Q1bzG7JDQBeRoiEixqhbFO494OJ7PHY7v87dzPz7PHZp2/i2pD8QYY8wxxAqIMcaYJrECcmgT451AHB3P5w7H9/nbuR+/oj5/6wMxxhjTJHYFYowxpkmsgBhjjGkSKyCAiPxdRLaKyKI6sZ+JyAYRWeD+XHq4z2ipRKSTiLwrIktFZLGI3O3Gc0XkLRH50n1sHe9cY+0w557w372IpIrIJyLymXvuP3fjCf+9w2HPP+G/+1oi4heR+SLyivs66u/e+kAAETkXqAAmqWpvN/YzoEJVH4pnbl4TkfZAe1X9VESygHnAlcBYYLuqPigi9wGtVfXe+GUae4c596+S4N+9OAviZKhqhYgEgNnA3cDVJPj3Doc9/0tI8O++loh8FygCslV1hIj8jii/e7sCAVT1PWB7vPOIB1XdpKqfus/LgaU4U+ePBJ51N3sW5xdrQjnMuSc8dVS4LwPuj3IcfO9w2PM/LohIIXAZ8GSdcNTfvRWQw/uWiHzuNnEl5KV8XSLSBRgAfAwUqOomcH7RAvlxTM1zB507HAffvduEsQDYCrylqsfV936I84fj4LsH/gj8AIjUiUX93VsBObTHgZOA/sAm4A9xzcZjIpIJvAh8W1V3xzuf5tTAuR8X372qhlW1P87SCINFpHecU2pWhzj/hP/uRWQEsFVV5x3tZ1kBOQRV3eL+DxYBnsBZUjchuW3ALwLPqep0N7zF7SOo7SvYGq/8vNTQuR9P3z2Aqu4EZuG0/x8X33tddc//OPnuzwKuEJE1OEuDny8i/6QJ370VkEOo/Q/pugpYdKhtWzK3M/EpYKmqPlznrRnAGPf5GODl5s7Na4c69+PhuxeRPBHJcZ+nARcAyzgOvnc49PkfD9+9qt6vqoWq2gVnXaV3VPVGmvDd2ygsQET+BQzDmc54C/BT93V/nI61NcA3atsHE4mInA28Dyxkf3voD3H6AqYCnYF1wChVTaiBBoc59+tI8O9eRPridJT6cf6QnKqqvxCRNiT49w6HPf9/kODffV0iMgy4xx2FFfV3bwXEGGNMk1gTljHGmCaxAmKMMaZJrIAYY4xpEisgxhhjmsQKiDHGmCaxAmJMjIhIl7ozOhuT6KyAGHMME5GkeOdgzKFYATEmtvwi8oS7xsR/RSRNRPqLyEfuBH0v1U7QJyKzRKTIfd7WnVoCERkrIi+IyH+A/8bvVIw5PCsgxsTWKcCfVbUXsBO4BpgE3KuqfXHuev9pIz7nDGCMqp7vVaLGHC0rIMbE1mpVXeA+n4czs2uOqv7PjT0LnNuIz3krEacQMYnFCogxsVVd53kYyDnMtiH2/xtMPei9PTHMyRhPWAExxlu7gB0ico77+iag9mpkDTDIfX5tM+dlzFGzER7GeG8M8FcRSQdWAbe48YeAqSJyE/BOvJIzpqlsNl5jjDFNYk1YxhhjmsQKiDHGmCaxAmKMMaZJrIAYY4xpEisgxhhjmsQKiDHGmCaxAmKMMaZJ/j/afx/+xyRAqQAAAABJRU5ErkJggg==\n",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"sns.scatterplot(data=df_all.query('container == \"Chip\"'), x='hour', y='mean_intensity', hue='condition', )"
]
},
{
"cell_type": "code",
- "execution_count": 38,
- "metadata": {},
- "outputs": [
- {
- "data": {
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- "text/plain": [
- " centroid-0 centroid-1 bbox-0 bbox-1 bbox-2 bbox-3 mean_intensity \\\n",
- "0 999.316072 1078.783522 863 960 1133 1199 9761.597894 \n",
- "1 1062.165219 1056.069031 943 924 1187 1181 9664.677006 \n",
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- "3 974.709915 1066.458695 852 949 1102 1205 9780.608017 \n",
- "4 1293.138584 1021.020979 1150 864 1419 1171 9711.531422 \n",
- ".. ... ... ... ... ... ... ... \n",
- "283 856.014334 1005.390820 722 878 1044 1116 9785.799851 \n",
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- "286 1262.766227 900.409951 1132 764 1435 1010 10180.710868 \n",
- "287 994.549955 592.150417 883 486 1109 708 9394.034475 \n",
- "\n",
- " area well_index condition container hour \n",
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- },
- "execution_count": 38,
- "metadata": {},
- "output_type": "execute_result"
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- "source": [
- "df_all.query('container == \"Plate\"')"
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- {
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- " centroid-0 centroid-1 bbox-0 bbox-1 bbox-2 bbox-3 mean_intensity \\\n",
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- "\n",
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- "290 24449 2 Diff Chip 15 \n",
- "291 9911 3 Diff Chip 15 \n",
- "292 16744 4 Diff Chip 15 \n",
- ".. ... ... ... ... ... \n",
- "574 38522 44 2iL Chip 39 \n",
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- "execution_count": 39,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_all.query('container == \"Chip\"')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 75,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -2452,20 +588,9 @@
},
{
"cell_type": "code",
- "execution_count": 77,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/all_conditions.csv'"
- ]
- },
- "execution_count": 77,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"csv_save_path = os.path.join(os.path.commonpath(nd2_paths), 'all_conditions.csv')\n",
"csv_save_path"
@@ -2473,7 +598,7 @@
},
{
"cell_type": "code",
- "execution_count": 78,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [