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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "c92a73ab-b78d-4566-a1a1-94af2a17612b", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import geopandas as gpd\n", | |
"import libpysal\n", | |
"\n", | |
"pd.set_option('display.max_rows', 500)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "ec531844-b566-49c9-9701-77847cd92dd3", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"charleston_tracts = libpysal.examples.load_example(\"Charleston1\")\n", | |
"charleston_zips = libpysal.examples.load_example(\"Charleston2\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "9d5fb82b-e9ee-445e-b499-813579c49695", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"gdf_charleston_tracts = gpd.read_file(charleston_tracts.get_path(\"sc_final_census2.gpkg\"))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "15eaf136-2ac1-4a2a-a2f6-d7fc86c90cae", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>FIPS</th>\n", | |
" <th>MSA</th>\n", | |
" <th>TOT_POP</th>\n", | |
" <th>POP_16</th>\n", | |
" <th>POP_65</th>\n", | |
" <th>WHITE_</th>\n", | |
" <th>BLACK_</th>\n", | |
" <th>ASIAN_</th>\n", | |
" <th>HISP_</th>\n", | |
" <th>MULTI_RA</th>\n", | |
" <th>...</th>\n", | |
" <th>EMP_FEM</th>\n", | |
" <th>OCC_MAN</th>\n", | |
" <th>OCC_OFF1</th>\n", | |
" <th>OCC_INFO</th>\n", | |
" <th>HH_INC</th>\n", | |
" <th>POV_POP</th>\n", | |
" <th>POV_TOT</th>\n", | |
" <th>HSG_VAL</th>\n", | |
" <th>POLYID</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>45015020200</td>\n", | |
" <td>Charlesto</td>\n", | |
" <td>7665</td>\n", | |
" <td>2083</td>\n", | |
" <td>983</td>\n", | |
" <td>2101</td>\n", | |
" <td>5427</td>\n", | |
" <td>30</td>\n", | |
" <td>54</td>\n", | |
" <td>38</td>\n", | |
" <td>...</td>\n", | |
" <td>1302</td>\n", | |
" <td>561</td>\n", | |
" <td>306</td>\n", | |
" <td>4</td>\n", | |
" <td>24612</td>\n", | |
" <td>7520</td>\n", | |
" <td>1908</td>\n", | |
" <td>52300</td>\n", | |
" <td>0</td>\n", | |
" <td>POLYGON ((-79.75638 33.33019, -79.7569 33.3299...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>45015020100</td>\n", | |
" <td>Charlesto</td>\n", | |
" <td>7291</td>\n", | |
" <td>1501</td>\n", | |
" <td>739</td>\n", | |
" <td>2899</td>\n", | |
" <td>4259</td>\n", | |
" <td>24</td>\n", | |
" <td>26</td>\n", | |
" <td>62</td>\n", | |
" <td>...</td>\n", | |
" <td>1290</td>\n", | |
" <td>269</td>\n", | |
" <td>227</td>\n", | |
" <td>0</td>\n", | |
" <td>28615</td>\n", | |
" <td>6111</td>\n", | |
" <td>1588</td>\n", | |
" <td>62700</td>\n", | |
" <td>1</td>\n", | |
" <td>POLYGON ((-80.03818 33.30269, -80.03857 33.302...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>45015020300</td>\n", | |
" <td>Charlesto</td>\n", | |
" <td>8481</td>\n", | |
" <td>2027</td>\n", | |
" <td>1110</td>\n", | |
" <td>6120</td>\n", | |
" <td>2204</td>\n", | |
" <td>10</td>\n", | |
" <td>66</td>\n", | |
" <td>49</td>\n", | |
" <td>...</td>\n", | |
" <td>1519</td>\n", | |
" <td>559</td>\n", | |
" <td>391</td>\n", | |
" <td>48</td>\n", | |
" <td>36319</td>\n", | |
" <td>8460</td>\n", | |
" <td>1148</td>\n", | |
" <td>63700</td>\n", | |
" <td>2</td>\n", | |
" <td>POLYGON ((-79.74115 33.32231, -79.74159 33.321...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>45035010300</td>\n", | |
" <td>Charlesto</td>\n", | |
" <td>5503</td>\n", | |
" <td>1293</td>\n", | |
" <td>729</td>\n", | |
" <td>2853</td>\n", | |
" <td>2528</td>\n", | |
" <td>35</td>\n", | |
" <td>28</td>\n", | |
" <td>43</td>\n", | |
" <td>...</td>\n", | |
" <td>1026</td>\n", | |
" <td>328</td>\n", | |
" <td>172</td>\n", | |
" <td>5</td>\n", | |
" <td>29971</td>\n", | |
" <td>5501</td>\n", | |
" <td>945</td>\n", | |
" <td>57300</td>\n", | |
" <td>3</td>\n", | |
" <td>POLYGON ((-80.51485 33.0866, -80.51485 33.0870...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>45015020401</td>\n", | |
" <td>Charlesto</td>\n", | |
" <td>3820</td>\n", | |
" <td>877</td>\n", | |
" <td>447</td>\n", | |
" <td>2211</td>\n", | |
" <td>1541</td>\n", | |
" <td>0</td>\n", | |
" <td>5</td>\n", | |
" <td>33</td>\n", | |
" <td>...</td>\n", | |
" <td>705</td>\n", | |
" <td>234</td>\n", | |
" <td>150</td>\n", | |
" <td>0</td>\n", | |
" <td>29951</td>\n", | |
" <td>3804</td>\n", | |
" <td>648</td>\n", | |
" <td>49000</td>\n", | |
" <td>4</td>\n", | |
" <td>POLYGON ((-79.4467 33.21346, -79.44651 33.2129...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 31 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" FIPS MSA TOT_POP POP_16 POP_65 WHITE_ BLACK_ ASIAN_ \\\n", | |
"0 45015020200 Charlesto 7665 2083 983 2101 5427 30 \n", | |
"1 45015020100 Charlesto 7291 1501 739 2899 4259 24 \n", | |
"2 45015020300 Charlesto 8481 2027 1110 6120 2204 10 \n", | |
"3 45035010300 Charlesto 5503 1293 729 2853 2528 35 \n", | |
"4 45015020401 Charlesto 3820 877 447 2211 1541 0 \n", | |
"\n", | |
" HISP_ MULTI_RA ... EMP_FEM OCC_MAN OCC_OFF1 OCC_INFO HH_INC \\\n", | |
"0 54 38 ... 1302 561 306 4 24612 \n", | |
"1 26 62 ... 1290 269 227 0 28615 \n", | |
"2 66 49 ... 1519 559 391 48 36319 \n", | |
"3 28 43 ... 1026 328 172 5 29971 \n", | |
"4 5 33 ... 705 234 150 0 29951 \n", | |
"\n", | |
" POV_POP POV_TOT HSG_VAL POLYID \\\n", | |
"0 7520 1908 52300 0 \n", | |
"1 6111 1588 62700 1 \n", | |
"2 8460 1148 63700 2 \n", | |
"3 5501 945 57300 3 \n", | |
"4 3804 648 49000 4 \n", | |
"\n", | |
" geometry \n", | |
"0 POLYGON ((-79.75638 33.33019, -79.7569 33.3299... \n", | |
"1 POLYGON ((-80.03818 33.30269, -80.03857 33.302... \n", | |
"2 POLYGON ((-79.74115 33.32231, -79.74159 33.321... \n", | |
"3 POLYGON ((-80.51485 33.0866, -80.51485 33.0870... \n", | |
"4 POLYGON ((-79.4467 33.21346, -79.44651 33.2129... \n", | |
"\n", | |
"[5 rows x 31 columns]" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"gdf_charleston_tracts.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "dd2fbf79-4798-4512-9a96-6fd51026799a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Axes: >" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"gdf_charleston_tracts.plot(\"TOT_POP\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "23089adb-592d-4f3d-9c9d-5968b485e915", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"gdf_charleston_zips = gpd.read_file(charleston_zips.get_path(\"CharlestonMSA2.gpkg\"))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "08e55e5d-ff28-4754-aca7-673cb229cbfd", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>ZIP</th>\n", | |
" <th>PO_NAME</th>\n", | |
" <th>STATE</th>\n", | |
" <th>POP2001</th>\n", | |
" <th>MSA</th>\n", | |
" <th>EST98</th>\n", | |
" <th>EMP98</th>\n", | |
" <th>EFLAG98</th>\n", | |
" <th>PAY98</th>\n", | |
" <th>EST01</th>\n", | |
" <th>...</th>\n", | |
" <th>INDEX</th>\n", | |
" <th>NUMSEC</th>\n", | |
" <th>EST98_0</th>\n", | |
" <th>EST01_0</th>\n", | |
" <th>PCTNGE</th>\n", | |
" <th>PCTIME</th>\n", | |
" <th>PCTCSE</th>\n", | |
" <th>PCTGRO</th>\n", | |
" <th>ID</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>29479</td>\n", | |
" <td>SAINT STEPHEN</td>\n", | |
" <td>SC</td>\n", | |
" <td>7403</td>\n", | |
" <td>Charlesto</td>\n", | |
" <td>63</td>\n", | |
" <td>931</td>\n", | |
" <td></td>\n", | |
" <td>21675</td>\n", | |
" <td>55</td>\n", | |
" <td>...</td>\n", | |
" <td>70</td>\n", | |
" <td>16</td>\n", | |
" <td>63</td>\n", | |
" <td>61</td>\n", | |
" <td>2.21</td>\n", | |
" <td>-0.43</td>\n", | |
" <td>-4.95</td>\n", | |
" <td>-3.170000</td>\n", | |
" <td>0</td>\n", | |
" <td>POLYGON ((-79.96307 33.4896, -79.95651 33.4925...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>29468</td>\n", | |
" <td>PINEVILLE</td>\n", | |
" <td>SC</td>\n", | |
" <td>2185</td>\n", | |
" <td>Charlesto</td>\n", | |
" <td>7</td>\n", | |
" <td>44</td>\n", | |
" <td></td>\n", | |
" <td>498</td>\n", | |
" <td>11</td>\n", | |
" <td>...</td>\n", | |
" <td>64</td>\n", | |
" <td>6</td>\n", | |
" <td>10</td>\n", | |
" <td>11</td>\n", | |
" <td>2.21</td>\n", | |
" <td>-1.11</td>\n", | |
" <td>8.90</td>\n", | |
" <td>10.000000</td>\n", | |
" <td>1</td>\n", | |
" <td>POLYGON ((-80.14391 33.39144, -80.14353 33.391...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>29018</td>\n", | |
" <td>BOWMAN</td>\n", | |
" <td>SC</td>\n", | |
" <td>4212</td>\n", | |
" <td>Charlesto</td>\n", | |
" <td>38</td>\n", | |
" <td>314</td>\n", | |
" <td></td>\n", | |
" <td>4975</td>\n", | |
" <td>37</td>\n", | |
" <td>...</td>\n", | |
" <td>32</td>\n", | |
" <td>13</td>\n", | |
" <td>38</td>\n", | |
" <td>41</td>\n", | |
" <td>2.21</td>\n", | |
" <td>-0.81</td>\n", | |
" <td>6.49</td>\n", | |
" <td>7.890000</td>\n", | |
" <td>2</td>\n", | |
" <td>POLYGON ((-80.5622 33.29385, -80.56466 33.2914...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>29059</td>\n", | |
" <td>HOLLY HILL</td>\n", | |
" <td>SC</td>\n", | |
" <td>6157</td>\n", | |
" <td>Charlesto</td>\n", | |
" <td>136</td>\n", | |
" <td>2052</td>\n", | |
" <td></td>\n", | |
" <td>49945</td>\n", | |
" <td>126</td>\n", | |
" <td>...</td>\n", | |
" <td>33</td>\n", | |
" <td>18</td>\n", | |
" <td>136</td>\n", | |
" <td>130</td>\n", | |
" <td>2.21</td>\n", | |
" <td>-0.32</td>\n", | |
" <td>-6.31</td>\n", | |
" <td>-4.410000</td>\n", | |
" <td>3</td>\n", | |
" <td>POLYGON ((-80.28927 33.27911, -80.30154 33.267...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>29431</td>\n", | |
" <td>BONNEAU</td>\n", | |
" <td>SC</td>\n", | |
" <td>5781</td>\n", | |
" <td>Charlesto</td>\n", | |
" <td>43</td>\n", | |
" <td>141</td>\n", | |
" <td></td>\n", | |
" <td>2134</td>\n", | |
" <td>50</td>\n", | |
" <td>...</td>\n", | |
" <td>46</td>\n", | |
" <td>13</td>\n", | |
" <td>43</td>\n", | |
" <td>50</td>\n", | |
" <td>2.21</td>\n", | |
" <td>2.81</td>\n", | |
" <td>11.26</td>\n", | |
" <td>16.280001</td>\n", | |
" <td>4</td>\n", | |
" <td>POLYGON ((-79.86696 33.22028, -79.883 33.23942...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 60 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" ZIP PO_NAME STATE POP2001 MSA EST98 EMP98 EFLAG98 \\\n", | |
"0 29479 SAINT STEPHEN SC 7403 Charlesto 63 931 \n", | |
"1 29468 PINEVILLE SC 2185 Charlesto 7 44 \n", | |
"2 29018 BOWMAN SC 4212 Charlesto 38 314 \n", | |
"3 29059 HOLLY HILL SC 6157 Charlesto 136 2052 \n", | |
"4 29431 BONNEAU SC 5781 Charlesto 43 141 \n", | |
"\n", | |
" PAY98 EST01 ... INDEX NUMSEC EST98_0 EST01_0 PCTNGE PCTIME PCTCSE \\\n", | |
"0 21675 55 ... 70 16 63 61 2.21 -0.43 -4.95 \n", | |
"1 498 11 ... 64 6 10 11 2.21 -1.11 8.90 \n", | |
"2 4975 37 ... 32 13 38 41 2.21 -0.81 6.49 \n", | |
"3 49945 126 ... 33 18 136 130 2.21 -0.32 -6.31 \n", | |
"4 2134 50 ... 46 13 43 50 2.21 2.81 11.26 \n", | |
"\n", | |
" PCTGRO ID geometry \n", | |
"0 -3.170000 0 POLYGON ((-79.96307 33.4896, -79.95651 33.4925... \n", | |
"1 10.000000 1 POLYGON ((-80.14391 33.39144, -80.14353 33.391... \n", | |
"2 7.890000 2 POLYGON ((-80.5622 33.29385, -80.56466 33.2914... \n", | |
"3 -4.410000 3 POLYGON ((-80.28927 33.27911, -80.30154 33.267... \n", | |
"4 16.280001 4 POLYGON ((-79.86696 33.22028, -79.883 33.23942... \n", | |
"\n", | |
"[5 rows x 60 columns]" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"gdf_charleston_zips.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "fcf9988d-ca55-4f8d-b305-7d7d88fb85ee", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Axes: >" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"gdf_charleston_zips.plot()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "80b06e2f-9072-48a4-b9ac-561ea0e9f595", | |
"metadata": {}, | |
"source": [ | |
"We pretend this is a land use layer, and we exclude land uses \"LADSON\", \"HUGER\", \"BONNEAU\", and \"BRANCHVILLE\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "5af0e83c-fd8e-4dbf-9b77-8fca9c206968", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Axes: >" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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UPHFMww2rSvjWGzfNuk+nL0xLX0LgShLc9ap1SUUPPvRAMyativdcW09NweUR3fEEI1hmEYjz5Q07qnnwcHfKr/vqazewrsLKX4/18fDRPnYuK6CpzYlCImU3YUjMkrqqsRCHUcPP9yb+HhQSlFn1fHtXI59p66OnzMhAX/7UBkViMjfe8zQNxSZesq6MV2yqENFGgWAeSHKKuYNwOExnZycul4vf//73fP/73+epp54aFzc+n4++vj6Gh4e5//77eeKJJ9i3bx/FxcVT9uX1elm/fj333Xcft9xyCwBvfetbcblc/PGPf5x1HaFQiFAoNP6zx+OhqqoKt9uNxXJ5FooOeoJc+aUn8qJm4KrGQr7zpi2zdjFN5hv/OMPXHpsaabp1fRn33LERtXJ2kfKXo32895eHAPjwDcv54A2NSR33yrufoMcVQKmQuH1jOe+9toH6BXjnLAb+56Hj6DRKPv7ilQC09nvZd36El2+q4GSfl7pCIyUWLZ1OPyUWHTp18iL1a38/xTeeOAvA9loH54bGGPHN7BlzZUMBP3/Hjgl1UMd73DzROsjwWIgNlTbuf+Y8rf3JRzM+eH0jH75xObIs4/SFkQGbXk0wGsekVeGLxXjTH49weH9f0vvMNitLzTz6oatzvQyBYEF4PB6sVmtWr80pC5vJ3HDDDdTX1/Pd73532ucbGxt5+9vfzic+8YkpzzU3N7Np0yaUyhdOmvF4Ii2gUCg4deoU9fX1Sa0jFx9evtHS6+Hl9z1LOJofqZWNVTZ+/LZtSTsIv/3H+3midXDCY6/eUsmXXrU+KQOzT/3x2PjdeaVdz98/fDUGzezCyuUPs/Fzj014TCHBrevLef91DTSWmKe8JhKLc7TbxXNnR3j23DBdzgDLiozUF5nYUGXlFZsq51xrrhn0BvnWE2e5blUJj7cM8OTpQbqcAfRqJVtr7Yz6w2ytcdDl9HPj6hKqHQYKTFpWlCY+D384ijcYpcSiIxaXkUgMppQkmUdPDPAfv0vU1Vn1arQqBVq1gi7n9G3VpRYdb7qimvddN1GIdoz4kGUosei4+d6nx9u0Z0OSYFd9Afe9YQtWw8wRqbvO9/HswV6OH+xP8hPLDY988CpWlV2e5zPB0iAX1+YFm0/IsjwhcpLK8ytXruTYsWMTHvvUpz6F1+vl61//OlVVVQtd3mXF6nILX79jI+/55aGMt3cnQ3OXizu+u5efvmM7JRbdnNtP1zIcjsYZ8oYotU7/+nhc5md7O1BIUGzWIUmJiePdowG+/vgZPvGSVbMes6V3am1WXIY/Henlz0d7+dIr1/PqLZWcGvDy7Nlhnjs3QlObk7HQxMGJPa4Az5wZBqDcqmfHsuxPvJ6NR471saXGTrFFx+u/t5eYLHOq38u1K4v5x8kBet1BIFGgvefsMLIMxy/MUJKB61YW4wlGWVFqptcVwKpX81jLAN9+8hzLS0wsLzXT0ushHpc5N5T4PW6tsXPgwtgCq16NUoLpgon9niD6aQRoTYGReFzmNwe65hQ1dYVGXrW5gldsrpxSQD6ZjkCI73QNUlOhx3JWg8edGwfiZHjD/Xt5y65a3rKzVjhoCwRJkpKw+eQnP8ktt9xCVVUVXq+XBx54gCeffJJHH30Un8/HF7/4RW677TbKysoYGRnhvvvuo7u7m9e85jXj+7jzzjupqKjgrrvuQqfTsXbt2gnHsNlsAFMeFyTHLevK+MB1jXz9H2dyvRQATg14efV3nuPn79gxpX7lY789gisQYWOVjXUV1mkvXn860svjJwf4wPWNvP3Kugk1M7Is87mHW/jxc+3THvv7e9qwGTSUWXU4jBocRg0FpsT/X6zVOTGNsHlh/3D3o6186dHWWVMpk/nMn1t4+P2788om/09Hevny307xq3dewcGOUcIXCqa/9OipcVFzkcmi+InWQRQSSJLEzWtK+N7T59GplfzHzSv4U3MvW2rs/Pi59vERBWvLLdQUGNjX9sLoDrtBjTsws89R8wwGkgqFxCs2V/Crpk6OdLsnPCdJsHNZAR+5aTmbq+1Jt/T/fmAUlSTxpdXVfHcgzJP78ncUxKg/wr2Pn+G7T53njm1V/MtVdVTaxXwpgWA2UhI2AwMDvPnNb6avrw+r1cr69et59NFHufHGGwkGg7S2tvKTn/yE4eFhCgoK2LZtG8888wxr1qwZ30dnZycKRX63gy5WZDlxd/vDZ9tyvZQJdDkDvPo7z/PTt28fD6ufGxrjtwcTRaaPtcw+7sEfjnH3I638Zn8X//2y1VyzophAOMbnHj7Br5q6ZnxdLC7zpUdbp33OrFXhMGkYC0anff4izhQEzUVO9nl424/3886rlrG7cebC+WxytNtNjyvAa77z/LiogcRak+Hxk4P8+p1XEIvLPH1miM4RPy19Ho71uKfMHjs14J1S51Vs1tI+MnPU5W/H+9nf7mRb7VT3Xa1KybfeuJlb/28PLn8EjVLBi9eW8oYd1eyoc6TsUVSiUfOl5ZXstJl4rMjEkym9OjcEIjF+/Fw7P9vbwcvWl/HfL1uDQ0RwBIJpWXCNTb5wudfYdI74+cSDR3n27MjcG+cIi07Fj962jS01Dv7rwWP8Yp7dWzesKqZ9xM/ZwemN/PKF9ZVWHnrvlTk3B3T6wmz+/GNzbzgHVyxzUO0w8JsDqXc9ra+0cnRSxOVSDBolhz5944xFyvG4zFf+fopILM67r2lIy0W9PRDib+3D3PWT5gXvK9tcvbyIH791G4o8igoKBNORi2uzCJ0scmJxmR/saePme5/Oa1ED4AlGedP3m/hT89R27lR4/ORg3osaSERJmtrSP0k9VTyzpIBSYe9557xEjVIhzenPYtAo6XXNPLNJoZD42M0r+Pgtq9IWqfjrkJt7h52oVItPHDx9eohvP3VuwmNHu108Pkf0UyC4HBDCZpESCMf4+uNnuOKuf/D5h1sIRLIzNmGhBCIxPvBAM5FYjE1VtlwvJ+PMRwikG1WOZyHZDWoCkdk79cqser7y91OzbiNJUlrrlhTAfy4rY+UtdSjzYF5Uqnz176d4qLmHeFzmUOcor/nO8/y/R05yuHOUex8/TXCRnBMEgnQjhE2acUaiPNCXuchJPC7zh0PdXPuVJ7nn8dMMeWfuSMtnQlGZM4Neis3aXC8lY9gMaj6UpJdOJpnL/yfTDI+FWVM+tW3+Uo71uFlTnt3p6++qLualRVYOhEOseMniEzdxGT7862bWf/bvvPK+5whF45wf8vGK+57jzOBYSt5DAsFSQgibNHJyLMCLD5zmw61dPDuafmv0/e1OXn7fs/z7b47Q7wnO/YI8ZywUo2AJTzW+dX0ZVY7cd7BMHleQmzXMfKqpsOm5qrGQmgIDfe6Z01Hppj8U4T0tHdhVSnaXWrnltuWLUtxMth6ARHv/Q8352+0lEGQSIWzSxKNDbm49dIbOYMLl9AMnO3FHZu+4SYVzQ2O85jvPz1qAuRg52edle50918vICE1tznl1VaUbVY4jNpCIyEwXnasrNLKrvoC1FVY+8ftjPH5ycJpXp59QPM4TTg+3Ftk4uGsNb68sIm5Ws+XWenS6Bdt75Zy4DN/659lcL0MgyAm5P+MtcmRZ5p72ft56vA3fJW20PaEI/3UmfXdMybblLkYOd7ioLch9ZCPdnB4Y40Vf/if3P30+p4M28yFiE5ehyKxFc0lEpMKmZ0edg3dfU89Hb1rBxmobq7Posvu6UgdvqSjEoFQQiMV5T1UR7cSw3ViJzbb4U6SD3hDHe5bWjZBAkAxC2CyA4XCUf2vp4Ett09uy/3nIRWSBk64vciqFOTmLjUhcRpZl1IssDZAM3mCUL/71JG/+wT5GxnJTD5Xr4uGLnOj1sLLMwrtftIwtNXbuftU67n7VepYVmVAqJD560wo2V9uyshatQoHikjb8OoMWbyxOZzBMezjCsm2lWVlHJnH5I/zbzw7mehkCQdZZ/DHXLOCJxjjlC9LqCyT+fyzIKX+QofDsqaZQXOaMP8hq0+wW78mQygDAxUiHM8D2WscUs7elwt7zTm775rN8784tWS+SVeeRIebxHjdWvZpfvGM7ukljFDbkuEvut/0vfPfOaEGhlIjnwUDZhdDjCnDzPU/zmdvWsLM+v8Z8CASZIn/OeHnMqw+f5WWHzvCxU918v3uYPa6xOUXNRY56X3BbHUnyNdOxlCM2F2lqd7KmfOmaK/a4Arz628/zl6PZnSitUEjkQTYKgO+9eSu7Gwr5/p62nKbnJuOMRNnnemFW2VAkyppNJTlcUfo4NeDlvx86nleft0CQSYSwSYJq/fw7dw56/PxxYJSXHzrD2meP87X2fuIpmj37QtGkJhsvBQY8QSxLoHhzJgKRGO/95SG+/LdW4hfSlNFYnH3nR/jzkV5+sKeNux45mXYDwnwoIAbYc3aYf3tRPf9y1TL2nB0mlqZU7UJRACOTiv2D5Uun7uvM4BiPHM/vSeYCQbpYuleQNFKjn38h4c96R/hZ7wu+Nv/b1s9Rr5//W1WDWZWcz4RGpeBNV1Tz873zG0GwmBgeC2PWKqkvMmLRqfEEI+PTopcS3/rnOVr7vNzzuo0c7BjlbT/aP+H5cDTO/7xszQyvTo18uFNXKST0aiVv3VWLLMvo1EquXVFMPkx0kWWZZq8fV3Siod2xUIiql9VShAJ9KE7/iRF6ehZv5LRvFmdngWApkR+3cXlOjS69XiuPDnu45eBpzviS86JRKxV84eXruOuV65Zkge1kvKEY54Z8HO5ycW7Ix6ZqG+U2Xa6XlXb+0TrIK771LN+dZI0P8FBzL6Foepxj/3qsj3A0t+KmttDIzWtL+cuxvgmzs3I9Rysal3nniQ5Ojk3/t9gVjnAoHOJZKYJStbhPl4+e6OeZM0PjkUKBYKmyuP9Ss0TtAiI2M3HWH+KWg6d5dCj5dszXb6/mgXfuXNJuvdNxuNPFgDvItlo72+scNBab0Cglqux6NlRa2VqzeH1wzg352Ht+asG00xfmP353NC2pmh89277gfSRLiUWLWinxtitrueqSyeYD7iDbax2855r6rK1lNp5xejnk9qFSSNxQYOGu87PXPVVp1HR0LO7W6cOdLt78gyYOdIzmeikCQUYRqagk2G41UqXT0BVMr9naWCzOW4+38en6ct5bXZzUa7bU2HnPNfV85s8taV1LvhOTYX/7xBNy12iArtEAFr0KhZTwSllKPNTci0Gj5P+9Yt28IxuHOkdp7nKld2GzcN3KEt6xu44nTw3yik0VvO3KWoa9YVRKiVdurszaOmbjtC/IO060EYnL3FlRyO1FNuLM/uWpDsFQltaXaTqdfrbXOXK9DIEgYwhhkwQ6pYL/WlbGu1o6MrL/L5zrZbvVyDarMant1WIGzAQ8gSiry8209C7e+oeZ+FVTF0aNiv966ap5iZsf7mnLwKpmpsispaHYRJFJi9Wgzuqxk2EsGuMjrV2oJQWeeBSDQsHjTg/ROUTxQWUU2601mBQKikYiHHq2m8WaFN53foQyq45VZZa0TUoXCPIJIWyS5PZiG18430t3MJL2fcvA+0928I9tKzAqE6IlEpf5UlsfcRlMKgVGpQKzUsmVdhPflX0UlxgZHFh6RbWpYtWraCgyE8uDItRM8f09bZh1aj6Y4kDNkbFQVjth1EqJMmuiFiofRQ3Af5xOTFu/2Jl4T8cAmiQEYzAu0x9PdE2dNcH61YWcbhlO6dgr1xWhqTYT7R7j5LFB5ByVPf32YDcPH+1j/6duyM0CBIIMI4RNkvhjcfpD6Rc1F2kPhPnCuT6+0FhBKC7zv219fKdravBbAcSBtTtKGPjT+UV715gONlfbODfk42DnKAoJSi1a+j2Lc9r5XNzz+GmMWiX/ctWypF/T0ufJaju1JElcs6Ioa8dLlaFwhD8OjDJZT4TnIYp76wwslwtpO+ckEp5doag1CtZeX8Pz8TBEQ9TXGNGdVhEIpG+WXKqolBKfevAY54Z8fPIlq4R5n2BJIYRNkrQHw3OGqxfKj3qG+VHP7HeBF0+hx0Mhdl5VyeFnujO7qDykxKylyKzlUKdr/LG4DNUO45IVNgBf+MtJjFoVr99endT2pwfS64UzF1qVAqs+PyM1AI8MuaeImvkyHI0xXK1FXVNOkVqJRVKglyW0MRlGwzQ/n5gTV11rJbzOzvPhRH1ekVpF8Ln+nIoaSIz6+GNzLwBv+sE+fvb27exqKJzjVQLB4kB0RSXJGpOeV5fkV/fNEZNEcUlydTlLAQnYXuvAE4xyvHfqUNBjvW5M2qVdf/TJB4/xpyO9SW17ZiC7NUc7lxVg0OTvvdIjw+nvaorIMr3hKK2hMIfDIfbGwkQKtSDBluuqaVtppj2ciPQaFQrsx12MDOeXn0wsLvN/T5wleonfkT8cTZvdgECQbYSwSYEvNlZQoc2PO9LNGi0rVWrKtpTM0c+xNKhx6FlWZKSp3UkgMv0JNxCOsTrLc5iyjSzDb/Z3JbXtqSwJG0mCa1YUsbbCSss0gjNfeHlxdm5MJBmWvWwZz6pjRC5Jc633yHS2Z7ZlfD7ngoZiE51OP1fc9QT/89BxvvRoKzvveoJbvv4M7cM+jnW7+ehvj3DbN/cw5F26EVHB0iF/b6/yEKtaxb0rq3nNkamGatlGG5M5/NdEx8vlUGdj0qk5kcRF8/zQGBLzO8EvFj5w/dxFxLIsczZLqShZhidPDXG635vU2nLFSlN2TB5PxSN4I1OTXlF7ZjuQyspNWLcUc+avbcSSGN6plGBrrYP97c5xq4SfPP9C56c7EOGarzw54TW3f3MPVoOGW9eX8d5rG9K5fIEgbYiITYpIEkl1UWSaE0RRqxXYbFrKyk25Xk5GMWuVSU83HwtFl7SoubKhICkPkj53EG8oe3Uc2+scfO/OrVk73nzQZ2nKuXeGERYHIiGKijI0f0oC3dYimsMh1t1cO+ffQJlVS22hkX1tzpT8n3rdQU72efjy305x9yOteDPQJSoQLBQhbFLgSaeHNx09P68uinTjicWpu6WW0Z1FyFsKUalyL7YyxfISS9LdPSWWpTd64VI+dMPypLbLVhrqIl99zQbWVuR3GrDRoOVrK6vQKiQK1Sp+uq6Ov2xupD4DzuLTIQN+f2aEwOYXVXMylChQ3hsLs+Waqlm3t+g1C57B9p2nzvGy/9uT1+lHweWJEDZJ8viIh7ccayOYR/a2R0MhQnGZ9nCE9dfX5Ho5GSMaT76XxZbHXTkLZXdDIdtqk3OMzXbhcDbdjeeLJEm8vtSBWpLwxeJsshjYYjXyiw3LcGTB9LJao8bnS7+wqagyc0A38W9krzbO6g1T3cxLzFqWFRo5lWQEdC7aR/zc9s09fO3vp0SxsSBvEMImCR4bdvP2Y22E8kjUTGYvEeob86trK11oUhg+qFUv3a/0h29Mvn4l263e6bpQZpqoDA0GHS8tslKkSYjgWr2Wn6xbhlaR2ahnqZz+76akAOWmwilR5DhwqkJLVbVlwuMD3hDKNL/PaFzmG0+c5cq7n+B/H21l0JPccF+BIFMs3atAGvnbsCcv0k+zEQe8K62oNUvrV7qy1JRiNGBppuRSLes6neWITT4b812KWiHxqw3L+N8VE1M126xGvrEqOX+g+aLypHfWHMDma2s4HZp+v75YnLH1dqy2iak2ky4zPSPDY2Hue/IcL/rykzxzZqlM1hIsRpbWVTBDFOWxN8eldIYjrLsusyfnbKNXq4gk0eFxkR5XfnmEpAtZhg/9ujmpYs0eV4AzWYzY2AxqNlUvnmihXa3CoJx66ru92M5/LSvL2HFdPQsfgVJQqEd3iTAZM86eQuuLRHFcXTGhBq+500WpNXO1aIFIjLf+aD/ffvIcHlFcLMgBQtgkwWIRNgDPyxEaVuTn5N4Km44ddQ7WlltQTwqHb62xs6nKNsFgz6RRcqIvtcLEntEA1Q59Wtabb3Q5A3POfvrbiX5e8vVnZvT6STdba+x8/XWb0p7eyBXvqy6m0ZCZYmKtUUVZuQn1PNOljSsLCOwoYs2VFS/ss39uIX8yFGL1zXXIgN2qTXTVZTgAHYvLfOnRVjZ89u+8+N6n+eSDx/j+M+f55b5ODnWOTjADFAjSzeK5YueQRsPi6bSRAddyC5o2F+E5ZtikC7VCIpJE/VGpVc++NicAq8sstFwQLWvKzfjCUXRqJeFonO21DvrcAUqtOva3j6a8njKrnk7n0ozcjIxNn3YIRWPc9ddWfvxce1bXc6BjlN8c6OJFyxdHKmou4kB3MP0pI4DDZRoo02BU2jE82Y/fH8FoVFNWacZcqEcya/BpJAbiMWrjCo7+rZ34hWjlpt2VHDBBJBrjmFaBxaLB4wlz8vAAxhsr8M0hFJqiIba/dBmt8QiBUz76s1QHI8vQ2u+dYtdg0anYVV/IlY2F3LymhGLz4jnHCvIfIWyS4CqHmVeX2PndQOoX2VzQHY6w9eZaWv7aNn5izCQOk4baAiMtfR68wZm9Uy69qfeHX9hOp1ZxsCPx2TqMaiQJ/OHYvEQNwPDY0nVHdfqmvre2YR/v++WhpAwM040kwdgsv/PFxll/iECGmwR8sTgbryjj2J5uRnYXM3LxCTkMF369/cCWdUW0Hhti3c21PB8Lj0dZPLE4kSuLWavUIAH7I8l935uiie066g0Yut34w7nrYvIEozx6op9HT/Tz+YdbeNXmSt559TLqCi+fETGCzCFSUUlyrcOc6yWkxIFwiJUvqUOpzHyKoNphYF+bk2hMZnudg0LTVIdVtVKite+Fu7ZwNM72Ogdba+wc7XaNP+70RdjX5qSmYP5GZueGfJRlsIYgl4z4JkYT/ni4h1u/8UxORI1ereSHb9mW127DqXLc68/KcU7pobR89nOKr9qI/SU17I1NjSAF4jIHIqGkRc2lDChkqnaWsbGxgEJzdjx8ZiMcjfOrpk6u++qTvPvnBzk7uDg67AT5i4jYJMFAKMLHTi++KdqHwiE2vrSOc4+0E5nG4j1dnOz14DCqcfoiNLU52V7rYHjMSaFJw8hYGBlYXmKecPHtdQfpdc8cDu8YWdgFRq1U4DCocWbIEC1XOC8IG384yv88dILfHszN97LKrufNO2uwGzXY9GpkWcYTiPLUmSGeOjXEpmobr91alVKrfj5wbCw7KczhaAzdOjuEZ/5+ts7Q7ZQOjuhkWKaDOi2lcQXVQRmNO4Jz0E/74FhKbsTpQpbhkeP9PHt2mB+/fTubF1FBuiC/kGQ5z/uYk8Tj8WC1WnG73VgslrlfkCL3dw3x6bM9ad9vNlin1dL5tw5CocyFnrdU2znYOYpOrUClkBgLxah2GAhH41Q7DHS7/Ax5Q0l1OFXY9fSMLvwCU2XX4wvHxsXAUmBdhYUvv2YD7/vlYc4OZter5iLrK60c7XZj0ChpLDFTaNQw4gtzrMc9wSG6wqbnA9c38MrNlain6ULKN+KyzFX7WjkXWLqpzGS40iVzcF9yE+QzhUGj5Ptv2cqu+sKcrkOwcDJ9bZ4OIWyS5IkRD284ej7t+80Wq7Uauh7pWHDkRiExfjdnUCtYXW7l9ICXQCRGJCajUyuoLzJyotfLjjrHeLGwUiElPRZhW6193vU1k6mw6wlFYgzPUHSbbTZVWVFcmFl0sa4oFTZUWjnW487JHTUkfueRuJxSC35NgYEPXt/I7Rsr8rp76pEhF2873p7rZeScq0bi7D/Ql+tloFZKFBi1RGJxwrE4jcUmblxdyo2rS6gvMiLlwcw+wdzkQtjk/21UnnDKt7jdNFtCYVZNY7GeKttqHZh1KlaWmjHr1RzoGMUTjI5f6IKROK39Y6wsNXPmkohCsqIGIJrGguee0QAapYIKW37U3EiSxNFuFwc7Rqe0t8/FjjoHR7pzJ2oAVpRaUhI1kEgr/vtvjnDTPU/x5yO9xPPUwfu+TmEqB0A0P1qxIzGZfk+QEV8YbzDKoU4XX3q0lRu+9hTXffUp/t9fT9LU5iSYJWsDweJBRGySYDgcZe2zx9O6z1ywRaPlxJ8XFnVaXWampS+zxX12g5rRDNTGKBUSVr0Ks06NQaPEpFWlLTKUCitLzfS4AniDUYrNWhxGzZzTy9MZxVoIm6ttHOp0LWgfK0rMfPjG5TQUG1lWaEKRB1GcJtcYtx0+m74dyjLLYgosEWjWL65T7JXdEQ6eGMz1MlKi0KRhbYWVT9+6mvoiU66XI7gEkYpaAJn68GRZ5s5jbTw2svgn2GokCdPTAwuaMOwwajJas1LtMNDpzE5nCsC6Citdo35cWS4yrrLrx+9IJQm21zrY3+6cEo1xGDXUFhho7nLlNFIDCb8itUqRtjbhl64vY1OVjRctL6Kh2JSz1MLRbhdfPdfH3+ILqK2RZTYGFZiCccIjQdp7PXgCUdRKiaIXVXBevXhOszvbQxw+NZzrZcyL2gIDT37s2lwvQ3AJIhWVh0iSxEhkafh0hGWZ5QtIR2mUEpEMO4bqNUocxont4kaNEochM1O7j/W4UUoSq8tS+4Mza5Wsq7BQaplfu2zXaIBwNEZ9kRFZhn1tTuoKjWyutrGi1EypRYdKIeH0hTnUmXtRA7C63JJW7xObXs2/XLWMxhJzzkTNP08N8rrv7cU7Or9Us0qW2eGTWHPUS+vT3Rxo6uXoOSeeQOKcEYnJyIdGsOZHdmdOKmMSff25KUpPB1tqEq7rnmCEPvfSNOkUzI1o906C4kU0UmEuAkXz960Ix2RWlhk52u1O44omcqrfi1IhsbHKRlyW8YdjmLQqTvRk7pgjvjBOf5jtdQ5O9XtwB6YXsjUFekosejyBCKcHvBzrSUTxis1aqhwGJKDH5afPndydv9MfwReOjncZnRta+CyhTBJNs7r67YFu3n9dY0bnFs1+/C4+/odjxOIyilSFhyyze1Sm7eQIR+YoTO9zBVhz2sfh5QbieZB2m4nNAYnOff2MhRbvjdy/Xl3HiV43n/tzC+sqrHzq1tW5XpIgByydK3aGiMky26wmZBJTvhc7x0MhCqwaPO7U0kkKKVE4nNqk7fkRi8sTjrOuwopZp8qoJ40sQ1ObE41KwdYaO0PeEL3uACtKzBg0SjqcfjpGAnSMTL0LHPSGGPS+IGaKzVoq7XoUkkSPK0DfLH49oajM0W73jDU0DcUmCowavMEITl+Yfk/uWpFN2vSeLsKxON97+jz//bLsX3zODY3xsd8dHf9ZistoZYnQJN0hyTLyNNGkDSEFB/Yn7yF0osPFlTYtz5Tm3ylXkmV2D8XZf3j2OWSLgdv+71nCF6LKo/786IQUZB9RY5MkHYEQV+1rJbzIP67lWg3RA0P09iYfbm4oMhKTZdqGs1f7Mhm7QU2lXT8eJckGGpWCcBo6RC5te5+N7bUOTvS6aSwxo1RInB8am1BEXWnX4w5EZh1bkWk2Vds4ksZ6H51awZ7/vI5CU/YccA92jPJfDx5DqZDGTSPX1tnpG/JRXmxEpVLg9YYZdgdpXFnAM0WTOtdkmXXHvZzpTb2IvvCGSrqV+XMOscah4YyPE+2uXC8lI+z9xPU5iwgKEoji4QWQjQ/PE40Rk2W+2zXEvR0DGTlGpliv1cIZD6dODpNsMNygVrC20sb+dif58i3ZXmunuctFOAszsNLJlho7hztH5xQE22vtNM3S/bSi1Mz5obGUW67Tic2gZlmhccHdURd59zX1/OeLV6ZlX8kQi8uc7PPQ6wrwzp8dnHXbzVeU85x14l/MpqDEyafm5/hcfH0lnar8+O42RiQiB4fpnyWiuNgxaJRct7KYXfWFvGFHda6Xc1kiiofzHItKiV2t4j/qSmk0aGk05H7OSrL0/bOb0ymImvWVVow6NU1t+SNqAJraRymx6hbdsLyDHaNsrZndIt6iV82atoJEDdLacuuMz2dhNBguf4RDna4530+y/PS5dlxpShsEkihuViok1lZYee7cyJzbOs+70V76/ZdlwqfnX+8Vy5MSmyu8MPB075IWNZAYpvvw0T4++eAxnj49xBK5jxfMgRA280AhSTyzYxX/2LYCmyp5g7VcYVQq8HiTu3A4jBq21znQqRTUFRhYV2Gh0q5HnY0rZpJ0OQN0j/rZUefI9VJSY5bOH51KQYlZR1cSoyQOd7nYXjv1vdsMamSg3Kajyq5ne11mZ+0c6BhlU7VtwfvxhWP8+Ln2Be3jeI+br/79FDvv/kfS3TDPnZu7pbl90Mc25wvpyOVRBecW4OMUzfGfkVqGK7vDND/Xk5Y062Lizh828Yr7nuPR4324A5GkTUPjcZnhsct7zMZiI/8q2RYRGoWC1qvW8adBF+880Z7r5cxIiUrF5Mkv6yutaFUKwrE4R7oSd6Bba+yc6vfSNEM9SJFJi8OkwaLLjbHdpURiMvvanKwuszDoDebNyITZmO2atr7KNuPnPh1N7Ylho03tL7zGqFHi8kfodWXvLlyTphlQP3q2nXfsrsOse6GtPxiJoVYqkhrDcM9jp/lH6yA7lxVQapm9puLsoJf7/nmO0wPJ1ZkNd3qgwAZAyWiUzqReNT2RHAcM1gYlDp64fB2Wm7tcvOvnh8Z/3lhl4407qrl1fTl6zfQ3qV/860l6RgN8581bsrVMwQIRwiYNGJQKNpj1HPUGyMdAp1WWJgibVWXmCS3bK0rMKBWJO/DZGBoLMTQWYnseRUpa+jxYdCocBg3OPO+CiM8SBu9xpea5oVZKxGV5wuwuvXriidlu1CQVAZovZq2SrtH0FJS7AxF+vreTd71oGe0jfuKyjF6tpNymn/O1Zwe9/PPUIJIEn7p11YyeOF1OP/c+foYHD3enVPzcPuhjx3kdQ8N+2qIL8/GRpdyeITo0c29zOdHc5aK5y8XnH27h315UzzuvXjZhYKs/HOXR4/387B3bc7hKQaoIYZMGrnWYuaHAgisSZd2zJ4jkWR5XP+k20aydaHZ3aiCzIxIyTX2xicNpKmTNJG3D0/vULCs0cn6G5yZj0ChZW2Hh/JBvihCdfMepU2c2TVpTYOR4b/q61L7z1DnqCg1cv6okpWngP32unbgMayssrJlUfxSLy+xrG+Ghw7384XD3vIuuj5yZux4nGdaOxKZ2WWURp1Km1qpb8rU1qeIJRvny307xyPE+/uslq7limYNAJMZ//v4Yr9laybIiEwfanXzywWPc9cp140aAgvxECJs0oLxwh2hTq7CqlAznm1PxJMO5WHxhuXVvMLvjB2bDZlBzfmhxOKVa9eppU2ZjoSh6jXLWwlejRsnaCisnet00tU2NrFn1qqljITKor7fXOVJKnSWDOxDhn61DvHhtWdKv8QQjPHQkEY+cnBb7zf4uvvz3Uwx586c+4uDhflZfU0WLJjf1LZo4qNKUPlyKHO/x8Pr796JWSmiUCnzhGCtLzQx6Q/x6fxdfetX6cVFzvMeNUiGxKkXXckHmEd/wNPPxZcmflLNFyPPCxVSrkhZsX6/Mkf09JOpvd9Q52FJtY1O1jQqbbtwp2KBOmOutKDGxpcaOOs9cXmcyuBv0hlhXPvvJMRyLM+QNMRaaKn70agWFJu2UtJM/nBmBvbk6tXqgVHjoSA/uFIwYf3egm1Akjkap4EuvWj/+uDcY4Yt/PZlXogYSaUP/4SEMudA1ssy2njDdWZzFtliJxGR8F240Wvu9/HJfJ2srrLxsQxmPtQzw+Ydb+J8/ncBuELm9fEREbNKMLs8upgCeC265a8otjPjCc9bSzMVMRXaZxqhRsqzIOK3Z3Y46B0e73RPeW2OxCacvzEgGh3amwvlZRiY0tY+yosQ8Y1owEpMJRePo1QoCkReuimqFRF2hiZa+qSmhEV/6L+rLCo3jpnaZIBiJ89uDXfzLVcvm3DYel/np8+0YNCrevruWxhIzkKhXeudPD+AO5E9k8VL6XUE2d4d4rnpuuwilLBODWTvqkmWXV+Jgy+VbOLxQjnS52PH//jEeGX3pujI++tsjvP+6BnYsK8jx6gSXIiI2acach+3fPleQrTV2TvR6FpxblyQ4O5jd1I9SIbGlxobNoBl3HtZMaj8fHgsRiEyMZpwZHMOqz8zwzPngDUUx62a+l/CFo7O21fe4AhPC3hKwpsIyrahRKST6k5xZlSx2gxqHUYNOndnTxs/2dhBPorr3qTNDtI/4qS4wcNuGivHHP//nloyKr3Rw6OQwW/0z/67t8cTspvpDbja0jLE8sjBh0xiRONY0uTdSkCqXpnv/cqyPPWeH+ejvjuRwRYLpEBGbNDO2wK6JtCLLXOFT0B2fu+MpWVaUmGntz16x8dYaO51OPwc7XFTY9Oyos9PrClJm04+nQ7ZU2zg4Q/Gww6hJujA3G1TY9OjVCsIxmVA0RigaR61QoFYqUCnBYbBwdJaBn4c6XWyrtdPS62FVmWXG32uJVUdPGjuilBIUW3Qc6Bil1KLDbtDQPpKZlEbHiJ+nzwxxzYrZJ9H/9IL3jUopUWnXE4nF+eyfT/DoicUx86jzQD+Fu4qRFBJVYQnjWIywK0TfkI9BT4iWSzfu9rBrZSFnK3UMpjqSQZbRtXpy6la9lKmyG5BlOWcT6gVTEcImzbyyxM46s4F3nWinxZe7zoOyGJSf9dOc5hkwFt3UCIgEbJtjFMB8CcfiVNj1FJo0tPR56XEFxmcvbai0EpdljswybTwSyy8TstZ+LzvqHBzumn+Nyv72UYwa5axiNV3+MhfZXPPCkM5+TxC9WsnGShvN3a60HuciP3u+Y1Zh0z7swxWIUGrRoVMpUSgkfrG3k5/vXYjLTHbxBKKsPjlGS69nooiZgUOtw+jOKbhqXQn7CxQEk/wVX+GTaJ7HXCvB3KgUEl997QYhavIMkYpKM5IkIQGtORI1irjM7lGZ4FP9GRls1z4yNfqxrtJKU/vouNOtVa+iLE2D51p6PRzudNFyidvroY5Rttc5ONHr4ViPh+gMaQu1UuJ0Hrayp2OIpW+O0QFtwz621NgWfByAFSWmKYaMgUiM5m5Xxtyfnzg1SNcsRa4/fb4D5ITIKrPq+J+HjvP3RRKpuUhDsYmWFFNmwUic/Yf6KNw7xBVemGveiSEOXUdEXU2miMZlPvbbo/hCib/pcDRO+7BPjG7IMWIIZgb4fvcQnzrTk/XjNkQltCfcnMtQqqih2DShvkatkC7cyTvHDc+21Ng51e/BolMTjMQzappXV2hk2BvCG5peKDQWmziT5XqgZCgxaxnIQreOUaOk1Krj3CxFy8myodI6Y2RsY5WV1j4vwTRb9JdZdawpt1BfbKKhyERDceKfQpLY8cXHqS82cazHjV6tnFPo5SNKhUSJRbsgp+hlJSakVTZOaKc/je8eiHKgeXEN7F2M1BYYuG1jOT/c085YKMr2Ogefu30NK0tFK3jeD8H89re/zfr167FYLFgsFnbu3Mkjjzwy/vxnPvMZVq5cidFoxG63c8MNN7Bv375Z93n//fdz1VVXYbfbx1/T1NQ0v3eTJ/xLZRF3lmevSl4ny1w1EKPvnz0TRI1Bo2RDQ/ruqAuML7Q21hcZKbPp2dfmnODierBjlEq7gV53kIYSU9qOPR1twz6qCwzM1IiWjBX/RTRKCZshO4XGg95QSmubL75wjHNDPmoLDOyoc1Binv/Q1rODY1TM4ALc3OWm1KrDYUxv62ufO8jjJwf57lPn+djvjvKK+55j3Wf+zs67/sFYOMb5oTF0i1TUQMI8sGSO8Q9zcX5gjHNPdrPjXICKSYOoqmISR44NLmj/gtlRX2hsUCokvvGPs4xduMlqanPy0m/s4ct/a83xCi9PUhI2lZWV3H333Rw4cIADBw5w3XXXcfvtt3PixAkAli9fzje/+U2OHTvGnj17qK2t5aabbmJoaOZQ6JNPPsnrX/96/vnPf/L8889TXV3NTTfdRE9P9iMe6aQ3lL1W0+UhBSFPGNOFjpvKAgObdlXgf1Epanv6JpDLJKIAO+octI/46ZwhVXCxuDgbQ/ZO9HrYNs1ASEiuLb3QpKGu0EhMTtx1ZQOtSsGKUnNWjgXQPuJnX5uTAW+IFSVmttXasepTK6/zhWOoFMzYEeUORAhkyDdnMpKUGOdQYtXjX6Si5iKHO13UFy18Uv2Rs048T/awuz+K+cKNRsk5nygYThNKCdaWW9hea6fQpGFrrZ0ddQ6MOhUHO1zTRkVjcZkf7mlPqsNPkF4WnIpyOBx8+ctf5h3veMeU5y6GoB5//HGuv/76pPYXi8Ww2+1885vf5M4770x6HfmUigLoDoY55Qty0OPjW52DhLLx5ZZlyuMK+hRx5AvFbBtOeDnVnb7WV5VCmrGm5VK21dpp7fPgncZQLhNsqbZzsHNiHUhdoYEik5bWAS+ewPQX3YuFyJBYczwO7mAkLS3tW2vtHO1yEZ50cdlcbeNQpwu1UqKx2EzHiC/rUQelQmJNmRmtSsnZoTFGkzTFu7j2yWzPUPH4ZGocBpz+MGOh6FzlJYuGNeWWtLanW/VqGuvtHDguojXpYGuNndZ+73g0JlVuWFXMF16+jtI01R0uNvI+FXUpsViMBx54AJ/Px86dO6c8Hw6H+d73vofVamXDhg1J79fv9xOJRHA4Zk+hhEIhPB7PhH/5RKVOw/UFFv6jroxHtyynRpcFh0pJolcpj4saAE2azfSSETXrK6zsbx/NmqgBONI9yspJUZC2YT9N7aP4QzE2VFrZWGVFNekb33FJ1Gl/+ygHO0fpGQ2wYoFptO21Dg60j1Ji1U24I99Wax8XBpGYTEufh5U5sGSPxWWO9njwR2IEI3Eai03sqHNQ45h96OTFdvNLKbfpOJgmO4HpUEhQYtGyvsKKNxTFG1w6ogYSUcc15emL4LkDESFq0oRZm+g+nK+oAXj85CA33vMUDzR1iqLiLJFyu/exY8fYuXMnwWAQk8nEgw8+yOrVq8eff/jhh3nd616H3++nrKyMxx57jMLCwqT3//GPf5yKigpuuOGGWbe76667+OxnP5vq8nNCg0HHOrMetUKiLRAim9FhzaSUw4YGB6PVBpzP9i/oj3Umym26nMxuisYTBnY2g3rKzKRo/IWW8G21L7Qtryk3c2KaNthAJEb3aICGYiNnB1MvvN1e66CpPREF6nIGUCkkdtQ5GB4LTVuAe7BjlK01dvrdQbpTnPK9UE70elhdZubckG+80LrUqqPabsAXjtDa553z+1pi0S2oANasVVJg0mLRqdGplUhSok3fF4ox6g8zPBZiwJP4txQxaJQYNMJ5Ix+psBvS4tvlDUb5+B+O0dTu5Guv3bjwhQlmJeVUVDgcprOzE5fLxe9//3u+//3v89RTT42LG5/PR19fH8PDw9x///088cQT7Nu3j+Li2c22AP73f/+Xu+++myeffJL169fPum0oFCIUeuFE5/F4qKqqyptU1HTIsszqPccZzaKJ3+6+KAeOJroi7EY1/l3FuBVwZVc4I/bqDqMamz53pnjVDj2dzpnFwaZqG639XnQqBZGYPKu4M+tUFBhfMKIza5VE4/KEkQaT2Vhp40iPa9qIgkKC2QJeGpWCTVWJOUzZvq9bVWambdhHcNJ7M2lVNJaYkIAzA168odgEcVhfZJy160opQZFZi82gwahVoVJIxGWZYCSOJxBhaCy06OtkFspM6T1B7rn0u54uHn7/btZWWOfecImQi1TUgmtsbrjhBurr6/nud7877fONjY28/e1v5xOf+MSs+/nKV77CF77wBR5//HG2bt2a8jryrcZmOs75g1y5L7tV8rs6wxw6mRAw63ZXst+Y+HWvC0mcebI7I8ecbeZRpqmy66cMg1wINoMas1aFQaNixBfCHYiwotSMQa2k0+mn/5IowooSM20jvgUXTTcUmwhHY7MKtEywstRMx4h/ymiKiygV0vj8rcEL7epXNRYy6o+glBJF0ZIkXYi2RHH6IwyPhZZU2ijdFJu1DI+FZhW8gtygVkqUWnRpPZ9Aoubm+2/ZltZ95jO5uDYvOP4py/KEyEmqzwN8+ctf5gtf+AJ/+9vf5iVqFgt1ei2fri/n7vN9RLJ0tj9WpWFDpIB4PM5+Q5yETzAc18SpMGsY9qbfZyZXQzIzgcsfQZah1x0kduHqc7znhXquaoeBMquOUCSeFlEDidZqtTKRvrrUIyjTeINRVLO0ocfi8oSwfKVdzzNnhrOxtCVLbaFhXCQK8otNVbaMFMQ/fnKQI10uNlTZ0r5vQYKUhM0nP/lJbrnlFqqqqvB6vTzwwAM8+eSTPProo/h8Pr74xS9y2223UVZWxsjICPfddx/d3d285jWvGd/HnXfeSUVFBXfddReQSD99+tOf5pe//CW1tbX09yfcQ00mEyZTZn1Qso1CknhvdTGVOjX/dqIjK8f0SrBvmRadLF3UNADIkkTtMjvDR9Jr3lVbYKC5y5XWfaZCJjTAbFOiO50zt70vhEhMZl+bk2WFRmQSnj3ZoNiixTuUXO1VoUlLd5rvZi8nDBolLT351fQgSLCy1JzRLr9P/OEYv33XToxaUVuVCVLqihoYGODNb34zK1as4Prrr2ffvn08+uij3HjjjSiVSlpbW3nVq17F8uXLufXWWxkaGuKZZ55hzZo14/vo7Oykr69v/Of77ruPcDjMq1/9asrKysb/feUrX0nfu8wzbi+2866qouwdUJKmnSvTX5B+Qzq7IQvdX7Ow1CL654d9dDn9bKjMfE6+xxVI6USrndxiJkiJtRVWxi7z+qJ8xKBWTGlASDctfR7e9fODs940CeaPGKmQI2RZ5kmnl693DLDXnaPp07JM40EXXWma0lztMGQkepEKlXb9kowi1Dj0dGSh5qau0Jh0dGhjlS2n0bnFyMVOPIUERabsjNYQpMbWGvusA2bTSYlFyxdevo4bV5dk5Xi5YFH52AgWhiRJXFtg4d5V1dnxuJkGjSyl1R240JTbaA3MORNwUdJYbMqKqNlYZU0p5TU8Ji7KF6kvMqKcY0pGtUPPiV4vK0rM7G4oFKImD1lfYc2aqAEY8IT4158e4KZ7nuJ/H23lVIbm/F1uCGGTY6p1Gt5TXYxJmf1fxXaXzIA7PVPIq+z6vGhZlZdcMirhJJsNlArFjHO3JmPVq+lZgpGx+VJg0s7Zwlt0YVbXqQEvT58ZZk25hbrChY9TEKQHi16VdR+pi5weGOO+J89x6/89w4+fbRNGfgtECJsco5Ak3lJRyDM7VvLiwuyl0OxxOHk0fYXDxQsYsCiYmSKzlpbe6adqp5uDHaOsKrNgTqLOptqhX4IScv5EovE5Pw+FNFE1nuj10DbsY0uNfUEDSgXpob4wYWWQSyIxmc/8uYUPPNCMLwMGqpcLQtjkCWVaDT9aW8f319RSnAUX0jX9EXxpGnlQYcuPaA1AoXFpXSBqCwz4ZzEETDcnej1Y9Woq7DOPVmgsNnFMdPNMYNAb4kSvB8cME+I3VFln/Bs52DGK0x9me50ds050yeSCTVU2DudRvdifj/Ry2zf3cCZHfmCLHSFs8ghJkri12MbT21fyxrLZZ2UtCFmm9YwzbbsrtWrz5u79aI+blaVm1i0BZ89Sa2ZnMM1EtyuA2x9mTfn0EUS7Mfe1VPmEQa2gxxUgFpdpKJ4680khQeeIf9wHaToiMZmmtlGQE4NZ1XMV7AjShsOo4VwOxsDMxbkhH7d/61keau7J9VIWHULY5CE2tYqvrqzmdxvraTBo+dOmBv66uZEHNizje2tq+eqKKl5Tap97RzNQF1MwFkxPmLPcquNwnkRrLtLa7+VYj5vaAgObq20oky0cyTMqbfqcOdKOhWK09HrYXjv1e9YramsmUOUwjP93v2dqzVpchuUlyQ259Iai7GtzYjdo2FIz/79xQfJU2PR40nQ+TDf+cIwPPtDMp/94nFAWR/EsdkTcM4/ZbTfzxLYVaBRT9acrGgPmdzdf5pfpm3uzpCi36elNUwFyumkf8dM+4qfErKW6wMCxHveUWUj5yLZaO05fOKvdGdMhk0iTWPXqcb+NTLX0l9t0lNv0SJD22TyZ5tLi7k6nf9rhqYc6Ryk2a5N2GR70hhj0hqgtMGDSqjjeK1J/c6FSJIbhpkI2W7sXws/2dnC0x8233rCJSrth7hdc5oiITZ4znagBsKuV/HRdHV9fWc3rSh3U6mdOD/zfqmpuvqQweUgvsW1zKSsrrQsKeZdadRzqzP+TwoA3xP72UdaW53966uLQvdkGS2aTdZW2CSZiZVZd2o+xvc5BryvIgfZR9rcnJp0vJiZH1bQq5ZTuskhMxm7QjHdGJUv7iJ/jFyaw1xeJDqrp0KkUbK9zoFAoWFdhZVO1DXUSUdpSi5YTfYtHMB7pcvGSrz/DBx84zI+ebeNw56iI4syAiNgsUt5QVjD+33dcqMfpCYbZ8nzLhO3Wm/W8usTOq0vs7N7XyrlAiDNqmTNFSigyUbrShO+fvURiqec8qux6+vM0WjMdMw13zBckKXHyyifik67amWhDjU367p0a8CKR/y7SdoOaxhIzhyeJ+xO9nmkndtsM6nkPh23pS7xuU7WNfneAPrfwwIGE78yAN0hTW6Jm8FhPooPQrFOxsdTMqD/C2cHp62dsBs2EIbaLAU8wykPNvTzU3AuARqlgVbmFTVU2NlRZ2VrjmJAavVwRzsNLjP841cVPe0cAeEt5Af/dUI5RqWS/28fLDp0Z3648JlHviqEOxgh6whzpds9a3DiZEouWYW+IeeihnFBk0jLsy99J0xadivpiU97VK8HUcP2OOgf72tJXfF5bYKB9kvv1ylLzhIGb+YRRo2RthZWjPW4Cs4xE2F7roKndSYlZS02hcfziu1Dqi4x5E9HLFYUmDZX25ObSVdn1lNn0nB8aY3gs0c598Xez1NAoFaypsLC23Mqacgtryq0sLzWhVeVuMHEurs1C2CwxgrE4bz/extsri7ih4IXPQZZlftXn5FNne/DH4qhl0D/RN+48nGodysWUyWIh3RfjdFBh11Np0+MOhDnVP5a3EYoyq45Bb2iC8F1faeXc4Bi+NMw6UkqgUEgToob5+PtSKyQ2Vds5NeBNesZPTYGBjjSNLLmUMquOvkUULU0n2+scHO9x40/xuydJsKbMgk6t5GiPO62u6/mMSiHRWGJmTbmFteUW1lRYWVVmwZSlAZxC2CwAIWyS47w/xHtb2jGc9HDwxOCU5616FStKLZzqn3ryLjRpqHIYUCskDnWOplyolyu21Nhp7nKlFJHKFJV2PRU2PT2jgZy5nKbChiorHSP+aYcCVtn16DVKTg8kQv2ry8x0jQbwXtJhcmlKSSkxY4SvrtBA2/ALAiCfIjYSie9Qp9OfdPFvptle50hbBGixsKzQiCRx2Uer0oEkQV2BkdUXojpv2FGdMYfzXFybRY3NZcYyg5bfratn0x8fm/Z5dyBKU5szUZBX60BGJhaX6RkNMOANjYdyFwv5dudv1qnyaj2zMVe4vutC23dNgQGFJNHS56XMqmNFiRlJSszBCUZi1BQYGBkLM+gN4QtFp41MOYzacWFTadfnjajZUGXFOZb7DrXJDHkvn2iNXq1gXaWNA+3OnNkfLDVkGc4P+zg/7OPho33EZZn3XtuQ62WlDSFsLkOMWhU76hw8c2Z4xm2C0fiiz0Fvq7XnlYgot+k42ZcfF+xk6EkyonRpqqXPHZySIrk0yjHTlPJLvYYqbPkzoV2jVIwLuHyibdhPpU2/KKJ+C2FDpZU+d/Cyi05lm58+386/XrUMjWppNEovjXchSJlrVxTnegkZQ62Q2Fhly7saoMXkP9FQbExa2KRC4TTtzttq7eNFoCqFxOk8spE/2u3CPsOYhFwz29iLpcDWGjtHut15k/5bygx4Qvz1WLrczXKPEDaXKdesKMr1EjKCSaOkvtiUVLdENlEpJM7m0QV7LhyGzMzcurSiz2ZQs67Cyv720fFCzk3VNkanqefJFaGonLRrcLZZ6sXDi9UxfLHywyU0VVwIm8uUukIj1UvQ72BFmSVv6jMuZW2FBWceXbBnY0WJmWMZmig+6A1RaNKwtsKCQnrBdwQSFgL5JkgBmrtGseVh1KbT6afGsXSjNqcHvFTYlu77yzeO97jz1kU+VYSwuUyRJIm/fGA3v3vXTgpNS2citj+cnzNfAuHF0UK2osRE56h/Vn+WhdA9GiASkzne48Hpmyj0Kmz6eRlFZppQVGZFnkZtSq3pu/Brtcq8shwY9UcY9AbZUedAJaI3GUWrUvDdN29dMkJSCJvLGLNOzdZaB/e9cfOSOXGka7hnujk14KXclv5xBOlkZamJztFAxkTNRabzgNle55ji1JtPDOTpnWw6iqxlYOPOCtQ3VLBpZ8XCF5VGIjGZfW1O1pRbkJbGKSrvsOhU/OJfdnDj6pJcLyVtCGEjYHudg/9+2epcLyMtTOe3kg9sr03MQ8pXVpSY6XBmXtRMx9Yae953vbQ7/RSaZp7Hlit6XAHqCuc/Q6p2mY262+rYa4HhaIwWuwK1Ov8uC11OP+VpjE4JEpRadPzu3bvYWuvI9VLSSv59gwU54c1X1LC2YnEbG6qVEt5Q/kVs9GolJzJUs5IOTFolI75QTkRNuVXH8Z78/WwupbYgP4dQFqc4WBPAYtGw8SV1nGo00hp6wZvKE4uz/kVVqFT5Ex5ZXWYBScpIl97lTH2Rkd+/Z1feFscvBCFsBECi5mZjlS3Xy1gQDkP+3VEDKKSEiV2+srLUkhPjRYUERp2K4CKxsA7H8nOd8Us6WbZcV83Gly5j89VVNK4sQK+faFUmKWDz1ZWEdpewNxaetqbmWWUU84ur2bizAinHV4jtdQ5O9ntw+haXMWi+s7HKxu/etWvJ1NRMRhj0CcZZX2EDOnO9jHlj0asZyEPPC184RkufNy/na60tt+TMVXdbbX65Qs/F0W53Xs5oki4Un9TV23heHSMejYEeqNFBjY4KjZpSFGiDMfr1Cp4LhWeebXGBvkiUPgtceU01B5/IzTlhdZkl71OUiw29Wsm7XlTPv71oGTp17gZjZhohbATjXLGsALNONWHWz2LCoMnvP9RDna68moFkUCtyan7W5w5SbtPlde3RZCrt+rwTNsigUEqE1tiJh6ZGNnrCEXogEZ9P8dfdqge1RkEky1199UVGWvo8WT3mUucVmyr4jxevoOwyqFUSqSjBONUFBv7w7l1ULlJH03y3A4/FZfo9wXnVRKQLs1bJpmob22rtmHTqnAqbTqcfbzBK9SLyYjnW7caiy939oFarpLrGOuGxmCyz6Zpqzk8jahbKSDTGuiuy3ym1lCwocs3GKht/eM8u7rlj42UhakAIG8EkGkvM/PG9V7Kp2pbrpaTEqjIzx3vy/w7P5Y/kxBhxe52DxmITY+EYhztd7G8fzQur+rFQlEie1q5MRzAaZ1VZbors120tJXpdOe2rzGzYUT7+uKxVsF+ducLvcxYFSmV2i4mH8uC7udgptei4946N/OHdu9hcbc/1crKKEDaCKRSatPzqX6/gpevLcr2UpFhbbuHckI9AJPtdPfPBl2UTwYvt1GcGx8g3x/TttQ763IvrInag3cn6CuvcG6YZSZLwxeOEZZl9NonNN9agUEpEllsJZ/AXOxCJsv6K8rk3TBPlNh3nh31ZO95SQ6tS8IHrG3nioy/i5ZsqUCwRj7JUEMJGMC06tZL/e90m3nttfa6XMisbKq2cGvCOzxrKZ3RqBVuqbVmd8L2t1s6pPKnpmYwkgTeYn75DsxGT4WS/J9GGnAVkYP3WUs4WTxzr8JwiivmWavZHMi8MOx3qrHVIVS2iYbH5xm0bynnio9fw7zcux6C5fEtoJXmJTL3yeDxYrVbcbjcWy+L2Y8k3frO/i08+eIxoPL++KpuqbBztcRPLs3VNR6Vdj1KCDmfmvDgkYH2lFbVKgS8YxaxX53VXydYae846stKBBGzNcKdbwwoHwRVWzmagfiZVdrhljuztzfhxFltBeT6wodLKf79sNVtq8s9oLxfX5stX0gmS5rXbqqiw63nXzw/mTcdUkUlLc7crL1IrJRYtLn+EdRVWFJJES5+HsUuMAjdV22jt8xCIZC6qtK7CwoAnxJHuxWF2BxCJ53+UbTZkoLnTRYVNn1bzOI1GweqtZSg1SlqMMJoHogagv0iDTELQZYrGEhNnBsYyeISlRbFZy3++eCWvuExTTjMhUlGCpLiyoZAH37Mrb4zmhsZCeWHIV1NgwBOIEI3FOdAxSlO7E5VSYlutHZ1awbZaO4c7XQsSNTqVgtlqN+0GNacGxvKiGDgVRn2LLw01mUhcTvvk77oX17LXDM9qY4xG86durCMcYf3W0owew67Pvynq+YhGpeB91zbwz49ew6u2VApRMwkhbARJ01Bs5uH37+a2DdkrJJwNS45PglUOPf5QjEAkPsHvzOWPJNITMgtKU0gkupkkhcSmWboalpeYF0WN0WTi+RBuSwMnej00FJvSsq/NN9ZwJJS/AnW0XJ+xCeBKCU6JaM2cvHR9GU985EV89OYVGLUi6TId4lMRpIRZp+brr9vIlQ0F/M+fThDMYHplLnJ9j1Js1nFwlhqRhYwK0KokdGolx3vcBMIxRi6xlK+w6YnF40TjMhJS3hj+pcpiqI2aizXlFjQqBYfTMJl8WaOdJmWUjCmHNHA2FGbLxmJONA+mZX8apcTGKjtIEIzEOLqIUqnZZl1Foo5m2xIbWJkJhLARpIwkSdyxrZpN1XbecP/enMwZAlDn2JBPmcHw74ZKG4e7XEQuhILahn2sKDFhNWjyuiA4FfzhGCoFLMJgE5AwO+xxBVKaKF9SZqS/z0fdMhuSQqLtbEIYr1hTxIkqDdE8FjUX0ZQZoXlh+1ArJDZV2zg35KOpPfF9TndKLx/4wPWNPHV6iCNdrnnvo8is5WM3r+DVm0XKKVlEKkowb5aXmLHocncyOtXvZXuO7l621dozKjDcwei4qLnIqD+yZEQNgDsQycsujmRZUWZJSdQAhLcUsuW6amJr7URX21BrFEgKUC8zLwpRAxAdmn+htFJKdJLZjRqa2kcnRCJT/SzzgdnGuKwqs/C+axv47G1r5r3/ZYVG/vnRa3jt1iohalJARGwEC2J7nYMRXxh3IDMnpbfuqmVFqZmfPt/ByWlmxzS1O6l26OnMYBv1dFza9ZQJup3+KY8ttuLgZNjf7qSx2MSZwcVVW1Fl14+nIeuXOzBYNBw70D/j9iaTGn8gylg8znPqOIQuFAVfW4ZeIXEovDh+txLQ1joy5fEddQ4isTgjY2HMehUKJFRKiZP9XgqNGkqtOiRJotPp50CeDYKdLwVGDWqlAn94+gLv/3zxCjQqBRurbPzrVXXc/0xbysfY1VCASdTRpIzwsREsmGgszuEuF3c/0jprzUkqbK2xE5dl3nttA9evKkGWZe743t5pIxbZ9kOxXBgUmqk/nFKLln7P4rjQpYMKu55hb5BQmkMWDqOGYrOWPncQnVqBWnnxn4TdoOF4jxvfJRelTdU2Tvd7Jzw2HUaNEqtBTalFx6g/grSrBCVw5k/nx7cpKjJQtbGI5ic6qay0cHqlCYm8Lp9JCq1CYktAwdlD/Xg8iWjL8hITZwfHWAIlU0mjVSm4enkRj7UMTHmupsDAf9y8kpesKx2fvA5wtNvFPY+d5p+nhpI+zr13bOTlm7I/qyud5OLaLISNIG3E4jIPHu7hRK+bzhE/HU4/nU5/0h07aysstPR6iMvwPy9bzduurJvw/MhYiA/9upnnz41MMAtcX2kdLzr8/O1rKLXq+eGeNtyBCGcGvURiMo//+9Uc7/Gwr22EfeedC7Js31JjT5uAm47lJSZkOVHDo5AgFodTA4uzQDhZtqXZ6K7GoccbiuH0zVz/ZdaqWFZkRKtWEo/LHOgYpb7IyPBYCHdg9ojcpSJl9cuWcTwSZqusItDnQ1dh4oAcISLL7FRo8KkljuZxp9N8UEsSG9Qa6BhjsN3N4GUkxAHefU099z99fsJ5qMCo4QPXN/L67dVoVAqisThHe9x4AhG21jrGIy8HO0a59/HTPHNmeM7j7PnPa6lc5E7MQtgsACFs8pN4XOb58yN85DdH6Pck3ERrCgxsqbHzt+P9bK9zcOPqUq5fVUyJRcejx/to6fVw7criGVucg5EYrf1ejna7ONLlpm14jE6nnwq7gbftqh2/w4nE4pzs8xCMxFlfaUWnfiEfPugJsrfNyQ+eOZ+yqd2GSmvWjfDSfeHPR1aXWWiZJt2YKlqVhFmnnndRe7XDwFgoOqsouojFomF0VzGRpXEanRcrtRo0ZzycPjk1RbUUee+19fz9xMCE9OkdW6v41K2rGPCEePbsMHvODrP33AgVdj0fu3kF160snhC9Adh3foSvPXaafTPUzZVadDz/ieumvG6xIYTNAhDCJr8Z9YX5w+Eettc6WFNuQaGQiMTiqJULr18PR+PEZXmCcEmWQDjGBx44PG1IeTq0KgUgpz1tMhcKCdRKBaHF2kKUBMVmLb5QdM5U0FysrbAseNJ7uVVH5YUp7BKJiNnF4taNOysI+cK0HB1i6/U1PKvKDzfuXLNBqyV4dISO9qXbsn37xnIKTVp+sGdivczqMgtOX3j85k2tlFhZamFjlQ2VUuI91zRQZNZO2Z8syzx/boSvPnZ6ShT4pevL+NYbNmfuzWQJIWwWgBA2gvkSi8t8/uEWfvxc+/hjhSYNVQ4DlTY9z54bGb9716oUaFSKrI+WqHHoMzpnKl9YSL3URWG0ptw63kKcLsxaFavKLBzocLLhxXU8Hw/jUClx5pEzcL6wTa1l8OAAA31La0L3pmobH7phOW/9UVPKo1xuXV/GN2cRKbIs8/SZYb7291Pj0eB3vaiej9+yciFLzguEsFkAQtgIFoIsJ2osrHo1lXb9+GTc4z1u3vfLQ0RiMj2uACqFxMpSM8d7F54ySYXLIRV1kY1VNprn4fuxvsLK0R43SoWUMfO/HXUOXHoFR6qm3n0LXkADXDMsc+j4AGOhxS/+Kmx6fv4vO3jT9/fNey7YD9+6letWlsy6jSzLPNE6yNceO02ZVcf337JtXsfKJ3JxbRY+NgIBCdPBbbUOlpeYx0UNwIF2J+0jfjSqxNwnh1GTdVEDEI0tifuPpGjp87CyNPURBRdb8DPpaHy4y4W7x4tDlXra83JhXUiiodnN0wd70agUbK625XpJC+Ybr9/Eff88u6Bhp5968Di+OWwiJEni+lUlPPz+3bzrRfXzPtbljhA2AsEs3L6xgrtfuQ6VQmJ/+2jOvGQ6nEsrrD8b4WicntEgtQ59Sq8b9WfeATscjVNm1bPcGUOzyIs6M8G6kMTZp7o5f2Hmk9MX4VCnixKLlh11DkqmqTNZDOw9P8Ifm3sWtI9ed5Cv/P1UUttKksRWMTph3ghhIxDMgt2o4XXbq/nz+3fzvmsbMOfALKvSrse5BCZhp0KVQ487GE36bl+lSDgzZ4PDnS6inV62nQ1QG5WQlkY2Py0c08qsvbJyyuMDnhD72pwMeEOsLjOzpdqOVrV4hKFKIfHNN2xGtUD33x8/1z6vNKsgNUSNjUCQAmOhKL870MWPnmunY2SqO3Am2FprXzJurclQ5dDTdUmh9JYaOyd63LMOFS0xaxnIUTRNpZBYs8zOvvrUIkxLFllmzTEv5/pm914yapSsKrOM2zKEs5Ru1agUrCo1c3ZwbEoHniQluuAuzWZe2VDAT9++A6VC4q/H+nj/rw7Pmu6ssOlnTVmtLDXz5/fvTktH6GIgF9dm4dUsEKSASavirVfW8eadtTzROsgP97Sxt20k5S6JVFAu4ZSHDCxrsHP+7Oj4tPZSi26CsDnYMUqlXY9Fp57R58Zu1ORM2ETjMsfOOSmtraBflN6wPJrcBdsXjo13wOnUCjaWWzMezTBrVdz/lq1csayAeFym1x3gzMAYpwe89LoCvG57NaP+MB/41WGGx8IUmbXce8em8YG3L1lXxiPH+/nzkd4Zj3H9qmL+eLgHzzSdk0aNEo1KwYH2UXbWF2TsfV7uCGEjEMwDpULixtUl3Li6hO88dY67H2nN2LGGx5amq6tOp6LspmpOhkLsqrZw6IkOIFFfoFJIE1xdu0cDQAC1UqLIrMVu0KBXK1Fc6IByZaG+ZjbiMqj3DVO9vYhO1ZIIgqdMbVSi8LyP422pRxeDkThjwcymEmsKDNz3xs2sKbcCoFBIVNoNVNoNXLuyeMK2f/nAVXzogWY+cH3jBP8ZWZY5NIcdwbNnh/ngDcu557HTFJo0FJm1FJm1FJq06NVKPMEolXYR3cskQtgIBAtg3/mRjIqapUZNrRXN+gJ0cRhSxDl5YdTA8+oo1WVGhvp9jPrCGLWqaQerRmIyva4gva5gtpc+J0PeECuj0HkZnlXXhiT6n++nfwHDYWOyTKVdTygaRylJFJu1HO1ZuNmfSiHxzquX8YHrG5M28Syx6Pjlv+6Y4vp7bsg3Z2fUuSEfn3+4BUikrtunSVm/anMFVY7FPSohn7kM/wQFguR4+vQQB9qdvPGKGkosuinPD3qD/L+/nsz4OvTzcFTORwoK9YyutTE4zdwkGahY4aBSreZgpyvra0sHW7aX86zu8ovWbPVLnH6+N+mZcDPRNjxRANQULPzCv7HKxl2vXMeqstRrO6YbZfDU6eQHWM7GQt21BbMjhI1AMImzg16+8JeTPHlhCu+3nzrH7Rsr+OhNKyi1JgTOkS4X//azg+MW6plErcq/IkOVAirthmnvRqdDr1eh21VKT2jmlFHUqCaQZUfndFHpMPCsLderyD67PHB4b3dGasxc/gg76hwEIjG6nX6cKXS9mbQqPnbzCt50Rc14fUw6SJewCYQX5/d8sSCEjUAwiXseOzMuaiCR/vjdwW6cvjA/fOs2fn+wm088eGzBd6jJko/Fw1tqHBzoGGV7nYNhbwibQY0vHGNkLDRl+KRCKVF9YzVH5phw7VXKtF0yWHAx0TvqZ0ebnrFKAyfUsUR7zVJGlrlqRGb/wb6MHWLyRPvN1TYOJRHNu3F1CZ+7fQ1l1vTWsQQjMfadX/igT71aiXaJRGHzFSFsBIJJ2AzqaR9/onWQD/zqMH+apSMiE4Rj+TX4cl2FhcNdLmJxmaZJk4ntBjUrS8209icuSnq9iuXXVbNvDlED4JVlDAY1/iz50aQLvUaJWafiyJkRODPCqmsrOalZuikpSZbZ1Rtl//HBrB2z3Kabs2Oq2Kzlc7ev5cVrSzOyhn1tznkPoa2067luZTHXrSzmimUF8xrYK0geIWwEgknYDZoZn8u2qAEY8uZPoWxjiYnWfi+RGTxHRv0R3IFECmGAGGeWm9gXTa6rqzscobFIj79jcQmbteuLecYhsTGkwOSL8aw6DizNiI0mDpvaQhw8u/DIRSqUWnT0uoKoFRKRSR4ykgRv2lHDx168Aotu+puSdPDUqeTTUEqFxJYaO9etLOb6lcU0FJumrdkRZIaUkvff/va3Wb9+PRaLBYvFws6dO3nkkUfGn//MZz7DypUrMRqN2O12brjhBvbt2zfnfn//+9+zevVqtFotq1ev5sEHH0z9nQgEaWJsAZ0dmaDPHUKvyf0dXolZy8hYeEZRc5G4nLi7LTZqSbVE0mRdfJb7/qEASBLNOpk9DomqmILdLpmdHsiowVGWKYvB6tYxjmRZ1AColArqi4xsrrFPeHx5iYnfvWsnn3/52oyKGoCnTs8eobIb1LxiUwXfeP0mDn3qRn7zbzt514vqaSwxC1GTZVKK2FRWVnL33XfT0NAAwE9+8hNuv/12Dh8+zJo1a1i+fDnf/OY3WbZsGYFAgHvuuYebbrqJs2fPUlRUNO0+n3/+ee644w4+//nP84pXvIIHH3yQ1772tezZs4cdO3Ys/B0KBCkQi8s8cjxzdQPzpdKm50wO608cBg1KhZSSCZ67QEOi3yl5/LUmtKechBbRROgTHS6uNKpRqBT0dHnoHQ0wCGyssrI8EKF9k51w/tV/J01BHFb1RzjSMsRojoaxnuz1oFZJ9LqCbK21MxaMcuv6Mt55dT2aDBfXh6Nx/nFygHNDU+e1rSqzcN3KIq5bWczGKntaC5UF82fBIxUcDgdf/vKXecc73jHluYtWyo8//jjXX3/9tK+/44478Hg8EyI/L37xi7Hb7fzqV79Keh1ipIIgHTx/boTX378318uYQplVR4VNz8k+T9ZbRfVqBaVW3ZR23NnY2FjA3mVTW+STYbNGS8ufz8/rtflCoUlDOBrHE4yybVsZzzgWp7LZ6YWT+/sIRnJX56VUSGhVCvyXfO/v3FnD525fm7FjxuIyT58e4uGjfTzW0j/uIqxTK9jdUMi1K4u5dkUx5TZhtDcXi2qkQiwW47e//S0+n4+dO3dOeT4cDvO9730Pq9XKhg0bZtzP888/z4c//OEJj918883ce++9sx4/FAoRuqQg0eOZ3mpdIEiFPx/Nfg1NMvS5g/S5gzQUmzibxciN3aCmxKIbLwZOBqVCYqBaT6rRGoAStYqhvf0pvy7fKDZrabkwK+nQwX52ry3GZ1MzrIEeKU78kjt7SZZZF1bQqpbzJrKjiMvs6o9x4NhArpeCBBNEDcCdO2szekyFBC19Hn5/qJtKu56Xb6rg2pXF7BSFv4uClIXNsWPH2LlzJ8FgEJPJxIMPPsjq1avHn3/44Yd53eteh9/vp6ysjMcee4zCwsIZ99ff309JScmEx0pKSujvn/3kdtddd/HZz3421eULBDMSicV55Fj+paEuxenL3ngFs1aJUiGlJGogcbcrHRph7YYCjmtTEzfGQyP0DmVnuGim2FHnYN8l3WKxuMyBoy8IBKNSosyux27ToTFriPojHD41glmrZHmtnWCJjsP63NXmmGVYftrPgQ5XztZwKdFJxcJXLy+iodiU0WNKksR7r23g1VsqKTZrRY3MIiNlYbNixQqam5txuVz8/ve/5y1veQtPPfXUuLi59tpraW5uZnh4mPvvv5/Xvva17Nu3j+Li4hn3OflLI8vynF+kT3ziE/z7v//7+M8ej4eqqqpU345AMM6eM8OM5nmrcUOxeUqLdbqRSEwUPzfkm+JJkyy9owF4spsduyvZZ0zuIl2qVuEoMVJSb0NSSMgGFR37+nE6Z7ewzzVrKywopcTMKrVSMT7YcSYiMZnOYT+dk1J7vlCMw6eGafRaYJ05k0uekaqYhPaQkxPO/BWXb91Vk7VjTec4Lsh/UhY2Go1mvHh469at7N+/n69//et897vfBcBoNNLQ0EBDQwNXXHEFjY2N/OAHP+ATn/jEtPsrLS2dEp0ZHBycEsWZjFarRatdfB0Ugvxltom9+UJLrxudWpGRmofGYhN2o4Y+V4D97akPMpyMWafiVAqRh/5IlP5iFYkUlowyFqJhVyljj7YTjuZnd5FaIXFqlvb3+WArzc0MofUhib69/QzlsftzTYGBa5bPfJMsEECK7d7TIcvyhFqXVJ/fuXMnjz322ITH/v73v7Nr166FLk0gSJpgJMbfTuR/bcdYKMbaC9OJ08macgtnBsdoanPSNZqeCIlZr6Y0lnoIXynL7B6Vqdg7gq55hA1V9rlflCPqioxpFTUAo5Ys24vJMle64dzTPXjzWNQAvGVnLQrReSSYg5T+gj75yU9yyy23UFVVhdfr5YEHHuDJJ5/k0Ucfxefz8cUvfpHbbruNsrIyRkZGuO++++ju7uY1r3nN+D7uvPNOKioquOuuuwD44Ac/yNVXX82XvvQlbr/9dh566CEef/xx9uzZk953KhDMQq8rsGgG0w2PpbfOpsahp6VvfsX3m1YUojKrOdo8QCgaR6WQxmsiPP4I1efGaKw3cUad/MV/pwsONCWiZ4OexHutsOmptOtxByKc6vfOoyw5M2hVCiw61XjXzELRqRWcTuGzWigrwgrMbWMcTEOELtMYNEpevbUy18sQLAJSEjYDAwO8+c1vpq+vD6vVyvr163n00Ue58cYbCQaDtLa28pOf/ITh4WEKCgrYtm0bzzzzDGvWrBnfR2dnJwrFC4GiXbt28cADD/CpT32KT3/609TX1/PrX/9aeNgIssqyIhO7GwrZc3Y410uZk/YR/4SxBQslLifqauZzOY0X6XjGKLPsReWU+mRaTRLru4Mo9SqeKVIwLKW2Z5Usc/LI1E6cHleAHlcikqRSSBSatRQYNZi0Kg52OMnS2K4pHOvxoJBgTbkZo0ZFS593QQaP9eUWDmahM2p5RMLS5uN4W/4LGki4C//Py1Zn3IRPsDRYsI9NviB8bAQL5enTQ9z5w6ZcLyMpVpaaOT3gJZ6mv97tdY55FSVv21jCMyVT74+0MoTmkTGwxGDTucCErqK5UEqQI9+4KdQXGac1ckuWrdvK2ePIXKqlMSJha/dx7PziEDSQELL33LGRl20oz/VSBPMgF9fmPHFNEAhyz1WNhfziX3awq74g10uZk9Z+L6vLLJi06anHaGpzsrzERIkltYL8jvPuaccGzEfUAHiUEFImIiDJYDOoaSzJTQfRdMy3i+wig+bMnZK3+iW6nuheVKJGq1Jw/51bhagRpIQYgikQXECSJK5sKOTKhkL+eWqQt/1of66XNCvHez1U2fWEY3HC0+RiJBJdJIUmLQqFhCzL+EJRBjwhRnxTL8CnB8YwaZVsrrZxqNOV1BoGPUE2BxUcSqPvikKlQKdWoVcrCMzR/eUJRFieQ2Fj1ipZUWpBksAbjC4oPWjWqTijytwATb1/cdSQXcSsVfGDt25je50j10sRLDKEsBEIpmHv+ewP+psPXaMBNlZZae5yjz+2vMTE6YExVpWZaenz0j4y1ZPEpFVRZtNh1alRKCQC4SinB7yMhWKolKlFDVTdfmhMn7V8/4CP3tEA6yosHOuZvag5LsPRbhdryi2c6M2++/iKUsucvjXJsqzSwlAGjeDigfzueJrMB29oFKJGMC+EsBEIpuHfrq7nN/u78t6wD2DEF2Z7rZ2u0QCVdj3eYISdyxw8f37mOpWxUJQzAxNHM+g1SjZXmzmVYtThRPsoBfV6RtKQRXHEpYS5H2DQJHd6Ckbi6NTZz6rXFRrTJmoAlIWZNYOLLpKuv4u0Dc+/VklweSNqbASCaXAYNbzvusZcLyMpupwBmtpHqXYYONrtprV/bFZRMxOBcIxDnS7cgdTEXCwuUx9IT6Sh7pJO9lS6i+IyGDXZneHTNuxLW0RBp1Zw0pxZfxZPVW6M/+bD1ho7/3HzylwvQ7BIEcJGIJiBN11RTZVj8UzvHfAECcey3/e8dXMpTUmOTZgLg+cFMdPS52F1WXL1M4c7XVj0ahxGTVrWkSxNbU621S7cQNBh0hLNsO/cSY3MxuX5Xxh/w6oSfv4vO7AaRGu3YH4IYSMQzIBWpeSjN63I9TKSpn3Ez5bq7Lr0rqyy8mxh+k4jQz0vpMFkGfo9QcqsyXVq9bmD1BUa07aWZFhbbqG5y7Xg/fSOBqg66saSYV3aX5XfQl2lkPjmGzaJCdqCBSGEjUAwCy9bX866ivSPMMgU0SwauqiVEs7lZuQkC16VF9rCFXF52hbx6qhE+yQPGKcvgoxEoSm5SEzb8NjcG6WJ9RVWTg2kb07U+f4xKo+6sWZI3JhlqPDmyMkwSaJxWdTWCBaMEDYCwSwoFBKfuGXx5PrjWRw2sKLaRqcyuQtleUyisdnNxoDEquNedvfFpoibavf0xa397iAGjQqTdu67+HQZFs5FtUPPyX5P2udEnR8YozxD4qYmLHGwKf8Hvfa583uauyD/EcJGIJiDXQ2FbK3J30GMFyk0aTje4557wzRxvG2UjS0+THNchK1xiD83QPugj9anuznX5+XAsQF2D04UN87umbuxOp1+qh1GlHMEhwxZKiBWKRRpFzUXaRsYY50rvcpGkmU4lb3vxkKodmQ3nShYeghhIxAkwS3rynK9hDmpLzJlLWJxkdZuN2vaAtOmli7ilmT007RuH2geYHdflO1jsMMncb5/9jRSS5+HjXPUEFXas9P5M+QNos+kiFJIIMtsCUizfrbJUhVXcLYvPbPFMolCgmrH4uneEuQnQtgIBElw85qSXC9hTnJVm3DkrJPdrpmfr40pcPunHzVw4NggR5/t4cie7qSOdbBjdPYW6xQ1wNoKC/VFRhqLTSm9zhuKsTKDjsdxhcTu/hgnnu7mqqE4yDJFMdjdF6UqJs1Yp3QRSZa50iWzuy9KQTwxg2sxUGbVo1GJy5JgYQiDPoEgCSrthnFH33zEpFVSYtEx6A3NvXEGaD7Qx6oXVXBSM/Fia5ZBcWgEfxrN4Q52jFJl19M1OrUW42SfB61KIhRNTuGM+sL0uIIoJLDoVXiSdOed79DQZBk566LjQiH1/sP9bKq2crbHw4GYTLldT40MFVUWni9TEptUvO2ISdSe9nHwwlgMjUpBjyLDveRposcV4GDHKFsWQepXkL8IaSwQJEmRObUBkdlkLBTjWI+blaXmlKMP6SAal3HuHWCr/4ULqCTLLD/tG3cSThexuEzBDF1S3lCUdZW2pPfV7w5SaNIgA/Ek83jbau0ZFTXAuKi5yMlO93hNT+9ogD5XgAPHBth05pLPVpbZ6pfQ7R2k5ZJZX+FonMAich3+wl9akNOQfhNcvghhIxAkiUmrwmHUcFVjIeY0TdVON639Xs4MjrE9DaZxk5nL/M4diHD8mW52dYYwxOHKwRgn2l1pX0djsQnlLC3mp/u9lFlnH0+wtcaOSiFRYdfjMGrQqhRJRZU2VFrTOkZhobT1ejDGAVlmV1eY489041zghPFcc7jTxZ+P9iW1bY9LdFAJppKfZ2eBIA/56ms3IgFGrYofP9vGZ/7ckuslzUi6O3aUUmKW1I5iB/vmiFY0tw6zM1rIs2eGF3xcs1ZJdYEBk1ZNJBYnFI1j1Chpap9ZXHiCiXTS5mob/nAMo1bJwQ7XhG1isoxaqaDHFSR2IVKztcY+p2iRZy9tyTq+UIz64x4qig08fTLxeReZtCgV0O/JTVoyHXzpkVZuWl0yo1HfvvMjfOvJc7T0unnio9dg0QmXYsELCGEjECSJ6ZIozdo8Nu1TSHBmcGG1QGvKzXSO+PGGElGMLTV2mtpH6RkNsKNuZnFT49CjUioWLGoaio1YdGqOdrs50Tuxm2d77dzzmTzBKIcuScdsrrZN+Plwp4tttXb2XyKQDnSMUmjSMDxLxONoj5tSq45+dzD5N5MBSsxaagqMeIIRvMEoPb1jbKmx0zbsY2gsIWjWVliIxmRaUxxqmg/0uAL88Nk23nNNA+FonAFPkB5XgF5XgEOdo/xiX+e4wGwf9rE+hfSjYOkjhI1AcIFDnaM0d7oYC0XxBiOMhaJ4glHGgi/87L3w81g4+QGN2WZ5iXneFzMJ2HahMLbQpKGmwEj7sI9TlxRN72tzsr3OTlPbxOjGxkobJ/rc844WFRg11BUaCUZiHO/1THneolNRX2SkqT21+pbttXac/jDLCo0EIlH63CF2zNBZZdWrZxU2ADUOQ06FjUICjVoxzecwsS7neE/iM5xNiOYz9z5+hp88186gNzRrlOz8kBA2gokIYSMQXGBDpY3OET8/29uxqG3d+9wBqhx6upyp1R/o1QrqCk3jhbHDY2GGx8LUFhhoH/FP2LapbXRKxKO528WWajsHO5OvQVErJTZX2xnwBGkf8TPim1lUVDkMHO5K3WTOHYjiMGo52u2i0q4HQsRlecLaL9I+4mdHnYMD7U5m0mctvW50agXBSHbHE5i1SlaVWZEkUhIqCSGa2S6uTJCI1MydTju/iP9WBZlBCBuB4AJKhcTLN1Vw6/oyHj85yPnhMR4+0kdL39ToQT7jDkRRKxUpp0xWl1um1KIAU0TNRfa3j06oSym36ejzJC+mTBolFXZDUhdpk0aJUatibbkFg1aFRPIX91MDieiVSiERicax6lX0zvC5xOIy+9qc1BUaKTJrpxUD3lBsiqjLFLUFBqx6NSf7PKwqt85bnDS1OVlbYcGoURGKxmieh0DMVxxiCrhgEpK8RPrqPB4PVqsVt9uNxWLJ9XIESwiXP8ypfi/3P3Oex08O5no5SVNm1TI8Fk46NbS+0srR7tQveFtq7BzqGEUGGoqMFJi0c4oOvVpBlcOQtC9QQ5GRs5NaoFeVmTmZopuuSiEhw3jB8GxU2fXEZZke10QRVOXQU2TSTqjZyQRalYRJq2bEF8aqV+MORNK279VlFsKxOGcXWIuVa+qLjDz6oatRK0WDb76Si2uz+DYIBHNgM2jYsayA++/cyhXL5i5czTYrSkysq5h6wig265IWNUaNkpPzjEwd7BhlY5UNhQRnh3zjqY+ZMKgVVDuMKZkdeoPRKf48I2NhTCmONYjG5aREDUDXaIAKW8Le36hRsq3WTmOxiS5nIOOiBmBFqWU8NZdOUQOJ8RRnB8dYX2lla62dlaXmpCeo5xOfvnW1EDWCKYhvhECQJJIksbI0v6KBW6ptnB/20drvZW35xLWlMjdqRal5QS3ih7tcrKuwsqXaxo46B9FYHK1qeq+ZhhLzeHooGSSg2KKb0uk16A2xoiyzv4+mdmfi/cTj7G8fXXC3WSro1Jk/PR/tdnOgfZTWfu+ia5m+bmUx16wozvUyBHmIEDYCQQrUFEw/oM+iV6G5MHp6dZmZ7bUOVpZm1gF4ZamJg50uIjGZSEzm1ICXNRfEjU6lYCyU/F2+JxhBPdfo7Dk40u3mYKeLfW1ORv2RaccabKu1p5zu2l7n4NgMU8sPdoyyudo2n+UmTZfTn5OogD+UXbfgjA71TDMqhcSnXroq18sQ5ClC2AgEKVBbYJz28VWlFjQqJesqrLT0eWlqd9LaP8ayIiNbqu1kYq5fa//YhJRPJCZzZnCMDVVWaguNtA1PX/Q7HWcHfWyeY3J2KnSM+Ci5ZASFUaPEYVAnbW53abQnNEf30aFO1+yDMRdAmVVHIBJjLMsiAyAQye4xtYtk+GSBUcOnXrqKZUXZHx0iWByIriiBIAVqC6cXNv5wjLFQdEpk4fyQD/BRZtWhkKS0W8D3TJrDFI7GOTMwlvLIB5NGSb8nfd4scTnh0LzVYcAdiNDnDmLRqzk6Q+TlUmoceqIyuHxh1lRYOZxE+/joDNPDF4JCApNORV+OPGsKTVrODWWvlVmZx4MyNSoFN64q4VVbKriqsUjU1QhmRQgbgSAFrPrp6xA6Rma/APW5g1j1auwGNaP+9BWClll1U8SSPxxjdZmFgSQnfasUUF1goCXFDqO5OD/sm+AxolEpCEfn9n4psepoahvFZlAn3d7sMKS/8HVbbW6N7Wbz9MkE0izzt3LF1ho7r9xcyUvXlWEVbd2CJBHCRiBIgckREki0BXclMcFar05vVGTG42iUHE8iMnKR9ZW2rHT5LCs04vaHicmJkQkmjZqzg17GLhk+qVcraLkwQsGVggA82uOmxqGnyKKjtdczYZ8XqS0wUGLRIcsw4AnS4Uyk6orNWspsOtRKBbGYjCsQQSHB/hQdjtNJgVGTg1bs/HD+qLTreeXmSl65qWLGCKlAMBtC2AgEKeCbZpRCiUWXlLCptOvnLWwaS0y0DY0RjSdSJBIQk5l2f4FwjI1V1qRM2LLpSHugIxGFkeVETQ9AqUVHMBrjYiBHcUnUwKJT0VBsSkp0BcIxBsfCdI0GKDJppwibbbUJI8FLzQYtOhXVDgPBaJwjkz6rNeXmlLrK0s2yImNWIzYGjRJPIHdjQkxaFS9dV8artlSytcaOIo/TYoL8RwgbgSAFgtMUdDp94TnN7bbW2jkwT6faHXUOmtqdrCgxY9ap6HT6UUoSFXb9jO63zV3uOd1xt9bYsx6VmByF6fcEJ4xh8IVjrCkzYzVoGPQGOdTpYmVpYvZVfZERsy4R5VlVZhl/b8sKjcRlmfYRP8Vm7bT1NgpJmlK47AlGp51JBTDkzW4aaDLZFBlmnYoSiy7rwzIVEly9vIhXbq6cdZK3QJAqQtgIBCmwq76QxmLTuJ/JlmobkZg8Y+GlQoJNVbZ5iRq1UmJtuXW8zmPyhWemsQAX2d8+OmtEJhiNJd2llEkufnY2g5rlJWbOD41xos/LqjIzAKFonDXl5glTvi+a7G2tsXOoc5QKmx6tSsGgN8SuZQU8d35kwjFS8Z9RKyUGk6xPygTrKiwc68nOGA+VQqLIpM162uvFa0r53O1rKLbosnpcweWBKC0XCFJAo1KwscoGJKz1PcEoR3vcHJ4mXVJo0rCh0sbBedavxOLygh1nm9qcbJrB52UsmB8Typu7XdQVGglF4jS1ORkeC7O9zjE+LqFt2DdB1BSbtRzpdqNWSpwbGiMuJ1yCdWoFy4qMaNUKlpdMbAV2+sKsq7AmtZ7SHF9svVn8vUTjMkWXtOVngxUlZr52xwYhagQZQwgbgSBFJCnRSVRm0dN9obam3KpjW62dbbV2VpSYMWmVDI+FOdzlmvdx4jLEZRnVAusNjve42VJjR2KiP0w6u7MWYscfjsZpG/aN+7ZUOwyz1v3UFRqJxWXWV9omvAd3IIpSkhgLRTk9MMa22hd8eTZV2xgLJScYzDl04N1SY59x6Gim2NfmZEOlFbVSosYxvQFlujDrVHz3zVswaESyQJA5hLARCFJEIUlU2g00tTvHL8ZVDgP720fZ3z7KqQFvWgzddCoF3mCUDRciRPMlEpM52DFKiVWHTq1ia40dvUpKy/yhteUWlhUacfoSUZZ0lHxq5jCK23chCjXsnZiK06gUaFTSeLHxiV4PW6ptmDQKekYDtA0n5wnjzHKb9UW0SgmFJLGp2pYxw8GZOD04RrXDQLEls9Gbe+/YKDqdBBlHyGaBIEUkKWGelqk76yKTlppCAwc7Rgn6wmnrjum/UJNzoGOUxmITdqOGAfcLbc/zwaBRjRfgNrUlCpxd/nDSHjrTcXZwjI1VVhSShDcYYdAbwj2pmHa61N+KEhOBSGy8/sYfjnGw08WacjOhaJxRf3KTzvs9Qcw6VVZTQlV2PUxqMd9SbedI9yg2g4YKu55uZyBjnVKBcAx/OMaq0sykhypsej596yquX1WSkf0LBJcihI1AkCJ2g2ZKiklOYxVuMBqbdwdVslxaTOswaqgtMCBJEid73finGWGwrdZOrys4xQzw7KAXpUIaFxOnBryYtCo2VdumFR/JMrlVPZm2dI1KOa0jrTcYIy7LbKyyzdoldik1BQaOZ6iAVyFBiUWL3aDFoFGiUEgc63ZPGaFwsVMsEpM50uVmfaU1Y8Lmky9ZyVt31aFRKXhfv4efPt/Bg4d6xtdUU2CgYx5CXq9W8u5r6nnn1ctE15Mga4hUlECQIsFIDM2kC2i6ZI1Cym7xKCRSL4c6XRzsGKWuyMR0JT1xGQKRKDUO/cTX+iNTpoqPhaIc7nSxpcaOIU0Tqo92u6YcezIHO0an9bzpdPrpcweRZTnpgZnxNJvYOAxq1ldaKbmQ6ulzh2jp83CgY5SmNuesc6EupgyPdrvZXpv+FNXHb1nJO6+uH08Briy18P9esY69n7ieT710FWvKLfzs7TvQpyhMXr6xnCc++iI+cH2jEDWCrCKEjUCQIuFYfErXTXzuSQFJYczxhOUTvR621EwdhhmOxnH6IrgCUeqLJtZIRGcQAQc7EmmUhuKFDysMRuIUmeefJllZaiYSk2lOspi7pc/L+iS7qOairtCISqngaLebAU9o3sZ/aqXEiC+9bejvvqaef7t62bTPWQ1q/uWqZfzlA1dRXWDg5Zsqktrnhkorv3/3Lu593SbKrLOLUYEgEwhhIxCkiISEdlIkIpamVJQ3FGN9ZXouqPNlf/so22snipuLjsvuQIQBT2hc2G2vc3BiBpM7SHjttA372JGGYtiBFF2bTVol2+vsVNr1nOj1cKTbnZKocPrD00avUmF9hZU+dyAtvjhKhYQtjfOSagoMfOymFUnPiPqfl62etZC9yKzlK6/ZwIPvuXJacSwQZAshbASCFPmvl66a4gyrUSlYXWah2mHArF1Y1OVot3tKVCTbHOgYZW3FCykmzyUdVGOhKF3OQNLjGGJxmX1tTlaWmilegGdK12iAhuK5P5faAgNba+xE4zJNbaPjLfmp0j0aYGWpma01duzzFBQjvjDBaWqW5sPqMgsHO1xp2dfuhkL+9qGrUxpdoFMr+e6btkzxvdEoFbznmnr++dFrePWWSjEOQZBzRPGwQJAiOrUS/aSU0eQLvFop4TBqsOjVGNRKNColCinhSxOOxvGHY4yFongDkWkHNtqNGhhKrj05E8RlaBvyUeXQ0+UMTBmFEIjEUp4x1drvxaxVsb3OgSzLDHlDKXeWqRRT78WsehU1DiM6jRKXP8zpgbG0daxdnHguSbCi1IxVp6ZjxJdU15fNoJ5SbL0Q5ivQpmO+dS+lVh3fedNmXve9vURiMi9eU8onX7KK6oLM+t8IBKkghI1AMA/KbfpZu34iMZkBT4gBz9QL4PZaO0cumSulVkpY9WrMOhUGjQqNSpEXow584RiWmIxFp2RV2QujHRaCNxSdIIgqbHoisXjSqZrWfi8bqqwc6UoU0va4AvS4AhxNYZr5fJBlOHVhpIVGpaDWYaB9jjZ5lz+CzaBOaUr5bJRadVM+J4nEWIRIkjm2126t5MHDPfOOQAFsqXHwtddupMCoYVdD4bz3IxBkCiFsBIJ5sKPOwV+O9s3rtZOvQZGYzPBYmOGx3A5enI4+d5AVpWYOdjjZXpsYxplOelwBSi06SszapL1vhjwhdjcUsOfsCDUFhrSKh2QIR+PIEqiTEBQVNn3a1qZXX4z6JX5WSAkTx+na86fjzVfU8J5rE91PCy3oftmG8gW9XiDIJKLGRiCYBzuXFfBfL1k1r9emq9A4W5zq97KiNFFvc2V9QdpnKfV7glSlkMrodQfZc3YEu0FNx4gfi061oAjEfOgY8WMzzD1GwqRN373jvjYncTnRObe9zoE2BVGzudrGp29dTZlVzxdevi7pgmGBYDEiIjYCwTxoLDHzpyO983ptl9PPmnLLrN1E+cbkta4ttxCKxlOamj0TVr2a8/PYz8U5UZ3OANUXPG7SOf9qLpJpvY7G0uQDcAn+SIxQJEYgSVFTaNLy7TdtmXNUhUCwVBDfdIFgnjiM8xv8ODwW5kSvJ+vzgNLJ8V4PujSZ7zUUm3AuUJB0OgOYdSocxuxEbvRqZVKt45kQWltrJtZozYZKIXHfGzdTIiZpCy4jRMRGIJgHnSN+vvvU+YXtYwEzmvKB1j4veo2SwDRdXcli0ak43Jme8RGdzgAOg5raAsOMXVEqBawpt6JUSPS7g1Q5DPS5AwTCccqsOuKyPD77ajaS7Wi26tMrtHbUOVIq4v6vl65a1AJaIJgPQtgIBPOg2+WnP0XDuMn0u4OYtMq0TALPBZG4zJoSc9JuvtMRjMbn7cQ7HUVmLdG4TKlFS/+kjrSNlTbOD49NiHb0ul/4HQ6NhdCoFNQ4DHMOBk3Wq2W62VXzQZJgW01qoublG8t5667atBxfIFhMiFSUQDAP2ofTE22psk8tmlUrJWocejZW2tCq8rvIMxCOLsidt8isJZ2lH55glHNDPvzhGGsumWG1o85Bc7cLzxxzuMLRODKJjqfZUCRZfDs8lp4RCLKcMDpM1sF5d0Mhd71yvSgSFlyWCGEjEKSI2x/hvifPpmVfJp2KbbV2ttc6WFtuodSiIxqX6XAGaO52sbEqv63pTw2MsXUBgxltejXRS2pg7QY1NY75mb3pVAr6LkRgPMEoJ/s8bK21s6bcklKko88dmLON2x2IUDBLjZVKkaiFOT+cPpPFg52j7GtzzplasurVvH137RQTSYHgckGkogSCFPm/J86kzQV2f/vs9SXNXS6Kzdq0zBrKFE1tTtZWWDjek3qX14leD6vKzLT2edlaa0cCjs/TbK/UqptQWxOX4cAcn+9CKLPpUCqkCb8bCVheYkZG5kBHZo7d1OZkY5Vt2hSg3aDm9+/exbKihQ8eFQgWK0LYCAQp4glmr6U4FI1TYtFR7TCgUEgEwlGOzUNAZJpOp58is5aheQiwQDjGqjIzkahMc7dr3muw6TXAwlOEydoMHe/xJMzuioyU2/S4AxHODfk4NeBd8BrmoqXPQ7VDT6dzosD2hWNU2MVEbcHljRA2AkGK9LkXVjScKscuiWA05Hg45kx4AlHWlhvmJWzaR/yoFBKNJQuLMkwzRmpeTC5LUSslIrHp1U44GufskC8xE0qSFtQhlgrhaBxJktAoJcIX1lZo0vLRm5ajVYkUlODyRtTYCAQp4A9H2Xc+vWMFUuHcsA+rPj/vRxYi+KJxmW5ngO119nkVI5dZtRxN0ttlLiIxGZNWiU6lYHutA6tezeZq26yTyQOROGvKLDM+nwk6Rvysr7SN/1xXaKCu0MifjvQSjk5v3tc54uefpwY52u3CH569kFogWKykJGy+/e1vs379eiwWCxaLhZ07d/LII48AEIlE+M///E/WrVuH0WikvLycO++8k97eud1Z7733XlasWIFer6eqqooPf/jDBIPZvSsWCJLhL0f7CGfATTZZquwGDJr8FDb1C5w/FJdlBj2hebV/l9sMRNPUN7623EKF3YBSIdHU7mR4LMyhTtcEQ8Y15RbWlltYc8m/XBTrHugYZXO1DUjUa739x/vpHvVPcRn+x8kBPv77o9xwz1O87Uf7ecV9z+HPUnRJIMg2KZ0hKysrufvuu2loaADgJz/5CbfffjuHDx+msrKSQ4cO8elPf5oNGzYwOjrKhz70IW677TYOHDgw4z5/8Ytf8PGPf5wf/vCH7Nq1i9OnT/PWt74VgHvuuWf+70wgSDMPNffwn78/mrPjb6m2czBNZnaZwB2Yf+2RWilRXWDgZF/q9SnmNJr8rSw1z2jQF4omhIBGKdHjCkwZbpkrI7weVwAJkEnU2PhDMWRZJhyLj6elvvHEWY5cKDYusWj5wPWNFJpmjkAJBIsZSZYXNpHP4XDw5S9/mXe84x1Tntu/fz/bt2+no6OD6urqaV//vve9j5MnT/KPf/xj/LGPfOQjNDU18cwzzyS9Do/Hg9Vqxe12Y7FkNyQsWPo8eLibj/zmSFrN5FKh2mHIe6fiKoeeLmfq3WKSBBsrrRzuml8qyWZQMxaMpiVis7XGPms308pSMwaNksNdLmQ58XNjiZk+VwC9RskzZ4YXvIZUWVdhmVJQbtapuLK+kO+8eQsjYyGu/9pTGNRK3n1NPa/ZWoVOLepwBNkhF9fmece0Y7EYv/3tb/H5fOzcuXPabdxuN5IkYbPZZtzP7t27+fnPf05TUxPbt2/n/Pnz/PWvf+Utb3nLrMcPhUKEQi8UKno8+dcpIlgaPNTcw7//5kjS3TKZoMSizXth0+UMpGz5DwkxMVfb+2y4/BFqCv5/e3ceF1d97g/8c87s+zAM2zBDIJCQFcguJKnZY2qi1iVuNdWrdcuiTW9/iW3Uaq/G27Sm/dmf1dbaX22radUbzXWJGpPYuFySCNk1QAJhGwjbMMAMM8zM9/5BIAz7wJyZYfK8Xy9evjjMnPN9ghwezvf5fh8lLgzQRmG4pCIOZ6yD30e+rel8oiQT83jxzplYMinebxO8Wns7dh2uwM59RaMaSyD62924pd2DoxcacctLX6KxzY2t10zCjTPN1AiTXBECTmxOnjyJ3NxctLe3Q61WY/fu3ZgyZUqf17W3t2Pr1q244447Bs3SbrvtNtTV1WHBggVgjMHj8eChhx7C1q1bBx3H9u3b8dRTTwU6fEKGzen24oy1GU/uOS1IUjPNpIVSJsbpqma0DVHvMNCqnEiTX9qI2akxKLjQNKynWyNJhPoTp5aNOrGZYtINuz2Ey+NDWYOjz86+CVo5knShbThZWGHDlCQNzvSaxtPIJbh1TgquzzEFrbUDIWNBwIlNZmYmjh07BpvNhrfffhs/+MEP8Nlnn/klNx0dHbjtttvg8/nw4osvDnq+gwcP4plnnsGLL76IefPmoaSkBI888giSkpLw+OOPD/i+xx57DJs3b+7+3G63w2KxBBoOIf2yt3dg1W8OdS7jDbIUQ2dhalcth0oqwrw0A87VtaK+1d3ve87VtQZ9HEI5WtaE6claXGhwDNrCYPa4GOSXNkKnECNOLYNGLsHZGjscHYEXZ/uCkHkOtJJoIC/sL8bNs8x9Gl16Q/xob3WWCdVNju5l6RPi1diwJAOrs0wQjabfBSFj1KhrbJYtW4b09HS8/PLLADqTmrVr1+L8+fPYv38/YmNjB33/woULcdVVV2HHjh3dx/72t7/h/vvvR2trK/hhbk5BNTYkmH70j2PYXVglyLmlYh6xKgmszf57voh5YLpZDxHHweNl8DGGE1XNGG9UBXVr/lCZatLi9ACFuLEqKdLj1ahrcaG0R2wqqQjTknWobHJALhFBr5BCLOLQ6vKgprkdDW39J35qqQhSCY/GtpEXMMvEHFQycUDneOaGabjzqnF+xza8XoD3TlhHPI5AjY9TYXKiFhwHfHd6Eq6ZmjjsJp2ECG1M1dh0YYx117p0JTXFxcU4cODAkEkNADgcjj7Ji0gkAmMMo8y5CAkYYwyvflEmWFIDdD4ZMKrlfRIbjw8oLLf5HZt2aRnxWExsBqvnaGhzo6GfKag2txf5pY3de9n4mH/c2WadX3fuLhzPIVGrGFVi4/IwZCYq0dg2vCLmFIOi3+mv/o4pJCI4O4RZXi3iOGxYkoHMBA0lNIQgwMTmpz/9KVatWgWLxYKWlhbs2rULBw8exN69e+HxeHDzzTejoKAA7733HrxeL2pqagB0rpySSjv3gFi3bh2Sk5Oxfft2AMCaNWvw/PPPY8aMGd1TUY8//jiuu+46iERUuU9Cq9buwnMffiP4dU5WNSPHrB+yhcBAS4/HgqomB5J08hFt3DdQfU7xxdbupc09ebw+yCT8oLsED8eJyuYh636SdHKY9AoUljfhRJWtz9fFIg4cB0xJ0iIzQYOMBDUeujode0/V4K2vK3Hg7MUB4+O44bd0yLbosWFxBpZOiqeEhpAeAkpsamtrcdddd8FqtUKn0yErKwt79+7F8uXLUVZWhj179gAAcnJy/N534MABLFq0CABQXl7u94Rm27Zt4DgO27ZtQ1VVFeLi4rBmzRo888wzo4uMkBFI1Mlxd14q/nioVPBrldS1YlqyFgqJCDzHob7VhXN1Y+/JTE9KCY9JSVp4fQxnrHZo5BJkxKlQEqS4HG4v0uNUff6dYlRSnK1pCUqRdX5pI+alxQDgwBhDY5sbzU4PUo1KuDw+nK62dydrp/vp2/XC7TOglomhV/p3/141PQmrpiehsLwJ9/7lKBr7mVbbuTYHv/202G96rre89FisX5yBvPTYPsXLhJAg1NhECqqxIcGy53g1Nr1RGPLrxqllcHZ40OoaWzvCGlRSpMV2Nuk8XtncpwhXLuGhkIjQ5AhO89CZKXp4fAwnK5vBAGgVYqTHqftM441W15MbhVQ0YA+oLLMOezYsCPjcX5TU464/5fd5cjM3zYD6Fle/U4/LJsfj4cUZmJkSE/D1CAmXMVljQ0i0eVfA+prB1LW6grb8WWgJGhnGxapgc7pRVNva79MHAOA5YKpJh68H2fQuUAWXEhiTXg6TTo5TVXacqgpOn6ie8ksbkWPRD7oE3KQbWSft+RlGbF4+Ec9/UuSX3Gjlkj7/VksmxePRZRP8+kIRQgZGiQ0hPXxeXI8DZy+G5doTE9Q4XR38X9DBkqyXIzlGiYZLU2a1Q3Tylol5ZCZqgprU9FRta0e1rR254w04Y20ZVUuHgRyrsGHepVYJ5Y1tfQq+Z40b+dOT9YszMCfVgIf/XoCGNjeSdHJ8Z6IRzg4PvihpwPyMWDy+egomJdITaEICQVNRhFzi8zEs/vXBUW/0NhJTkrQ4X9eK9h7TOJMSNZCKeXxjtYdtg75xBiUSdXLU2ttRFuC/y6xxMYIlNb3NSzOgoLwpqP9OMUoJJiZo8G1NZ9JkjlFAp5B0L2Efb1Thw0cXdvdjGqn3T1hhbXYiUSfH6iwTAOBsTQsmJqiphoaMeTQVRUgYcRyQoJGHPLFRSkWobnZ2JzXjDEpoFRKcvDS9MjfVgMNlwk9PWWIUiNPIIOY52Ns9uNDo6P4YCXEIV+rklzZCLRMh26yFs8MLr49BJuY7d9zlgJOVzXB5fEjQyGDSy9HhZZ3Fxr2KXNLjVFDLxJCIeJyoavabFqxscqKyyYk5qZ0tIO6ZnzrqpAYA5o039GlImZmoGfV5CblSUWJDrnjtHV4cKq5HUW1LSBKI3hxuL5L1CugVEsSqZSgobwK7NIzOvWCEe1oz1dS5gulCowMVTU5UNAVvp+VAd/IdrVaXd8AGliadDOA4VNvau6fQNHIxUrVySEQ8PD4fGtvcw16VtnFJBr7fa2O+kaIu24QEFyU25Ir34SkrfvSP42EdQ/HFzpYJPad7ss061NrbcXgUDSKH0uRwo9oW+D4zw+ENVyv0fiil4j4rjVraPWhpD7xVhcvjw+blE2maiJAIRYkNueK9cbgi3EPwk6xXIEYp8dthN1YlhUElhVomhlTMgwHgAJTVD13EO8OiB7i+uxoDnQW4k5M0+KZXA8VgkEsjY4NNnUKM+jb3sJpyDsdFu4uSGkIiGCU25IrW4fXhcAQtrzbp5EiOUcDrY5icpIHN0YH6VldnC4IeS6rnpMYM+0lOaX0bbM4OTDVpUWtvh0YuRrxGDobOgulW18CNKkeK44DG1sETrlCZlKgN6hL6xjY3SuvbkGZUdR9jjFGyQ0iEoMSGXPFEPBcx0ybVze2oHqIFgUknx5EApqdi1VLYnB3dq3nqW90orRe2QHrWuBgcFXAKLRDVQe7Q7vb6sPz5z/CDvFQoJCJ0+Hy4aHfhmmmJmJkSgzhNZ81MXYsLRrWUEh5CQowSG3JFk4h4WGIUAS9lDpd4jQwJOvmQyU9ParkwP+ZSMY9JCZ1L0qtsTiTrFRDxHNweH87WBH9qa6SEyFk9PoY/fe7fdqOrcWqSTo4knRyNbW48+73pyMswBn8AhJABUWJDrmheH+tcEhzhMuLVUEh4nKyy4+IQNTW9BWNJcn9yLPruaTwOGFGzy1DQCJTYDcTa3N79bxGsNhKEkOGL/Ds6IQL6w7/Od69IilRyCQ+7swMn+2m4GC6psUoc7bE0PjIm8vqnCGMR8/956zg2vlGINgHqmAgh/aPEhlyx6ltd+PXHZ8M9jCFlm/WDPqWRijjkmPWYkaLH3LS+W/x3BHk/GY7r3HwvQsqShiQJ4UaBvbW5vfjv49XY/61/m46KRkfI9/kh5EpBiQ25YukVEmTEqwU5d7B+lYou/VKO1/hv4tYzmRHxPI5V2lBYbkNbP53BHQN0ph6pbLMOJcPcyC4ShLt4Nz1OhTXZJr9j7xRW4f6/HkV7x9jq5E7IWECJDbliiUU8nlg9JSjnyjLrMCNFj4kJasSpZeC4ztYIo+X1MZytbcH4OBUy4lT9JjPOHr8cS3ttQqdTiKGUBvfH3OkeW08aPGHqs9XlXF0bSi76F1N/U2PHZ0V1uGiPjCXxhEQTKh4mV7S8DCOmJWtxapT1KxWNjs69W9ouF4saNbIR91kCgEStDBaDEicqm/E/54e3D4vD7cWMFD2cbi9q7O2wOTpQWBHcjuE65di6bbR7wl/fsue4FZuXX+7/dKbajuWTE5ASO/rklxDib2zdoQgRwIopiaNObJocHcg269DYdjmJOF5hQ6xK6rex3nCkGVWIUUpwrMKGmhH8Rd/fDsPBdLLSDp4TZhm1EFraw5/YvJ5/AefrWuFjrLs313M3ZYV7WIREJUpsyBVv45IMLJ0cj7e/rsJ/FVbCNsIlunKJ/+obj48hI16NhmHuejslSQuOA05X21E69MvDxtnhxXijqk/vpUjV0OqGQiLym7ILtfpWN947Ye3+fEqSFvPSDGEbDyHRjBIbcsXjOA5TTTpMNenwk5WZ2HO8Co+/cxpu7/BrSaQiDsUX+25KV9Yw9C//HIseLe0dOGONnOXcQ2EAVFIR2oJcmCyENrcXExPU0CulsDs78G0EbB74bwvSwl7UTEi0ouJhQnpQSEW4dU4KvjMxLqD35Vhi/OpruqT0KiBOj1MhUSuD+NJP3gyLHscqbDg3hlYZAYDN4R5Ty5WLaltxuLQR39a0INusQ6JWHraxGNVSrMlOCtv1CYl2lNgQ0kNLewfu+8sR7PumFhMCWApe2s+Tmc5N7C73S8oy63Curg01dhc8PkArF6OwwhaMYYdcqlGFjlEU2STpZMhM0CDNqMKc1L577wjpeGUzGttcAX1/g+n7V40TbDdoQgglNoT4KaptQf75RvxkZSY+2Xw1pifrhvU+g1La55hcwnfvyKuRi1HZ5N+M0R4BRa0jkWXWjbhAmQMwN9UAm9ODs7UtKK1vw5GyJqikIsxI0YcsyXF7GfRKSUiu1ZNUxOPOeeNCfl1CriRUY0NID7PGGXDyqZXdn/vY8J5K9O5HNGucHl9fsHV/PiFejQKBVyuFSmNr/6u8kvVymPQKMAbwHIfDZf5F03NTY1BS19rnONBZB9OVLM0eF4OjF4TvDD7Mb21QXZdj6u7+TQgRBiU2hAwix6LH6eqhi3ov9OoO7vYwzEmNQX2rGzq5ZMwlNQaVFHFqGaptTpj0CmjkYoh4Dj7G4Pb4kKCTQcTzOFrWiBSDEka1DMcqbKiyXW6EOdWkRX2LC7UtLsxNi8Hh0uElK99Y7VBKeDg6hK3hqbQ5h35RkN0zPzXk1yTkSkOJDSGDWL84A28erRx0hVSORY+KXhvxnawK7qZ4oZSZoEZ9qxtnaztXD3X9tz+zx8XgG6sdZQ19NyI8XW2HQiJCikE57KQG6Hx6MzfV0O+TnWBqDfFU4FXjDZhqGt7UJiFk5CixIWQQJr0C9y5Ixe8/O49siw4ykQgdPh+qm5xgABJ1chwbowXA/ZmbGoOCchs8wywMHmrKyNnhRfkIdl/+xmqHSS9HdY8nQMEmFoV2ufW/zU8L6fUIuVJRYkPIEOZnGPHRmVoc79WagOMwaNftsUAtFaHV7YVM3LmXz+Ey4WtbhqPF5YFB1bcgO5jSjCpBd2keH6dCXYsLLe0epBiUWDo5QbBrEUIuo8SGkCHkphth7efJQTiKT4MpK1mHE1XNMKgkEPN8RNUBzUzRCz4ekcAb5E1O0mL5ZAV0CgkSdfLuTu2EEGFRYkPIEE5WNaPdE/k77AaCA1Bj70zW+ttYMJymmrQ4FYIaJaETjXMXWyHmORRfbMUr62YLei1CyGW0jw0hg/jT56X43otfjPmnM70xAM3OyEpoYpQSzEmNQVFtC9xeYf/Bs8w6lFxsFez82WYdrp2ehMWZ8fjqXAP+86Nv4RsrXUMJGeMosSFkEBdb2qMuqQE6d0WWiiLnxz85RgGPj+FIWRM6BEpqzHoFZo+LwQyLHicqmwPuuj5cHAesmp6Eu+en4qXPzsHt9eHlz85j7+kaQa5HCPFHU1GEDGLLykk4U23HoeL6cA8lKNKMKmgV4j6F0OEyNzUGXgacq2tFi8DLr5P0chwJQXE0Y8C+M7WwOdzdDTfHG1WwxCiHeCchJBgosSFkEDzPYVFm/JhPbNKMKmjlYhyvjIyEJlYlRUa8Gvmlwu5V05MzhJ3Ic8fH4v2TVoh4Dv9xwzTcMssMcQQ9ISMkmlFiQ8gQPiuqC/cQRkUlFeFCQxsiocQjRimBUS1D8cVWNIQwqQGAiiYHeA6C/zssmGDEoZJ6nK9vw/Ybp+P2uSnCXpAQ4of+hCBkEBWNDvxrjCc2bW4vxseFp5N1T3qlBLFqKYoFLNodTLPTg8lJWkGvYVTLcP/C8ahvdeF3d8ygpIaQMKAnNoRcAWJVUpSE6doc19l64VurHSUX28I0ik4KiSjo5xTzHL4zMQ4TE9RgDPjwlBXvrp+PWDU1uyQkHCixIWQQFoMSN+SY8M6x6nAPZVTCtbR7QrwaDCwkRbvDEaxZKJ4D8tKNWDElHuA4vHfcinePVePJNVNxzbTEIF2FEDISlNgQMoQn1kzFoeJ6wZYHh0JxbQuUUhEcISqgVcvESDMqcbJq6M7ooSITc3C6R7fyam6qAauzEqGQinGouB5/yy9HUW0rvjcjGS/fNQsxAreBIIQMjRIbQoZgUEnx29tmYN2r+RFRgDsSFoNyRM0oR0IjEyNBJ4uopEarECNBI8cZ68CdygeSbdFjTVYSssw6nKyy4+3Cahy/1Pg0I16NV9bNxrIp1AeKkEhBiQ0hw7BgghE/XpGJHR+dHfK1Yh5QysSwO4XdlyUQSqkoJEmZVi5GnEYW9lqanuI1MsjEfMBFyzfOSMampRPwdkElXj9cjv94/3JMueNjcf93xuPqiXHgqQcUIRGFEhtChumhq9NxrMKGT87UAujcvXdqsg7Hym1QSkUwqKTIL23EjJQYnK62Y26aAYdDvKS5tySdHMl6BY5eEL7GRcxz0CklOFcXOUlNikEBh9uLiiZnQO9Lj1Ph2Run443D5Xhhf2fZtYjn8N3pSbh/4XhMN+uEGC4hJAgosSFkmHiew6/XZmPH3rPIS4/FiqmJEPEcfv3x2e5ffnPTYtDS7oHD7YU9jL2YJiaooZSKcLyyGdbmvp3JhbmmBmeskTP9BABqmQTljYElNTwH/HptDiqbnHjuw28h4jl8f14K7ls4HhYD7R5MSKTjGIuOTjh2ux06nQ7Nzc3QaoXdq4KQLhWNDtz2h/9Blc3/l6dMzIPnAGeHr/tYjFKCJoewyU6aUQWJiENRbWj3ipmbZsDRssaIqkES84CI5+Hy+IZ+8SWTk7TYck0mFmQYcdPvv4THx/CfN2VhWjI9oSFkJMLxu5me2BAyQgMlNQDg8viQZdbhot0FvVIMjVwCh9uL1FgVShvaYOuV4CglPBwdw/8F3J8knRw2h1vw5Km3uanhn3LrT0a8Gt/WDC/BS49TYfPyTMxNjcEfPy/FlrdP4O68NNy3MA0SaoVAyJhCiQ0hI+Bwe3D7H/tParqcuNSXqebS7IxOIQEAmGMUsDk6kGXWQcxzKCi3ITNRi/pWF5J0cjjcXpytbQm4y7VExIds2qmLRiZGYUVk7FHTm04x9NJri0GBR5dOxA0zkvHknlPY8EYB5qYasOv+XKQZVSEYJSEk2CixIWQEdhdWoTLAgtRmZwd0CgnaXJ2rpUQcB0+PuZuKJmd3kesMix6Fl5YUD0e8Rhay5dw9ZSZpcDRCNt/rzTHInjWJWjk2Ls3ALbMskIp5eH0MHDobVt4+J4VWOhEyhlFiQ0iAGGP4/1+Ujei9ExPUaGn3IMusQ2GFDTIxj9mpMWhovbz5nyVGEVBSAwDJMQpcbHGNaEwjNSc1JmJ2FO7PhUYH5qUZcKzC1l1nc122CdtWT4ZWLoG8R3sFEc/hFzdMC9dQCSFBRIkNIQH68lzDiBs59k4EXB5fnycecRpZwMuTQ10HIhFxOFXVHNJrBsru9CC/tBEGlRRZZhUa2tx45nvToJFLwj00QoiAqCqOkAD9+YtSQc9fZXNibpoBMcrh/wJubA3t05rMRI3fiq9I1tjmxpGyJkwzaSmpIeQKQE9sCBmEx+tDaX0bzljt+LamBd9Y7fisqE7Qa9baXai1uyARcZiZoofD7Rl0dY9MzKG0IbT1NUrJ2Lt1vHfCioUTKnDLbEu4h0IIEdDYuzsREiKP7irEB6dq4A5gH5Rg6vAyFJTbAHTW0CTrFahqcqDK1rnySa+UIMWghEYmRn5pQ0jHVlLXAhEHBLhwK6x8DHhyz2nMGheD8XHqcA+HECIQmooiZAByiShsSU1vVU1OHC5tRJWtHeONKiTrO5eMn6hsxhfnGjBrnCGk42l1haZLeLA53F5sfKMQLs/YHD8hZGiU2BAygCyzfsCvZZt12LpqErLD0DPofH1bn/1zjpQ1Ym5aDCQhWqY8zqAcU09rejpdbcebRyvDPQxCiEBoKoqQAWQNkLT8cGEafrJyEqRiHg9enY4LDW1Y9+phXAhxnUtPPgYcLm1CvEYGi0GJrwVuehlIYXOkyUzQ4MaZyeEeBiFEIAE9sfn973+PrKwsaLVaaLVa5Obm4sMPPwQAdHR0YMuWLZg+fTpUKhVMJhPWrVuH6urqIc9rs9mwfv16JCUlQS6XY/Lkyfjggw9GFhEhQZKZqIFUfPlHJEYpwat3z8bPrp3id7yl3RPWpKaniy0ufH2hCeNilQMmZsFwtrYV89IMUErGzkPfCfFqPPu96Xhn/XwopfQ3HSHRKqCfbrPZjOeeew4ZGRkAgL/85S+4/vrrUVhYCLPZjIKCAjz++OPIzs5GU1MTHn30UVx33XU4evTogOd0u91Yvnw54uPj8dZbb8FsNqOiogIajWZ0kREyShIRjylJWhyrsGFuqgG/vT0HSTpFn9f99tPiMIxucF2J1qREDbyMoTjITTGbnR3IL22ERi6GQSpGY5t76DcFUYJWhokJGkxK1Fz6rxYZ8WrIxDzaPV443F443V40OztQfLEFRrUMCzKM4DjaUZiQaDfq7t4GgwE7duzAvffe2+drR44cwdy5c3HhwgWkpKT0+/6XXnoJO3bswLfffguJZOSPt6m7NxHCU/99GhqZGJuWToC4n03wTlU1Y/ULn4dhZIHJtuhR0egIagKikYsxMUGDb612tLmFKcblOGCaSYdsiw6ZCZ1JTGaiBnrl0H2gCCHhN6a6e3u9Xrz55ptoa2tDbm5uv69pbm4Gx3HQ6/UDnmfPnj3Izc3F+vXr8e677yIuLg533HEHtmzZApFINOD7CAmFLddM8tt6v7ff7CsK4WhG7niFDVnJulEnNikGJRJ1crS5PPjGaheklidZr8DCCUYsmGBEXroRBhUlMYSQ4Qs4sTl58iRyc3PR3t4OtVqN3bt3Y8qUKX1e197ejq1bt+KOO+4YNEs7f/489u/fjzvvvBMffPABiouLsX79eng8HjzxxBMDvs/lcsHlurzbqt1uDzQUQoY0WFJzsrIZ+765GMLRjM6JqmbkWPQ4Nsw+VHIJj/ZeuwtLxRwOlzYGdVxauRh56UbMn2DEwgwjxsUqacqIEDJiAU9Fud1ulJeXw2az4e2338Yrr7yCzz77zC+56ejowC233ILy8nIcPHhw0MRm4sSJaG9vR2lpafcTmueffx47duyA1Wod8H0///nP8dRTT/U5TlNRJFR++NpRfHKmNtzDCEisSgpXhxetQ0wdxWtk4AAopCLEa+Q4Y7VjXKwSp6uD8wcExwErpiTg7rw0zEmN6XeajxAy9o2JqSipVNpdPDx79mwcOXIEv/3tb/Hyyy8D6Exq1q5di9LSUuzfv3/IQJKSkiCRSPymnSZPnoyamhq43W5Ipf0/hn7sscewefPm7s/tdjssFtoqnYSORjb2VtY0tLmH7Modq5JCLOJQfWmH47IGB6QiDjXN7aO+vkoqwto5FtyTl4aUWOWoz0cIIb2N+s7MGOueEupKaoqLi3HgwAHExsYO+f758+fj9ddfh8/nA893/tVWVFSEpKSkAZMaAJDJZJDJZKMdPiEjdsOMZPxXYVW4hxGwI2VNmJCg7nellF4pgVIq6tNd3O1laBhFfY45RoG781Kxdo4FWmpESQgRUECJzU9/+lOsWrUKFosFLS0t2LVrFw4ePIi9e/fC4/Hg5ptvRkFBAd577z14vV7U1NQA6Fw51ZWkrFu3DsnJydi+fTsA4KGHHsILL7yARx55BBs3bkRxcTGeffZZbNq0KcihEhJceemxiNPIUNcS2s7aweD2+Pr0epJLeOgVEpQFcU+ebIseD35nPJZPSaDpJkJISASU2NTW1uKuu+6C1WqFTqdDVlYW9u7di+XLl6OsrAx79uwBAOTk5Pi978CBA1i0aBEAoLy8vPvJDABYLBZ8/PHH+NGPfoSsrCwkJyfjkUcewZYtW0YXGSECE4t4XJdtwp8+Lw33UAJ2ocGBmSl6lNS1wu70AACmJ+sGnaIKBM8BP1o2EQ8vzoAoRG0eCCEECMI+NpGC9rEh4TBW9rEZiEYuxqREDQouNCFeK4c1CHU08RoZ/u/tM3DV+KGnogkh0W1MFA8TQi6batIiWa/o05RyrGhp9+BIWRPGG1Vwe0fXyXzZ5HiYY5TYsCQDRjXVvxFCwoMSG0JGgeO4qJhqOV/fBoVUhBkWPQqHuc9NTykGJX53x8xB9/0hhJBQoGo+QkbJIVA7gVBzur0orLB17isTwJ0hM0GD3Q/nUVJDCIkIlNgQMkpOtyfcQwiqI2VNSDWqEa/pnE5SSgdOWDQyMV66axZiaeqJEBIhKLEhZBTcHh+cHdHxxKankoutGB+nwlsP5uK1f5sL8QDTbTtvzUGaURXi0RFCyMAosSFkBNo7vPjLl2W4escB+KJiXaG/ZZPj8Yd1szE71YDZqQY8uaZvP7iNSzKwbEpCGEZHCCEDo+JhQgLQ5vLg7/kX8Id/laK+dextzDccjy6bgE1LJoDv8ZTm+1eNw/HKZnx0qgbzM4xYlBmHW2ZTCxNCSOShfWwIGQafj+H/HSjBn74ohc3REe7hCEItE2PnrTlYPsBTGLfHB44DJLSDMCFkmGgfG0IiVGGFDb/+pCjcwxDM+DgV/nDXbGTEqwd8jTSQpVKEEBImlNgQMgwfn6kJ9xAEs2xyAp6/NZuaUxJCogIlNoQMgTGGj0/XhnsYQScT89i6ahJ+kJvqV09DCCFjGT1bJmQIjHUWzybrFeEeStBkm3V4f9NC3DM/jZIaQkhUoeJhQobJ4/Xh/ZNW/PHQeZyqsod7OCMi5jlsWjoBDy9Kh5iKgAkhAqPiYUIimFjE4/qcZFyXbcJX5xvwx3+dx4GzdeEe1rBNiFdj5605mJasC/dQCCFEMJTYEBIgjuOQl25EXroRRbUteOXQebxTWD3q7thC4TjghwvHY/PyidTPiRAS9WgqipAguGhvx7Z3TuHjM5FVZGwxKPCrm7Mxb3xsuIdCCLkCheN3M02yExIE8Vo5dt6ag/S4yOmbdEOOCR8+8h1KagghVxRKbAgJEpVMjBfvnAW5JLw/VtOTdfjnA7n4zW0zoJbRbDMh5MpCiQ0hQZSZqMEvrp8WlmsnaGX49S3ZeHf9fMxNM4RlDIQQEm705xwhQXbLbAvySxvx1teVIbmeTMzjgavT8eDV46GU0o80IeTKRndBQgTwi+un4USlDUW1rYJdQyrmsXp6En68MjOqNg8khJDRoKkoQgSgkIrw4p0zoZQKs7xar5TgjR/Ow/O35lBSQwghPVBiQ4hAMuI1ePZ704N+XnOMAm8/lIdZ46iOhhBCeqPEhhAB3TAjGbfPTQna+aaatPivh/OQHqcO2jkJISSaUGJDiMCeXDMFk5NGvzHVwglG/OOBXMRr5EEYFSGERCdKbAgRmFzSWW8zmj1lfpA7Dq/ePYf2pSGEkCFQYkNICKTGKjEpUTOi9/5kZSaeun4aJNSNmxBChkR//hESAl+ea8DRC00BvUfMc3jupizcPMss0KgIIST60J+AhISATMzjlllmGNWyYb1eLRPjz/fMoaSGEEICRE9sCAmB2akGzE41wOdjyC9txO1//J8BX5sep8If1s2mlU+EEDIC9MSGkBDieQ656bHIsej7/fqKKQl4Z/18SmoIIWSEKLEhJAzWZJv8Puc4YPPyiXjp+7OgkUvCNCpCCBn7KLEhJAzWZCd1t1swqKR4Zd1sbFo6ATzPhXlkhBAytlGNDSFhEK+R493183H0QhOumZqIGJU03EMihJCoQIkNIWEyIUGDCQkj29uGEEJI/2gqihBCCCFRgxIbQgghhEQNSmwIIYQQEjUosSGEEEJI1KDEhhBCCCFRgxIbQgghhEQNSmwIIYQQEjUosSGEEEJI1KDEhhBCCCFRgxIbQgghhEQNSmwIIYQQEjUosSGEEEJI1KDEhhBCCCFRgxIbQgghhEQNcbgHECyMMQCA3W4P80gIIYQQAlz+ndz1OzoUoiaxaWlpAQBYLJYwj4QQQgghPbW0tECn04XkWhwLZRolIJ/Ph+rqamg0GnAcF+7hDJvdbofFYkFFRQW0Wm24hxNUFNvYE61xARTbWBWtsUVrXIB/bBqNBi0tLTCZTOD50FS/RM0TG57nYTabwz2MEdNqtVH3P3cXim3sida4AIptrIrW2KI1LuBybKF6UtOFiocJIYQQEjUosSGEEEJI1KDEJsxkMhmefPJJyGSycA8l6Ci2sSda4wIotrEqWmOL1riA8McWNcXDhBBCCCH0xIYQQgghUYMSG0IIIYREDUpsCCGEEBI1KLEhhBBCSNSgxEZgRUVFuP7662E0GqHVajF//nwcOHDA7zXl5eVYs2YNVCoVjEYjNm3aBLfbPeh5a2pqcNdddyExMREqlQozZ87EW2+9JWQofQgVGwB89dVXWLJkCVQqFfR6PRYtWgSn0ylUKH0IGRvQ2Tdl1apV4DgO77zzjgAR9E+IuBobG7Fx40ZkZmZCqVQiJSUFmzZtQnNzs9Dh+BHqe+ZyubBx40YYjUaoVCpcd911qKysFDIUPwcPHgTHcf1+HDlypPt1n376KfLy8qDRaJCUlIQtW7bA4/EMeu5w30eEjA0I731E6NiA8NxHhIorqPcRRgSVkZHBvvvd77Ljx4+zoqIi9vDDDzOlUsmsVitjjDGPx8OmTZvGFi9ezAoKCtgnn3zCTCYT27Bhw6DnXbZsGZszZw7Lz89n586dY7/4xS8Yz/OsoKAgFGExxoSL7csvv2RarZZt376dnTp1ihUVFbE333yTtbe3hyIsxphwsXV5/vnn2apVqxgAtnv3bgEj8SdEXCdPnmQ33ngj27NnDyspKWGffvopmzBhArvppptCFRZjTLjv2YMPPsiSk5PZJ598wgoKCtjixYtZdnY283g8oQiLuVwuZrVa/T7uu+8+lpqaynw+H2OMsePHjzOpVMqeeuopVlxczA4ePMgmTZrEfvzjHw967nDfR4SMLdz3ESFj6xKO+4hQcQXzPkKJjYDq6uoYAPavf/2r+5jdbmcA2L59+xhjjH3wwQeM53lWVVXV/Zo33niDyWQy1tzcPOC5VSoVe+211/yOGQwG9sorrwQ5iv4JGdu8efPYtm3bhBv8EISMjTHGjh07xsxmM7NarSG9IQkdV0///Oc/mVQqZR0dHcELYBBCxWaz2ZhEImG7du3qPlZVVcV4nmd79+4VKJrBud1uFh8fz55++unuY4899hibPXu23+t2797N5HI5s9vtA54r3PeR3oIZW7jvI70FMzbGwncf6S3YcfU00vsITUUJKDY2FpMnT8Zrr72GtrY2eDwevPzyy0hISMCsWbMAdD4qnTZtGkwmU/f7Vq5cCZfLha+//nrAcy9YsAD/+Mc/0NjYCJ/Ph127dsHlcmHRokVChwVAuNguXryI/Px8xMfHIy8vDwkJCbj66qvx+eefhyQuQNjvm8PhwO23347f/e53SExMFDyWnoSMq7fm5mZotVqIxaFpRydUbF9//TU6OjqwYsWK7mMmkwnTpk3Dl19+KWxQA9izZw/q6+tx9913dx9zuVyQy+V+r1MoFGhvb4/o+0hvwYotEu4jvQXz+xbO+0hvwYyrtxHfRwJKg0jAKisr2axZsxjHcUwkEjGTycQKCwu7v/7DH/6QLV++vM/7pFIpe/311wc8r81mYytXrmQAmFgsZlqtln388cdChDAgIWL76quvGABmMBjYq6++ygoKCtijjz7KpFIpKyoqEiqUPoT6vt1///3s3nvv7f4cIf5LS6i4eqqvr2cpKSnsZz/7WbCGPSxCxPb3v/+dSaXSPseXL1/O7r///qCNPRCrVq1iq1at8jv20UcfMZ7n2euvv848Hg+rrKxkCxYsYAAi/j7SU7Bii5T7SE/B/L6F+z7SUzDj6mk09xF6YjMCP//5zwcsnur6OHr0KBhjePjhhxEfH49Dhw7h8OHDuP7667F69WpYrdbu83Ec1+cajLF+j3fZtm0bmpqasG/fPhw9ehSbN2/GLbfcgpMnT47p2Hw+HwDggQcewD333IMZM2Zg586dyMzMxKuvvjqmY9uzZw/279+P3/zmN6OKI9Li6slut+Paa6/FlClT8OSTT0ZVbKN9z0hj66myshIfffQR7r33Xr/jK1aswI4dO/Dggw9CJpNh4sSJuPbaawEAIpFowDGE+z4iVGyRcB8RKrZw30eEiqunUd9HAk6FCKurq2PffPPNoB9Op5Pt27eP8TzfZ/4+IyODbd++nTHG2OOPP86ysrL8vt7Y2MgAsP379/d7/ZKSEgaAnTp1yu/40qVL2QMPPDCmYzt//jwDwP7617/6HV+7di274447xnRsjzzySPfThK4PAIzneXb11VeP2bi62O12lpuby5YuXcqcTueI44mk2D799FMGgDU2Nvodz8rKYk888URIYuvp6aefZnFxccztdvd7Tp/Px6qqqpjD4WBnzpxhANjhw4f7fW0k3EeEii0S7iNCxRbu+4hQcXUJxn0kNBPgUcZoNMJoNA75OofDAQDgef8HYzzPd/9FkZubi2eeeQZWqxVJSUkAgI8//hgymay7NmC45xWJRN3nHalwx5aamgqTyYSzZ8/6HS8qKsKqVasCjqencMe2detW3HfffX7Hpk+fjp07d2LNmjUBx9Ml3HEBnX9hrVy5EjKZDHv27Okzvz5S4Y5t1qxZkEgk+OSTT7B27VoAgNVqxalTp/DLX/5yxHEBw4+tC2MMf/7zn7Fu3TpIJJJ+X8NxXHcN0RtvvAGLxYKZM2f2+9pIuI90CXZskXAf6RLs2MJ9H+kS7LiAIN5HRpQOkWGpq6tjsbGx7MYbb2THjh1jZ8+eZf/+7//OJBIJO3bsGGPs8hLUpUuXsoKCArZv3z5mNpv9lqBWVlayzMxMlp+fzxjrrELPyMhgCxcuZPn5+aykpIT96le/YhzHsffff39Mx8YYYzt37mRarZa9+eabrLi4mG3bto3J5XJWUlIy5mPrDSFeFSVEXHa7nc2bN49Nnz6dlZSU+C0DDdWSaCG/Zw8++CAzm81s3759rKCggC1ZsiSky7277Nu3jwFgZ86c6ffrv/zlL9mJEyfYqVOn2NNPP80kEonf/1uReB/pEuzYGAv/faSLELH1Fsr7SJdgxxXM+wglNgI7cuQIW7FiBTMYDEyj0bCrrrqKffDBB36vuXDhArv22muZQqFgBoOBbdiwwW+vhdLSUgaAHThwoPtYUVERu/HGG1l8fDxTKpUsKyurz7JNoQkVG2OMbd++nZnNZqZUKllubi47dOhQKELqJmRsPYX6hiREXAcOHGAA+v0oLS0d07ExxpjT6WQbNmxgBoOBKRQKtnr1alZeXh6qsLrdfvvtLC8vb8CvL168mOl0OiaXy9m8efP6xB6p9xHGhImNsfDfRxgTLraewpHYBDuuYN5HOMYYG9mzHkIIIYSQyEKrogghhBASNSixIYQQQkjUoMSGEEIIIVGDEhtCCCGERA1KbAghhBASNSixIYQQQkjUoMSGEEIIIVGDEhtCCCGERA1KbAghhBASNSixIYQQQkjUoMSGEEIIIVGDEhtCCCGERI3/BRBR2GFwjWvlAAAAAElFTkSuQmCC", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"exclusion_zones = [\"LADSON\", \"HUGER\", \"BONNEAU\", \"BRANCHVILLE\"]\n", | |
"gdf_charleston_zips[\"exclude\"] = gdf_charleston_zips[\"PO_NAME\"].isin(exclusion_zones)\n", | |
"gdf_charleston_zips.plot(\"exclude\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "a559d8a1-f88d-41f6-8e19-a1a1ead0570a", | |
"metadata": {}, | |
"source": [ | |
"# Actual dasymetric mapping\n", | |
"\n", | |
"Inputs:\n", | |
"\n", | |
"* Source DF = Census Tracts\n", | |
"* Ancillary is the ZIP Codes layer. We exclude land uses \"LADSON\", \"HUGER\", \"BONNEAU\", and \"BRANCHVILLE\"\n", | |
"\n", | |
"Output must match the boundaries of the source DF, but with zero population assigned to areas that overlap the exclusion zones. Since one of exclusion zones (Branchville) falls *outside* source DF, this area has to be excluded from output." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "8f39b19e-b1d5-41f6-8abb-b415554414f6", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Restrict exclusion zones to areas that match fake land uses *and* fall in the area of source DF\n", | |
"gdf_zero_pop = gdf_charleston_zips[gdf_charleston_zips[\"PO_NAME\"].isin(exclusion_zones)].clip(gdf_charleston_tracts)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "3e872b09-6708-4064-8bfd-b93b82b6dba1", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Axes: >" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"gdf_zero_pop.plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "742478bc-c445-4437-b89f-46ba09ade610", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/tug30201/miniconda3/envs/geospatial/lib/python3.13/site-packages/geopandas/geodataframe.py:2675: UserWarning: `keep_geom_type=True` in overlay resulted in 87 dropped geometries of different geometry types than df1 has. Set `keep_geom_type=False` to retain all geometries\n", | |
" return geopandas.overlay(\n" | |
] | |
} | |
], | |
"source": [ | |
"# Union overlay - retains all tracts, but splits into areas with and without population\n", | |
"# Remember, no part of ancillary falls outside of tracts, because of previous clip operation\n", | |
"\n", | |
"gdf_temp = gdf_charleston_tracts.overlay(gdf_zero_pop, how = \"union\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "cba2184b-9327-465d-aa3f-76aeef69117b", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Axes: >" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"gdf_temp.plot(\"TOT_POP\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "3ddd2436-a172-42cb-9aec-ee5f05f8d20a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Set total population to zero where \"PO_NAME\" is not NaN, i.e. where area *is* in an exclusion zone.\n", | |
"\n", | |
"gdf_temp.loc[gdf_temp[\"PO_NAME\"].notnull(), \"TOT_POP\"] = 0" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"id": "0348500c-67c3-4ba1-a3ac-adfdc6ee717f", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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" <tr>\n", | |
" <th>116</th>\n", | |
" <td>NaN</td>\n", | |
" <td>3059.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>117</th>\n", | |
" <td>NaN</td>\n", | |
" <td>1248.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>118</th>\n", | |
" <td>NaN</td>\n", | |
" <td>7188.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>119</th>\n", | |
" <td>NaN</td>\n", | |
" <td>1597.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>120</th>\n", | |
" <td>NaN</td>\n", | |
" <td>3131.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>121</th>\n", | |
" <td>NaN</td>\n", | |
" <td>500.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>122</th>\n", | |
" <td>NaN</td>\n", | |
" <td>2939.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>123</th>\n", | |
" <td>NaN</td>\n", | |
" <td>7066.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>124</th>\n", | |
" <td>NaN</td>\n", | |
" <td>2174.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>125</th>\n", | |
" <td>NaN</td>\n", | |
" <td>2645.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>126</th>\n", | |
" <td>NaN</td>\n", | |
" <td>1587.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>127</th>\n", | |
" <td>NaN</td>\n", | |
" <td>1911.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>128</th>\n", | |
" <td>NaN</td>\n", | |
" <td>3799.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>129</th>\n", | |
" <td>NaN</td>\n", | |
" <td>3767.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>130</th>\n", | |
" <td>NaN</td>\n", | |
" <td>3090.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>131</th>\n", | |
" <td>NaN</td>\n", | |
" <td>5340.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>132</th>\n", | |
" <td>NaN</td>\n", | |
" <td>5601.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>133</th>\n", | |
" <td>NaN</td>\n", | |
" <td>4221.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>134</th>\n", | |
" <td>NaN</td>\n", | |
" <td>6003.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>135</th>\n", | |
" <td>NaN</td>\n", | |
" <td>5773.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>136</th>\n", | |
" <td>NaN</td>\n", | |
" <td>2584.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>137</th>\n", | |
" <td>NaN</td>\n", | |
" <td>1879.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>138</th>\n", | |
" <td>NaN</td>\n", | |
" <td>1558.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>139</th>\n", | |
" <td>LADSON</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>140</th>\n", | |
" <td>HUGER</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>141</th>\n", | |
" <td>BONNEAU</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" PO_NAME TOT_POP\n", | |
"0 BONNEAU 0.0\n", | |
"1 BONNEAU 0.0\n", | |
"2 HUGER 0.0\n", | |
"3 BONNEAU 0.0\n", | |
"4 BRANCHVILLE 0.0\n", | |
"5 HUGER 0.0\n", | |
"6 HUGER 0.0\n", | |
"7 HUGER 0.0\n", | |
"8 LADSON 0.0\n", | |
"9 LADSON 0.0\n", | |
"10 LADSON 0.0\n", | |
"11 LADSON 0.0\n", | |
"12 LADSON 0.0\n", | |
"13 LADSON 0.0\n", | |
"14 LADSON 0.0\n", | |
"15 LADSON 0.0\n", | |
"16 LADSON 0.0\n", | |
"17 LADSON 0.0\n", | |
"18 LADSON 0.0\n", | |
"19 LADSON 0.0\n", | |
"20 LADSON 0.0\n", | |
"21 LADSON 0.0\n", | |
"22 NaN 7665.0\n", | |
"23 NaN 7291.0\n", | |
"24 NaN 8481.0\n", | |
"25 NaN 5503.0\n", | |
"26 NaN 3820.0\n", | |
"27 NaN 8762.0\n", | |
"28 NaN 5062.0\n", | |
"29 NaN 2531.0\n", | |
"30 NaN 5091.0\n", | |
"31 NaN 6128.0\n", | |
"32 NaN 8444.0\n", | |
"33 NaN 2724.0\n", | |
"34 NaN 5632.0\n", | |
"35 NaN 5117.0\n", | |
"36 NaN 4630.0\n", | |
"37 NaN 1566.0\n", | |
"38 NaN 5714.0\n", | |
"39 NaN 8966.0\n", | |
"40 NaN 10172.0\n", | |
"41 NaN 5580.0\n", | |
"42 NaN 8196.0\n", | |
"43 NaN 4938.0\n", | |
"44 NaN 12168.0\n", | |
"45 NaN 4115.0\n", | |
"46 NaN 8070.0\n", | |
"47 NaN 9873.0\n", | |
"48 NaN 8101.0\n", | |
"49 NaN 2988.0\n", | |
"50 NaN 6327.0\n", | |
"51 NaN 6722.0\n", | |
"52 NaN 10033.0\n", | |
"53 NaN 9524.0\n", | |
"54 NaN 3940.0\n", | |
"55 NaN 2539.0\n", | |
"56 NaN 1971.0\n", | |
"57 NaN 8253.0\n", | |
"58 NaN 6397.0\n", | |
"59 NaN 4826.0\n", | |
"60 NaN 2519.0\n", | |
"61 NaN 7576.0\n", | |
"62 NaN 4293.0\n", | |
"63 NaN 4791.0\n", | |
"64 NaN 1879.0\n", | |
"65 NaN 3324.0\n", | |
"66 NaN 3291.0\n", | |
"67 NaN 2570.0\n", | |
"68 NaN 7831.0\n", | |
"69 NaN 1635.0\n", | |
"70 NaN 4460.0\n", | |
"71 NaN 3430.0\n", | |
"72 NaN 335.0\n", | |
"73 NaN 4057.0\n", | |
"74 NaN 3223.0\n", | |
"75 NaN 6031.0\n", | |
"76 NaN 6436.0\n", | |
"77 NaN 2791.0\n", | |
"78 NaN 13097.0\n", | |
"79 NaN 808.0\n", | |
"80 NaN 4212.0\n", | |
"81 NaN 11587.0\n", | |
"82 NaN 3435.0\n", | |
"83 NaN 4129.0\n", | |
"84 NaN 1317.0\n", | |
"85 NaN 3122.0\n", | |
"86 NaN 4730.0\n", | |
"87 NaN 9328.0\n", | |
"88 NaN 2828.0\n", | |
"89 NaN 10375.0\n", | |
"90 NaN 2057.0\n", | |
"91 NaN 1671.0\n", | |
"92 NaN 10035.0\n", | |
"93 NaN 1440.0\n", | |
"94 NaN 3666.0\n", | |
"95 NaN 2297.0\n", | |
"96 NaN 8108.0\n", | |
"97 NaN 7232.0\n", | |
"98 NaN 4583.0\n", | |
"99 NaN 4104.0\n", | |
"100 NaN 1010.0\n", | |
"101 NaN 5564.0\n", | |
"102 NaN 1776.0\n", | |
"103 NaN 1615.0\n", | |
"104 NaN 7464.0\n", | |
"105 NaN 1795.0\n", | |
"106 NaN 2422.0\n", | |
"107 NaN 1979.0\n", | |
"108 NaN 1299.0\n", | |
"109 NaN 5423.0\n", | |
"110 NaN 1702.0\n", | |
"111 NaN 1899.0\n", | |
"112 NaN 2604.0\n", | |
"113 NaN 2901.0\n", | |
"114 NaN 1890.0\n", | |
"115 NaN 6537.0\n", | |
"116 NaN 3059.0\n", | |
"117 NaN 1248.0\n", | |
"118 NaN 7188.0\n", | |
"119 NaN 1597.0\n", | |
"120 NaN 3131.0\n", | |
"121 NaN 500.0\n", | |
"122 NaN 2939.0\n", | |
"123 NaN 7066.0\n", | |
"124 NaN 2174.0\n", | |
"125 NaN 2645.0\n", | |
"126 NaN 1587.0\n", | |
"127 NaN 1911.0\n", | |
"128 NaN 3799.0\n", | |
"129 NaN 3767.0\n", | |
"130 NaN 3090.0\n", | |
"131 NaN 5340.0\n", | |
"132 NaN 5601.0\n", | |
"133 NaN 4221.0\n", | |
"134 NaN 6003.0\n", | |
"135 NaN 5773.0\n", | |
"136 NaN 2584.0\n", | |
"137 NaN 1879.0\n", | |
"138 NaN 1558.0\n", | |
"139 LADSON 0.0\n", | |
"140 HUGER 0.0\n", | |
"141 BONNEAU 0.0" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"gdf_temp[[\"PO_NAME\", \"TOT_POP\"]]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"id": "a049b939-aaf8-4acd-9842-b9bc195c1e88", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Final GDF should have only population values (and geometries). User could request multiple population columns\n", | |
"\n", | |
"gdf_final = gdf_temp[[\"TOT_POP\", \"geometry\"]]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"id": "3dfdc624-7f55-4a83-91a1-3e2a2d907816", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Axes: >" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"gdf_final.plot(\"TOT_POP\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "8cb13620-1fb8-446c-96dd-ba95a2ef792f", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python [conda env:geospatial] *", | |
"language": "python", | |
"name": "conda-env-geospatial-py" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.13.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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