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March 4, 2020 10:34
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Route calculation using open source tools\n", | |
"\n", | |
"## Library loading" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from h3 import h3\n", | |
"import osmnx as ox\n", | |
"import networkx as nx\n", | |
"import matplotlib.pyplot as plt\n", | |
"import geopandas as gpd\n", | |
"import shapely as shp\n", | |
"import folium\n", | |
"import pandas as pd\n", | |
"import json\n", | |
"\n", | |
"%config InlineBackend.figure_format = 'retina'\n", | |
"%matplotlib inline\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Downloading OSM graph" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"G = ox.graph_from_place('vina del mar, valparaiso, chile', network_type='walk')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 571, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"nodes, edges = ox.graph_to_gdfs(G)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 572, | |
"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", | |
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" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>highway</th>\n", | |
" <th>lat</th>\n", | |
" <th>lon</th>\n", | |
" <th>osmid</th>\n", | |
" <th>x</th>\n", | |
" <th>y</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>3432373509</th>\n", | |
" <td>NaN</td>\n", | |
" <td>-33.0268</td>\n", | |
" <td>-71.509</td>\n", | |
" <td>3432373509</td>\n", | |
" <td>265662</td>\n", | |
" <td>6.34294e+06</td>\n", | |
" <td>POINT (265662.1348659861 6342942.238821589)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1699250183</th>\n", | |
" <td>NaN</td>\n", | |
" <td>-33.0424</td>\n", | |
" <td>-71.5378</td>\n", | |
" <td>1699250183</td>\n", | |
" <td>263011</td>\n", | |
" <td>6.34115e+06</td>\n", | |
" <td>POINT (263010.7925918261 6341149.138726171)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1699250192</th>\n", | |
" <td>NaN</td>\n", | |
" <td>-33.0449</td>\n", | |
" <td>-71.5408</td>\n", | |
" <td>1699250192</td>\n", | |
" <td>262739</td>\n", | |
" <td>6.34086e+06</td>\n", | |
" <td>POINT (262738.6634942516 6340862.591325047)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>254378001</th>\n", | |
" <td>NaN</td>\n", | |
" <td>-33.0148</td>\n", | |
" <td>-71.5538</td>\n", | |
" <td>254378001</td>\n", | |
" <td>261444</td>\n", | |
" <td>6.34417e+06</td>\n", | |
" <td>POINT (261443.7738782059 6344174.614442716)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1699250197</th>\n", | |
" <td>NaN</td>\n", | |
" <td>-33.0356</td>\n", | |
" <td>-71.5339</td>\n", | |
" <td>1699250197</td>\n", | |
" <td>263359</td>\n", | |
" <td>6.34191e+06</td>\n", | |
" <td>POINT (263358.6428976696 6341907.216834195)</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" highway lat lon osmid x y \\\n", | |
"3432373509 NaN -33.0268 -71.509 3432373509 265662 6.34294e+06 \n", | |
"1699250183 NaN -33.0424 -71.5378 1699250183 263011 6.34115e+06 \n", | |
"1699250192 NaN -33.0449 -71.5408 1699250192 262739 6.34086e+06 \n", | |
"254378001 NaN -33.0148 -71.5538 254378001 261444 6.34417e+06 \n", | |
"1699250197 NaN -33.0356 -71.5339 1699250197 263359 6.34191e+06 \n", | |
"\n", | |
" geometry \n", | |
"3432373509 POINT (265662.1348659861 6342942.238821589) \n", | |
"1699250183 POINT (263010.7925918261 6341149.138726171) \n", | |
"1699250192 POINT (262738.6634942516 6340862.591325047) \n", | |
"254378001 POINT (261443.7738782059 6344174.614442716) \n", | |
"1699250197 POINT (263358.6428976696 6341907.216834195) " | |
] | |
}, | |
"execution_count": 572, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"nodes.head(5)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 573, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
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" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>access</th>\n", | |
" <th>bridge</th>\n", | |
" <th>geometry</th>\n", | |
" <th>highway</th>\n", | |
" <th>junction</th>\n", | |
" <th>key</th>\n", | |
" <th>lanes</th>\n", | |
" <th>length</th>\n", | |
" <th>maxspeed</th>\n", | |
" <th>name</th>\n", | |
" <th>oneway</th>\n", | |
" <th>osmid</th>\n", | |
" <th>ref</th>\n", | |
" <th>service</th>\n", | |
" <th>tunnel</th>\n", | |
" <th>u</th>\n", | |
" <th>v</th>\n", | |
" <th>width</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>LINESTRING (265662.1348659861 6342942.23882158...</td>\n", | |
" <td>living_street</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>35.139</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Pasaje Nueve</td>\n", | |
" <td>False</td>\n", | |
" <td>336158874</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>3432373509</td>\n", | |
" <td>3432373508</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>LINESTRING (263010.7925918261 6341149.13872617...</td>\n", | |
" <td>path</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>150.118</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>False</td>\n", | |
" <td>157663651</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1699250183</td>\n", | |
" <td>1699249460</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>LINESTRING (263010.7925918261 6341149.13872617...</td>\n", | |
" <td>steps</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>74.886</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>False</td>\n", | |
" <td>157663671</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1699250183</td>\n", | |
" <td>1699250284</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>LINESTRING (263010.7925918261 6341149.13872617...</td>\n", | |
" <td>steps</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>83.995</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>False</td>\n", | |
" <td>157663671</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1699250183</td>\n", | |
" <td>1699249686</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>LINESTRING (262738.6634942516 6340862.59132504...</td>\n", | |
" <td>residential</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>7.232</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Alicia Ramírez</td>\n", | |
" <td>False</td>\n", | |
" <td>157663647</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1699250192</td>\n", | |
" <td>1699249937</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" access bridge geometry \\\n", | |
"0 NaN NaN LINESTRING (265662.1348659861 6342942.23882158... \n", | |
"1 NaN NaN LINESTRING (263010.7925918261 6341149.13872617... \n", | |
"2 NaN NaN LINESTRING (263010.7925918261 6341149.13872617... \n", | |
"3 NaN NaN LINESTRING (263010.7925918261 6341149.13872617... \n", | |
"4 NaN NaN LINESTRING (262738.6634942516 6340862.59132504... \n", | |
"\n", | |
" highway junction key lanes length maxspeed name \\\n", | |
"0 living_street NaN 0 NaN 35.139 NaN Pasaje Nueve \n", | |
"1 path NaN 0 NaN 150.118 NaN NaN \n", | |
"2 steps NaN 0 NaN 74.886 NaN NaN \n", | |
"3 steps NaN 0 NaN 83.995 NaN NaN \n", | |
"4 residential NaN 0 NaN 7.232 NaN Alicia Ramírez \n", | |
"\n", | |
" oneway osmid ref service tunnel u v width \n", | |
"0 False 336158874 NaN NaN NaN 3432373509 3432373508 NaN \n", | |
"1 False 157663651 NaN NaN NaN 1699250183 1699249460 NaN \n", | |
"2 False 157663671 NaN NaN NaN 1699250183 1699250284 NaN \n", | |
"3 False 157663671 NaN NaN NaN 1699250183 1699249686 NaN \n", | |
"4 False 157663647 NaN NaN NaN 1699250192 1699249937 NaN " | |
] | |
}, | |
"execution_count": 573, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"edges.head(5)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 596, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"vinalines = gpd.read_file(\"vinacrop.shp\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 597, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
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"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>OBJECTID</th>\n", | |
" <th>OBJECTID_1</th>\n", | |
" <th>OBJECTID_2</th>\n", | |
" <th>OBJECTID_3</th>\n", | |
" <th>FUENTE</th>\n", | |
" <th>TIPO</th>\n", | |
" <th>SHAPE_LE</th>\n", | |
" <th>GLOBALID</th>\n", | |
" <th>ST_LENGT</th>\n", | |
" <th>SHAPE_LE_1</th>\n", | |
" <th>...</th>\n", | |
" <th>NOM_REG</th>\n", | |
" <th>NOM_PROV</th>\n", | |
" <th>NOM_COM</th>\n", | |
" <th>SHAPE_LENG</th>\n", | |
" <th>DIS_ELEC</th>\n", | |
" <th>CIR_SENA</th>\n", | |
" <th>COD_COMUNA</th>\n", | |
" <th>SHAPE_Le_2</th>\n", | |
" <th>SHAPE_Area</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>601</td>\n", | |
" <td>2602</td>\n", | |
" <td>606</td>\n", | |
" <td>5398</td>\n", | |
" <td>None</td>\n", | |
" <td>L�nea de Seguridad</td>\n", | |
" <td>2092</td>\n", | |
" <td>{F5D681C6-321C-4086-B1CF-04464792261F}</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>Regi�n de Valpara�so</td>\n", | |
" <td>Valpara�so</td>\n", | |
" <td>Vi�a del Mar</td>\n", | |
" <td>62717.141199</td>\n", | |
" <td>14</td>\n", | |
" <td>6</td>\n", | |
" <td>5109</td>\n", | |
" <td>62177.232472</td>\n", | |
" <td>1.192166e+08</td>\n", | |
" <td>LINESTRING (-71.56249579999999 -33.020901, -71...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>607</td>\n", | |
" <td>2608</td>\n", | |
" <td>613</td>\n", | |
" <td>5664</td>\n", | |
" <td>None</td>\n", | |
" <td>L�nea de Seguridad</td>\n", | |
" <td>107959</td>\n", | |
" <td>{91E99046-84B6-49DA-805F-037AEA196219}</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>Regi�n de Valpara�so</td>\n", | |
" <td>Valpara�so</td>\n", | |
" <td>Vi�a del Mar</td>\n", | |
" <td>62717.141199</td>\n", | |
" <td>14</td>\n", | |
" <td>6</td>\n", | |
" <td>5109</td>\n", | |
" <td>62177.232472</td>\n", | |
" <td>1.192166e+08</td>\n", | |
" <td>LINESTRING (-71.54981657253683 -32.94573851966...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>601</td>\n", | |
" <td>2602</td>\n", | |
" <td>606</td>\n", | |
" <td>5398</td>\n", | |
" <td>None</td>\n", | |
" <td>L�nea de Seguridad</td>\n", | |
" <td>2092</td>\n", | |
" <td>{F5D681C6-321C-4086-B1CF-04464792261F}</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>Regi�n de Valpara�so</td>\n", | |
" <td>Valpara�so</td>\n", | |
" <td>Vi�a del Mar</td>\n", | |
" <td>62717.141199</td>\n", | |
" <td>14</td>\n", | |
" <td>6</td>\n", | |
" <td>5109</td>\n", | |
" <td>62177.232472</td>\n", | |
" <td>1.192166e+08</td>\n", | |
" <td>LINESTRING (-71.56249579999999 -33.020901, -71...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>607</td>\n", | |
" <td>2608</td>\n", | |
" <td>613</td>\n", | |
" <td>5664</td>\n", | |
" <td>None</td>\n", | |
" <td>L�nea de Seguridad</td>\n", | |
" <td>107959</td>\n", | |
" <td>{91E99046-84B6-49DA-805F-037AEA196219}</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>Regi�n de Valpara�so</td>\n", | |
" <td>Valpara�so</td>\n", | |
" <td>Vi�a del Mar</td>\n", | |
" <td>62717.141199</td>\n", | |
" <td>14</td>\n", | |
" <td>6</td>\n", | |
" <td>5109</td>\n", | |
" <td>62177.232472</td>\n", | |
" <td>1.192166e+08</td>\n", | |
" <td>LINESTRING (-71.54981657253683 -32.94573851966...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>4 rows × 21 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" OBJECTID OBJECTID_1 OBJECTID_2 OBJECTID_3 FUENTE TIPO \\\n", | |
"0 601 2602 606 5398 None L�nea de Seguridad \n", | |
"1 607 2608 613 5664 None L�nea de Seguridad \n", | |
"2 601 2602 606 5398 None L�nea de Seguridad \n", | |
"3 607 2608 613 5664 None L�nea de Seguridad \n", | |
"\n", | |
" SHAPE_LE GLOBALID ST_LENGT SHAPE_LE_1 \\\n", | |
"0 2092 {F5D681C6-321C-4086-B1CF-04464792261F} 0 0 \n", | |
"1 107959 {91E99046-84B6-49DA-805F-037AEA196219} 0 0 \n", | |
"2 2092 {F5D681C6-321C-4086-B1CF-04464792261F} 0 0 \n", | |
"3 107959 {91E99046-84B6-49DA-805F-037AEA196219} 0 0 \n", | |
"\n", | |
" ... \\\n", | |
"0 ... \n", | |
"1 ... \n", | |
"2 ... \n", | |
"3 ... \n", | |
"\n", | |
" NOM_REG NOM_PROV NOM_COM SHAPE_LENG \\\n", | |
"0 Regi�n de Valpara�so Valpara�so Vi�a del Mar 62717.141199 \n", | |
"1 Regi�n de Valpara�so Valpara�so Vi�a del Mar 62717.141199 \n", | |
"2 Regi�n de Valpara�so Valpara�so Vi�a del Mar 62717.141199 \n", | |
"3 Regi�n de Valpara�so Valpara�so Vi�a del Mar 62717.141199 \n", | |
"\n", | |
" DIS_ELEC CIR_SENA COD_COMUNA SHAPE_Le_2 SHAPE_Area \\\n", | |
"0 14 6 5109 62177.232472 1.192166e+08 \n", | |
"1 14 6 5109 62177.232472 1.192166e+08 \n", | |
"2 14 6 5109 62177.232472 1.192166e+08 \n", | |
"3 14 6 5109 62177.232472 1.192166e+08 \n", | |
"\n", | |
" geometry \n", | |
"0 LINESTRING (-71.56249579999999 -33.020901, -71... \n", | |
"1 LINESTRING (-71.54981657253683 -32.94573851966... \n", | |
"2 LINESTRING (-71.56249579999999 -33.020901, -71... \n", | |
"3 LINESTRING (-71.54981657253683 -32.94573851966... \n", | |
"\n", | |
"[4 rows x 21 columns]" | |
] | |
}, | |
"execution_count": 597, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"vinalines.head(5)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 568, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x1843b25c0>" | |
] | |
}, | |
"execution_count": 568, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 250, | |
"width": 272 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"vinalines.plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 569, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x1843c1630>" | |
] | |
}, | |
"execution_count": 569, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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cIHRP/mZ2AvAvwJx4gR/AOfdpzK7v+ttfRgK/f9xK4HdAD2BqTJnv+dufRgK/X6YKmAMcindzEKmXRV3n+ugA75z7E/A6cBRwevvvMr2q65u0dK1IHnh/zVamPFTJE1UfB10VyTKhC/54gR/gv82sn5ldamY3mNl3zKyklTJn+dvn47z2XMwxmFlP4GSgGS9ot1sGGAkMA6qdc7UJlgnEr/6yJOgqiEiG7HUwfe4ijf6X/YSx2X+cvx2O14w/IOo1Z2b3AVc75/YAmFkfYAiwzTm3Ls75ItkwoscJjAS6Ah855+INmY1X5kh/29oounhlWmVmb7fy0uhEyrflrY/UFyiSTxzw06ff5+V/PyPoqkiWCOOT/0B/eyfwCjAGb9DfP+HdDHwf+I+o4/v52y2tnC+y/5AAymRcdX0TLWryF8k7tQ3bmVNVF3Q1JEsEEvzNbKWZuSS+HotT56V4g+qWOue2OecW4PXB7wWuNbPumX5fqeScOzHeF9777jA1/Ynkr99oeq/4gmr2XwEkMwl1bdT3m/3tM5Gm/Qjn3HtmVovXbD8GeI/Pnrj7EV9k/+aofZkqk3FvrlDwF8lXG7bupLq+idJBBUFXRQIWSPB3zpV3ovgyYDytB9HIaP5e/rW2m9kaYIiZHRan33+Uv42+JV4B7AGOMLNucfr945WJrIzTWp9+vDIZ90q1gr9IPnvq3dVMPyfrco5JhoWxz/9Ff3tM7At+kp1IkF0Z9dJL/vacOOc7N+YY/Kl9bwC9gVMTKYN3w1AHlJpZcYJlMmr+B+vZpcQ+InntpaUbgq6CZIEwBv+5eN0Ak81sfMxr/4HXvP6ycy56tZr7/e1PzKx/ZKeZjQB+AOwEHok5133+9hZ/6l+kzDhgMvCJXxcAnHMu6jp3mFmXqDLn491ELAFeTfSNpkpFTQPjbnmB78xubQKBiOSL2k+2B10FyQKhm+rnN+P/G/As8LqZzQPW4KX1PQXYAFwZU+YNM7sTLwPfIjN7Ei9l72SgEPhhTHY/8FL7TsIbRPiumT2DN61wMt40wG8757bGlLkTOM8vU2lmC/Dm/l+MlzPgW5nO7jenqo7pcxdn8pIiksV27XHq95dQPvnjnHsBr9//Gbwpflfjzfu/H/i8c255nDLX4WXxWw98B/hX4APgq865e+Mc74Bv4N0w7AZ+iHcz8Bpwmp+1L7bMTuBs4Bd4U/qu8X9+Gi+tcGWn3niSKmoaFPhF5ABPvavVPPNd6J78I5xz7xGVXjfBMo/iLe6T6PG7gbv8r0TLNOMt7HNjMnVLh5kLDrgHCo1/Pu4w/vxevJxMItJZL31Yz/RzOp0vTEIslE/+0r7q+iYWhnhVr6vOGsX44sKgqyGSk2ob1O+f7xT8c1SYk/kM7d+L0kEFTCsfhVnQtRHJPZF+f8lfCv45altLvCUJwuHMIw8FoKykiBED+gRcG5Hc9NS7q4OuggRIwT9H9e0Z2uEcTDlpBOB1Xah5UiQ93l65qf2DJGcp+OeospKioKvQIf17H7RvClKYuy5Est2m5l1BV0ECpOCfo0oHFYRywJxznwX9MHddiGS7/n1CvfaZdJKCfw6bVj6q/YOyzOYdnzLloUqeqPo41F0XItmud3f9feUzBf8cVlZSxO0XjQ26Gknb62DGvEX07t416KqI5KxXln2irrU8puCf4yaPG8Yfr5jAQV3DNWdur4N576zhmCEHB10VkZx1y7NLgq6CBETBPw+UlRSx/JdfpnvIbgAqaxsp1lQ/kbT5cH2T5vvnKQX/PPLI1NhFELPftp0a9CeSTsrzn58U/PNIGMcArN7UHHQVRHLa0nWxi5NKPlDwzzORMQAFPcMxmG75BiX5EUmnxu2a75+PFPzzUFlJEYtvOofbLxpLz27hGgcgIqn1SdPOoKsgAVDwz2OTxw1j+rljgq6GiARo7ZYWDfrLQwr+eS6saYBFJHU03z//KPjnudJBBQwr7B10NULjq8cNpot6SiTHKJV2/lHwFy46cUjQVQiFrgZfHzec2ZdPYEII100QaY1Saecf/YsLB/c8KOgqhMIeB5c+VMlXjz2MU0qKOGF4f8DRvHMPNZ9s49Pdjj49utK3R1eeXbwe54KusUhi1P2XfxT8RU1+SXAO/vzeOmDdvn3jiwuZVj5q3wfoJQ+8qcAvoTF2yMH7ltGW/KFmf1GTXyctrG3kUn8lwur6JhbWNgZdJZGEnXfs4UFXQQKg4C9q8ksB52D63EXMfnNl0FURScpLSzcEXQUJgIK/UDqogPEawNZpDnjmvbVBV0MkKZW1jZrnn4cU/AWAi07QiP9U2LxD4yckfDTPP/8o+AsAzbv2BF0FEQmIBv3mHwV/AfTHL5LPNOg3/+hfXAD98eeqCcWFXF0+CoB7FiynMs5MhB7durBz995MV02yiAb95h994gugP/5cdXVU/oGykiKq65uoqGlgW8tu+vbsRllJETc/8wEVNRsDrqkEZUJxoeb55yEFfwG8Ef9jh/Rj8ZotQVdFUujmZz5g/jWn7/u5dFDBAR/0l500QsE/T3Ux9rUMSX5Rn7/sM+Pc0UFXQVKsun5bu9O4Jh49OEO1kWxiBrdNOlatfnlKwV/2KSsp0pS/HJTINK5D+3TPQE0kW/Ts1oXD+/XkyXc+5vbnP9Q8/zyk4C/7GXhwj6CrICmWyEyOE0f0z0BNJFu07N7Lms0tLKzdxH2vfMTEu17jS3e/pvn+eUTBX/azdJ2eAHJNIjM5Jp0wNAM1kXQ7uEc3jj78YMaPKGR8cX8O7Zv4ip3L1jdx6SxvjQrJfRrwJ5LjEunTnXj0YAp6dqNJ+R5CqfdBXRk1qA8rN+7gg7VbO3weh7dGxZD+vTQWIMfpyV/2M/qwg4OugqTQsUP7JTSN68anF9PyqbI8hlXzp3t4b/VWtuz4tNPncng5ISS36clf9nPh54dw3ysrgq6GpMii1Vs4/Y6XGTeikKOHHExZSdF+NwM3zF3E41Uf4wKso2SfyGI/mv+fuxT8ZT+lgwoYPbiApevV958rVjU2s6qxmSff8X4eX1zItPJR/Gb+Mt6p2xxs5SRrzX5zFb+44JigqyFpomZ/OcB/nHcUFnQlJG0W1jbyzVmVCvzSppeXbgi6CpJGoQz+ZtbDzH5gZgvNrMHMtpnZh2Z2j5kNb6PcZX6ZbWa2xcxeMbPz2ji+q5ldY2aLzGyHmTWa2V/M7OQ2yvQys5vNbJmZtZjZBjN7wszGdPZ9Z0pZSRG3XTQ26GqISIBWb96h+f85LHTB38y6AQuAe4EC4L+B+4ENwA+B98zsqDjlfg08ChwGPAg8BowFnjGzq+Icb8DjwJ1Ad/96TwGnAa+Z2flxyvQAXgBuBLYCM4EXgQuBv5vZhE689YyaPG4YX9P0L5G8pnn/uSuMff4XAmV4NwATnXP7liMzs5vxAu+/A9+K2n8ycB2wAhjnnNvk7/9P4G3g12b2rHNuZdR1vg58DXgDKHfOtfhl7gf+BjxoZi8556Jvja/16/YkMDlSNzObAzwNPGxmY6PrnM2OHnLwvn5iEck/Wuo7d4XuyR84wt/+b5wg+id/e2jM/u/6219GAj+AH+x/B/QApsaU+Z6//Wkk8PtlqoA5/jW+FtnvtxRErnN9dN2cc38CXgeOAj5bZSXLaZ6vSH7TUt+5K4zB/wN/e66ZxdY/0n//Ysz+s/zt83HO91zMMZhZT+BkoBkvaLdbBhgJDAOqnXO1CZbJaqWDChhW2DvoaohIQPQAkLvCeFv3v8A8YBKw2MxeBHYBJwKnAL/Fe5oHwMz6AEOAbc65dXHOF8lmURq1byTQFfjIORev3StemSP9bXUr9Y5XplVm9nYrL2V06b3xxYXUNTZn8pIikiX+UbdZc/1zVOie/J1zDq+5/Wa8gHs1Xh//mcBrwP+LCdj9/G1rC9VH9h8SQJmsd/Thyvgnkq+mz12kQX85KpDgb2Yrzcwl8fVYVNmeeH3u1wE/wBu93w/4MjCcVkbih41z7sR4X8DSTNZDzX4i+csBtzy7JOhqSBoE1ey/Amhp96jPrI36fgZwMTDNOfdA1P7nzOxrwD/wpthFBv9Fnrj7EV9kf3TGk0yVyXpv6K5fJK99uL5JqX5zUCDB3zlX3onikUF9L8c573tmtgkYbmYDnHMbnXPbzWwNMMTMDovT7z/K30b31a8A9gBHmFm3OP3+8cos87et9enHK5P1/vDGyqCrICIBe+rdNUw/J6PDjSTNQtfnjzctDw6czhdJshO5Pd0V9dJL/vacOOc7N+YY/Kl9bwC9gVMTKYN3w1AHlJpZcYJlst7mFKwSJiLh9vbKTe0fJKESxuAfmXr3Yz/YR7sJrzWjKib5zv3+9idm1j+y08xG4I0b2Ak8EnOu+/ztLf44g0iZccBk4BNgbmS/PxAxcp07oqch+mMQTgWWAK8m8iazRdcuyvIvku82Ne8MugqSYmGc6vdL4KtAObDUzJ4HduBl1hvvfz8tuoBz7g0zuxMvA98iM3sSL2XvZKAQ+GFMdj/wUvtOwptZ8K6ZPQMM8Mt0Bb7tnNsaU+ZOvG6JrwGVZrYAb+7/xXg5A74Vlux+EV8Y3p/nP6gPuhoiEqD+vbsHXQVJsdA9+Tvn1gAnAL/BGzQ4FbgKGIyXu/8E59ybccpd5x+7HvgO8K94CYO+6py7N87xDvgG3g3Dbrx1AybhTSc8zc/aF1tmJ3A28Au8KX3X+D8/jZdWuLITbz0Q1048sv2DRCSnnTiif/sHSaiE8ckf59wneHP7/z3Jco/i3SAkevxu4C7/K9EyzXjrC9yYTN2yVemgAgp7H0Rjs/r+RfLVhZ/XIl+5JnRP/pJ508/VKF+RfFVc1EfT/HKQgr+0q3nXnqCrICIBueWCY4KugqSBgr+0S8t6iuSnw/r1VJbPHKXgL+3Ssp4i+Wndlhaq65vaP1BCR8Ff2qU7f5H8dcUf/q7FfXKQgr+0q3RQAeOLC4OuhogEoK6xmSkPVfJE1cdBV0VSSMFfEjKtfBRK9ieSn/Y6mDFPy/vmEgV/SUhZSRG3ThqrGwCRPLXXwT0LlgddDUkRBX9J2ORxw5h9+QQmqAtAJC9V1jZqAGCO0DBuSUpZSRFlJUVU1zdRUdPAg699xNotLUFXS0QypKKmQUl/coCe/KVDSgcVMLWsmD49dP8okk+U9yM3KPhLh1XXN7F8w7agqyEiGaS8H7lBwV86TCN/RfKP8n7kBgV/6TA1/4mIhJOCv3SYmv9E8o9a/HKDgr90mJr/RPLPmys2Bl0FSQEFf+kwpf0VyT/zl9Qr1W8OUPCXTplWPgpT1j+RvKJUv+Gn4C+dUlZSxG2TxqL4L5I/lOo3/BT8pdMmjxvGY1dMYMxgZf0SyRdK9RtuCv6SEmUlRTz3o9OYf81pHNavZ9DVEZEMUNN/eCn4S0qVDirgR/80KuhqiEgGKNdHeCn4S8o179oTdBVEJAOU6yO8FPwl5VL9NGCgGQUiWUi5PsJLwV9SLpVPA10Mbr/oWEoH9k3ZOUWk88YMLtDSviGm4C8pl6qngQnFhcy+fAKXjPscZ40ZlJJzikhqLF3fpGQ/IaYOG0m5SOa/hbWNCZcZO+RgJp0wlG0tu+nbsxtlJUX7PVVc+Pkh3PfKinRUV0Q6wOEl+xnSv5ea/0NIwV/SYlr5KKY8VMle1/6xXQxmnDumzQ+Q0kEFFBf1obZhewprKSKdEUn2o+AfPmr2l7QoKyni1klj6dLOQL0uBrdNOjahD49TSgakqHYikipK9hNOCv6SNpPHDWP25ROY0MriP9F9+okYWKDkQSLZSMl+wkfN/pJWZSVFlJUUUV3fREVNQ6t9+onQnGKR7PTmio1MLSsOuhqSBH2aSkaUDur8tCD1K4pkpxeW1FNR06C/0RBRs7+ERumgAgr09C+SdRxa5S9sFPwlNKrrm2hSLnGRrKSBf+Gi4C+hoUFFItlNf6PhoeAvoaEVxESym/5Gw0PBX0JDo/1Fspv+RsNDwV9CY8ghvYKugoi0QaP9wyPw4G9mB5nZNDN7xMz+YWa7zMyZ2RUJlL3MzBaa2TYz22Jmr5jZeW0c39XMrjGzRWa2w8wazewvZnZyG2V6mdnNZrbMzFrMbIOZPWFmY9ooU2hmd5vZSjPV7NEqAAAgAElEQVTbaWZrzexhMxva/m9EWrNm846gqyAirZhQXKhV/kIk8OAP9AHuBv4NGAysT6SQmf0aeBQ4DHgQeAwYCzxjZlfFOd6Ax4E7ge7AvcBTwGnAa2Z2fpwyPYAXgBuBrcBM4EXgQuDvZjYhTpkBwJvANGAFcBewEJgKvG1mRyTy/uRA6k8UyU5dDK4uHxV0NSQJ2RD8m4EvA4c75wYDD7dXwH9Svw4vuB7rnLvGOfcD4ESgEfi1mY2IKfZ14GvAG8Dxzrn/45y7HDgT2AM8aGaxt63XAmXAk8AE59x059y/+OfpDTxsZrG/w18BpcCdzrly59wM59wFeDcDA4Hft/sbkbiaP90TdBVEJEYy63NI9gg8+DvndjnnnnPOrUui2Hf97S+dc5uizrUS+B3QA+9JO9r3/O1PnXMtUWWqgDnAoXhBHdjXUhC5zvXOub1RZf4EvA4cBZweVaYvMAXYDtwUc/17gVXAl/T0n5yKmgYueeBNLekrkmb9ex2U1PHJrs8h2SOsQzPP8rfPx3ntOeA//GN+BmBmPYGT8VoZXm+lzBS/zCP+vpHAMKDaOVfbSplT/TIv+/u+CPQC5jvn9st24Zzba2Z/Bb6D19rwUbvvUphTVccN8xYntDSwiHRMcVEfbrngGMpKiphTVcfvX1nBqo3NBxw3fEBvxg0v5OghB3dofQ7JHqEL/mbWBxgCbGultSCSY7I0at9IoCvwkXMuXsdxvDJH+tvqVqqSqjJxmdnbrbw0ur2yuaKipkGBXySNhg/ozffPGMnkccP27Zs8bhiTxw1LyWJckr1CF/yBfv52SyuvR/YfEpIy0oqZC5Yr8IukWBeDs0YP5PpzRrcZzFOxGJdkr5QEfzNbCQxPosgfnXOXpuLauco5d2K8/X6LwAkZrk7GVdc3sbC2MehqiOScvQ5eWrqBiUcNVnDPY6l68l8BtLR71GfWduJakafnfq28Htm/OSRlJA7lCBdJn70OZsxbxJD+vTo8Sl/dAuGWkuDvnCtPxXkSvNZ2M1sDDDGzw+L0+0cmm0b3u6/Am853hJl1i9PvH6/MMn/bWv98qspIHJrTL5Jee523DG8ywb+6vonZb67k5aWfsDpO0q3xxYVMKx+laX8hEPhUvw56yd+eE+e1c2OOwZ/a9wbe3PxTEymDd8NQB5SaWXGCZd4CdgBlsTkD/HwAE/0fX0bapBzhIumX6DK8kem2E+96jdlv1cUN/AALaxuZ8lAlT1R9nOqqSoqFNfjf729/Ymb9Izv9xD4/AHby2ZS9iPv87S3+1L9ImXHAZOATYG5kv3PORV3njuhkPn42wFOBJcCrUWW2AbPxshbeFHP9q4ARwF+dc5rm1w49OYhkRntdbHOq6rh0VmXCY3AiXQrqustuWfF4ZWYz+GwK2/H+dqqZneJ//zfn3KzI8c65N8zsTrwMfIvM7Em8lL2TgULgh37Cn2iPA5PwEvm8a2bPAAP8Ml2BbzvntsaUuRM4zy9TaWYL8Ob+X4yXM+Bb0cl/fD8GzgCuNbPj8VL7jgHOBzbg3ZxIO0oHFTC+uFCD/kTSrK0utgdeXcGtzy1N+pwd6VKQzMqWJ/9zgMv8r+P8fSdH7TsltoBz7jq8LH7r8RLn/CvwAfBV59y9cY53wDfwbhh2Az/Euxl4DTjNz9oXW2YncDbwC7zpedf4Pz8NjHPOVcYpsxE4CbgHKMFLQzwBryXiROec0tQlaFr5KLpY0LUQyW2tdbHNqarrUOCPSLRLQYKRFU/+zrkzOljuUbzFfRI9fjfeQjt3JVGmGW9hnxuTKNOIl8t/WqJl5EBlJUXcOmmsEv2IpFHs03lkUN9jb9V1+twVNQ2aAZClsiL4i7Rm8rhhDO3fm188u4Sl6/UUIZJK0cvwVtQ0MHPB8pR2tWnWTvZS8Jes98e3Vinwi6RY9DK86VpDQ7N2spf+ZSSrTZn1Fq/XbAy6GiI557xjD+fQgh5pXUNDA/6yl4K/ZK0HXl2hwC+SJn9+by1/fm8tfbp3TUvgHz1YawNks2wZ7S9ygJkLlrd/kIh0yvZde9Jy3mX1TUr2k8UU/CUrzf9gPc1p+lASkfRzSvaT1RT8JSvNe2d10FUQkU6KJPuR7KPgL1mpSVOERHKCkv1kJwV/yUoFmiIkkjPU9J99FPwlK006YWjQVRCRFFGyn+yj4C9ZaeLRg+neTf89RXKBkv1kH326StY6bZQShIjkAiX7yT4K/pK1rj9ndPsHiUhWi14/QLKHgr9krdJBBYwvLgy6GiLSQdHrB0h2UfCXrDZNHxwioXXRCUPV5J+lFPwlq5WVFNHrIP03FQmjue+s1jS/LKVPVcl6U8tGBF0FEekAZfjLXgr+kvWuP2dM0FUQkQ5Shr/spOAvoXDM4QcHXQUR6SA1/WcfBX8JhWevPjXoKohIB63cuD3oKkgMBX8JjRvO1bx/kTD6wxur+NLdr6kFIIso+EtoXHn6SC46YUjQ1RCRDli2volLZ1XyRNXHQVdFUPCXkPnNJcdzw7mjteqfSAg5YPrcRWoByAIK/hI6V54+ksU3fYn/mnIi5xw9iLKRAzioiwVdLRFJgEPT/7KBHp8ktCYePZiJRw8G4Dv/t4r5SzYEXCMRSURk+p9y/gdHT/6SE0YO7Bt0FUQkCWr6D5aCv+QINfuLhMm2lt1BVyGvKfhLTmjeqQ8SkTDpq0G7gVLwl5xQv7Ul6CqISBK02l+wFPwlJwzq1zPoKohIEj5p2hl0FfKagr/khBED+gRdBRFJgqb7BUvBX3KCmhBFwkWr/QVLwV9yQumgAoYc0ivoaohIEjTdLzgK/pIzzho9MOgqiEgSNN0vOAr+kjOmnDQ86CqISBI03S84Cv6SM0oHFTC8sHfQ1RCRBGmsTnAU/CWnfP/MkUFXQUQSUNCzm3L7B0jBX3JGRU0Dc99ZE3Q1RCQBTS27Ndo/QIEHfzM7yMymmdkjZvYPM9tlZs7MrmijTJmZ3WFmVWb2iZntNLNaM5tlZiVtlOtlZjeb2TIzazGzDWb2hJmNaaNMoZndbWYr/eusNbOHzWxoG2WG+ses9cus9M/RP/HfjCRjTlUdUx6qZGFtY9BVEZEEabR/cLJhtEUf4G7/+3pgPfC5dsrMBQ4F3gD+COwGTgIuB75uZmc7596MLmBmPYAXgDLg78BM/zoXA18xs7Occ5UxZQb41ygFXgIeB0YDU/0yJznnPoopM9IvMxD4E7AUGA9MA84xszLn3MYEfi+SoIqaBm6Yt5i9LuiaiEgyNNo/OIE/+QPNwJeBw51zg4GHEyhzF/A559ypzrkfOef+3TlXBvwE72biv+KUuRYv8D8JTHDOTXfO/QvwNaA38LCZxf4+foUX+O90zpU752Y45y7AC+QDgd/Huc7v/deuds5d4Jc5y6/zkcAvE3h/koSZC5Yr8IuE0Aal+A1M4MHfObfLOfecc25dEmVud86tjfPS7cAO4Bj/qR0AMzPgu/6P1zvn9kad60/A68BRwOlRZfoCU4DtwE0x17kXWAV8ycyOiCozEpgIrAR+F1PmZ/65ppiZctGmSHV9k5r6RULqsbdW8UTVx0FXIy8FHvxTzOF1AQDsido/EhgGVDvnauOUe87fnhW174tAL6DCObffqBT/5uGv/o9nRr0U+X5+9A2GX6YJqMBrZfhiQu9G2qU+Q5HwcsD0eYv0dxyAXAv+FwMFwFvOuc1R+4/0t9WtlIusMFEaQJm4zOzteF94Yw7Et7Jhe9BVEAnM984YyTVnj6KLBV2TjnMO/uPp94OuRt7JmeBvZsXAb/Ge/K+Nebmfv93SSvHI/kMCKCOdUL+1JegqiARmYEEPppWXMvvyCRw7tF/7BbLURw3bmVNVF3Q18kpKgr8/lc0l8fVYKq4bdf2BeE33hwLTYkf6h5Fz7sR4X3izB8Q3qF/PoKsg0imXnTycM488tENlt7XspqKmgZkLlrNodWvPHOHw+5dXBF2FvJKqqX4rgGQeweIN1usQP/C/hNfkPs05F28EfuSvorVb48j+6K6CTJWRTujdvWvQVRDpsAnFhdz8z8fwSEUtLy/7JOnyyzc0cdeL1Tkx22VVYzPV9U3K+pchKQn+zrnyVJwnWWZ2GLAArx/8B60EfoBl/ra1vvZR/ja6rz5TZaRTQtzZKXnNgKvLvY+Ejua4f+a9deRA3N+noqZBwT9DQtvn72fYexUv8H+3jcAPXstEHVDqjw2Ida6/fSlq31t40wbLzGy//41+PoCJ/o8vR70U+X5ibM4A/xxleHkN3mqjrpKE3gfpyV/CaUSRN+N3TlUd3/7D35MuX9CzW04FflDSn0wKZfA3s+HAa3hT+L7lnIuX1Gcf55wD7vd/vCM6MJvZ+cCpwBK8m4lImW3AbLykQTfFnPIqYATw1+gMf865FcB8/7UfxJS52T/XbOechqiniJYElbCqbdjON2dVMn3uYlY1NiddvikHA2Xzp7n3nrJVVnxymtkMPpvCdry/nWpmp/jf/805NyuqyCt4AfZtYISZ3RTntI8651ZG/XwncB5eRr9KM1uAN/f/Yryn8W/Fzs0HfgycAVxrZscDC4ExwPnABg4M8ADfx0vve4+ZlQMfAhPwcgBU42UhlBTRkqAiuUTdeJmSFcEfOIeo7Hq+k/2viOjgP8Lfnuh/xfMKXqY9AJxzO83sbGAG8A3gGmAr8DTwM+fcktgTOOc2mtlJeNn5LsBrIdgIPALc6JxbHafMCjP7AvBz/319GViHt5bAzc65Ta3UVzqgdFABwwt7d+jJSUSyi7rxMicrgr9z7owkj+/Q7aFzrhm40f9KtEwjXi7/aUmU+Rhv8R/JgO+fOZLpcxcHXQ0R6SR142VOKPv8RaJNHjeMwj7dg66GiHSSuvEyR8FfcsL0c45s/yAR2U/PbtkTAiYUF2qaXwZlz7+8SCdMHjcs1PnNRTqio//lhw/ozTX/NIqW3bFjnIOzdvMOLfCTQepgkZxQXd+UE1nORJLxo7NHMfPF5W3+3zfgq8cdzqiBfenbs9u+pvU75y9rvVAAPt60gykPVXLbpGO5ZNzngq5OzlPwl5ww+82VQVdBJKMmFBcyrbyULwwv5J4Fy6msbYx7zNXlo/YF/IqaBn769PssjHNsNtjrYMa8RQzp30v9/2mm4C854eWlyedFFwmrLrZ/auCykiKq65uoqGlgW8vufU/40X3oc6rquGHe4qxvIdvr4J4FyxX800zBX0Kvur6J1Zt3BF0NkYz50T+VHhAcSwcVtDpgrqKmIRSBP6KytlGL/KSZBvxJ6GmQkOSbgiTnw89c0Pa4gGykv+v0UvCX0NNiIJJvkvk/X13flLV9/G3R33V6KfhL6CkrmOSbZP7Ph/UJWn/X6aXgL6GngUGSb5L5Px/WJ+je3ZXnP50U/CX0SgcVML64MOhqiGTE2CEHJzUQLqxP0DfMW8wTVR8HXY2cpeAvOWFa+SgtBip54fjP9U/q+LA+QUfm/Ie12yLbKfhLTigrKaJ7FuUpF0mXgQU9kjp+7jtr0lST9IvM+ZfUC2d7kEiM+R+sZ2cW5SkXSZf/XbyOhu07GTGgzwGJfGJ1dKT/GaWH0rBtJ++v3dqZqqaE5vynh4K/5IR576wOugoiGbF0fRNL1zft+3l8cSHTolL4Rutok/kr1dmVMbOipkHBP8XUTio5oSmkI5pFOmthbSNTHqqMOzjugzXBP7mnQlhnLGQzBX/JCclmPBPJJa0NjqtaGb7kPvGEdcZCNlPwl5ww6YShHSp3zdmjmNDKNMFuXTR/QMIjdnBcdX0TqxqbA6xR6iiXR+rpdkpywsSjB1PQs1tSzf8FPbsxrbyUaeXEXRHtk6adfHNWZRprLZJa0YPjcmWK3JjBrS9YJB2n4C8546ozS7j1uaVJHR8Rb0W00kEFfPmYwfzl/fUpq6NIuj317hou/PwQnlu8LuiqpMSH65t4oupjLhn3uaCrklPU7C8548rTR3LRCUMSOvbiE4dy5ekj2z3u95eeyBGH9uls1UQy5r5XVjDxrtdYuHJT0FVJmelzlewn1RT8Jaf85pLjueHc0a0OACzo2Y0bzh3Nf158XMLnvPD4xG4oRCQ9HEr2k2pq9pecc+XpI7ny9JHM/2A9895ZTVPLbgp6dmPSCUOZePTgpM+nkcYiwVOyn9TSp5rkrIlHD+5QsI+lkcYi2UHJflJHzf4i7dCqgSLZQcl+UkfBXyQB08pHoWn/IsFSF1zqKPiLJKCspIhbJ41N+AagsLc+pERSTV1wqaPgL5KgyeOGMfvyCW1mBBw3oj/zrzmNd278kroKRFJotJL9pJQeT0SSUFZSRFlJUdyMgLEfTNPKRzHloUr2uoAqK5JDltUr2U8qKfiLdEC8jICxIl0FM+YtxukGQKRTnL940ZD+vdT8nwJq9hdJo8njhqmpUiRFYhcvko5T8BdJo+r6Jpatbwq6GiI5I5LsRzpHwV8kjZSPXCT19HfVeerzF0kjJSXJT8cO7cdxQ/uxZO1W3lu9hd0a9ZlS+rvqPAV/kTRSUpLcd+Sgvnx9/LA2Z35Mf3IRc/7+cUA1zD36u+o8/QZF0kijknPfWWMGMbWsuM1jLj+1WME/hfR31Xnq8xdJo9JBBQwr7B10NSSNLvx820s+V9Q08NOn389QbXLfhOJCzaBJgcCf/M3sIOD7wPHA54GjgIOAbzvnZiV4jh7A28DRwBrn3NBWjisEbgQuAA4DNgLPAzc651a3UmYo8HPgHGAAsA54GrjZObeplTJHATcBZwAHA6uAx4HbnHM7EnlPkjvGFxdS19gcdDUkDcbEZJ2LTf60teVTZr64XImeUsQMri4fFXQ1ckLgwR/oA9ztf18PrAeSTeH0K2B4WweY2QDgDaAUeAkvGI8GpgJfMbOTnHMfxZQZ6ZcZCPwJWAqMB6YB55hZmXNuY0yZCf75DwKeBD4GzsK76Sg3s3Ln3M4k35+E2NGHH8yTbwddC0mHU0Z5zc8VNQ3MXLCchbWNAdcot40Y0EdN/imSDcG/Gfgy8A/n3Dozuwn4WaKFzewM4Bq81oP72jj0V3iB/07n3HVR5a8GZgK/x3u6j/Z7vMB/tXPut1Fl7vSv+Uvgu1H7uwKPAL2B851zf/b3dwGeAC7yy92W6PuT8NOHVe6a9bdaAB76W62e7jOgtmE71fVNavZPgcD7/J1zu5xzzznn1iVb1swOBh4FFjjn7m/juL7AFGA7XnN8tHvxmuW/ZGZHRJUZCUwEVgK/iynzM/9cU8ysT9T+04ExwGuRwA/gnNsLXO//+F0z0+KwecTr9+8VdDUkDZyDB18PZ+A/dVQR40eEb/EpzfFPjcCDfyfdA/QHLm/nuC8CvYAK59x+qaH8wPxX/8czo16KfD/fPya6TBNQgfeE/8Wol87yt8/HVsDvUqjG6544IvZ1yW23Tjo26CqI7GfX7r2cO3Zw0NVI2kOv1+oGIAVCG/zN7ELgMuBa51xdO4cf6W+rW3k9kiy6NIAycZnZ2/G+8MYpSMiUlRTp6V+ySmVtI0MOCd//ydWbdzDloUqeqNLUyc4IZfA3s0HAfwHPOeceSqBIP3+7pZXXI/sPCaCM5IlZl40Lugoi+1mzeQfji8PX9L/XX+FPLQAdl5Lgb2Yrzcwl8fVYJy/5IN5gxStSUP2s5Jw7Md4X3owDCaHSQQWh/KCV3LWtZTfTykfRJYSjkLTCX+ek6sl/BbAsia+1Hb2Qmf0r8FVgmnMu0fNEnrj7tfJ6ZP/mAMpIHgnrB63kpkg64lsnjQ3l/0ut8NdxKZnq55wrT8V5EnSCv/2Dmf0hzutDzCwy9ra/c24z3g0HtN7XHskaEd1Xn6kykkciH7Qz5i4mhAPEJcdEpqFOHjeMof17c8+C5VSGLFdBRU2Dpv51QDbM80/Wm0DfVl67HC9vwH/7P0eS6bwF7ADKzKwgesS/Pwd/ov/jy1Hninw/0cy6RI/4N7MCoMy/1ltRZV4CfoKXL+DW6Ir50whL8aYV7pdMSPLL5HHDeH/NFma/1d44VZH0iU2TW1ZSRFlJEdX1Tcx+cxXPvb+Ohm27AqxhYrTCX8eEbsCfc26Oc+6KeF/+IZui9u3wy2wDZuNlE7wp5pRXASOAv0Zn+HPOrQDm+6/9IKbMzf65ZjvntkftfxX4EDjNzP45stO/wbjd//F+55we+vLclJNGBF0FyXNnjR4Yd/+7dZv4Y+WqUAR+0Ap/HZUVvzUzm8FnU9iO97dTzewU//u/JZrnvw0/xsu1f62ZHQ8sxEvIcz6wgQMDPHhZA98A7jGzcrzAPgEvB0A13lP+Ps65PWY2Fa8F4EkzexKoA8qBL+DlBrirk+9DckBk8J/SwUpQbn9+KTt376WgZ7d9axH07t6VG+YtDlXSImXQ7JisCP54zeSnx+w72f+K6FTwd85tNLOT8LLzXQCcirewzyO0srCPc26FmX2Bzxb2+TLewj4zaWVhH+dcpZmNw2sdmAgU4DX1/xxvYR/l9RfAG/z3zVmVQVdD8tReB3e+EP7hR5807VSffwdkRfB3zp2RovO0OV7VOdeItyjPtCTO+THe4j/J1GMJcHEyZST/lJUUcftFY5k+d3HQVREJrXsWLNfTfweErs9fJJdMHjeM8SP6B10NkdDSdL+OUfAXCZrWeRLpFGX6S56Cv0iAquubNOhPpJM03S95Cv4iAdITi0jnabpf8hT8RQKkJxaRzuvdvWvQVQgdBX+RAOmJRaTz5r2zJugqhI6Cv0iANEVJpPM04j95Cv4iAdIyvyKpofEzyVHwFwmYlvkV6TyNn0mOgr9IwMK8nrpIttD4meQo+ItkgcnjhjH78glMUBeASIdo/ExydKskkiWi11P/7UvLefa9dYRocTWRwEwoLtTiPknSk79IlikdVMBvv3ECj13RekvAhOJC/njFBG6/aCzqLZB81sXg6vJRQVcjdPTkL5KlolsCKmoa9q25XlZSdMBTTtjWYJf4ivp059yxhzHlpOEA+/27b2jayX2vrAi4htnnnKMHq8m/AxT8RbJc6aCCNps0J48bxtD+vblnwXIqtU5AoHp2M1p2d/wubOTAvvzigmP2/Rz97/7bBcs7Vbdc9Zf31/N//uc9/vPi44KuSqio2V8kB5SVFDHnypMoGzkg6Krktc4Efmg7WY1Gs7fuf95ezQOvqlUkGQr+IjnkspNHBF0F6aTWktWoabttdzy/VIl+kqDgL5JDJh49GNMIwFBrLVmNskG2bY+DS2dV8kTVx0FXJRQU/EVySHV9E04D/0Ktreb9i04YkjOzOwwo7H1QSs/pgOlzF6kFIAEK/iI5RB964beyYTuPVNTu1/dfUdPAJQ+8yfS5i3Mm94MDGps/Tct5b3l2ScrPm2s0gkQkhyi/efj94c1V+74fX1zIcUP78dDfajWVMwkfrm+iur5JiX/aoCd/kRySqRHhudL0nO0W1jby4OsK/B3x1Ltrgq5CVlPwF8khmRgRPnpwAY/52QVFstXSdVuDrkJWU7O/SA6JjAhfmMZkP98qK953k6HkQpKtGpt3BV2FrKYnf5EcM618VFqXB44eTR1JLjT/mtP4pzED6aZ1iSVLbNiyM+gqZDUFf5EcU1ZSxK2TxqbtBiDeaOrSQQXMumwcJQP7pueiIklat7Wl1WyJouAvkpMmjxvG7MtbXxWwsyKjqWPVNTan5XoiHaGpr61Tn79IjmptVcCtLZ9y9wvLOz1f/Kl31zD9nNH77XMBZhjqYnDpF4fzf6Omykl+09TX1in4i+S4eKsCfmF4Ib94dglL13e8WTTeaOrC3t1Zs6Wlw+fsqAnFhVxdPoqykiKeencNTfrQF7QYUlvU7C+Sh8pKinj+R6cx/5rTGFbYK2Xn/fZpR6TsXIn63hlHeCsa+jMQrjqzJON1kOykxZBap+AvksdKBxXwlWMP61DZ6vomvjv778z/YP2+ff9WVpyqqiXsws8P3e/nK08fyUUnDMl4PSS7DC/srQx/bVCbiEieu/DzQ7nvlY+SLrdmcwtrNrfw/Af19OnelZNGDuC4oYdwwrBDeKducxpqeqDIgMZHKmr3jWkoKyniytNHsmXHp7y8dAN7lB0vL43TCohtUvAXyXOlgwo4cnAByzrR/7991x5e/HADL364IYU1a5sBW3Z8ysS7Xkvo+G5djF4HdaFkYF++d0YJE48evG8w5MqN2/nDGxoomEuOPvzgoKuQ1RT8RYQbzzuKS2dVhmrFOAdJDVjcvdexfdcevjF+OBOPHgzsPxjyw3VNac2MKJml/v62qc9fRCgrKeK2i8bm/II9ex3MmBd/vfd0Z0aUzPpHhrqewkrBX0QALzHQY1ekLzFQttjr4J4Fyw/YX1ZSxOWnZH7AoqTH9XMX8cCrK4KuRtZSs7+I7BObGOj/Va5i+YbtQVcr5SprG+Ou9/7e6i0B1UjS4dbnltK/d3cuGfe5oKuSdfTkLyIHKB1UwNSyYgYW9Ay6KmkT2/RfXZ/6Pv/ioj58+1S1JgTp+rnxu3nyXeDB38wOMrNpZvaImf3DzHaZmTOzKxIo28/Mfm5mi8xsm5ltNbP3zewBMzsozvG9zOxmM1tmZi1mtsHMnjCzMW1co9DM7jazlWa208zWmtnDZja0jTJD/WPW+mVW+ufon/hvRiR4BTmcIS029WsqA8TwAb25/aKx3HLBMTz0t9qUnVc6Jl43T77Lhr/sPsDd/vf1wHqg3TYaMxsNzAeGAC8CzwEHASOAS4DrgE+jju8BvACUAX8HZvrXuRj4ipmd5ZyrjLnGAOANoBR4CXgcGA1M9cuc5Jz7KKbMSL/MQOBPwFJgPDANOMfMypxzGxP4vYgEbtIJQ3n+g/qgq5EWsalfO5oH/rKThjOiqM9+eQYi3QmXPPAme8M0hSJHtdbNk8+yIfg3A18G/uGcW2dmNwE/a6uAmfUG/gwUAGXOubdiXu8G7Ikpdi1e4H8SmOyc21o9sOMAACAASURBVOsfOwd4GnjYzMZG9vt+hRf473TOXRd1/qvxbh5+D5wTc53f4wX+q51zv40qcydwDfBL4LttvT+RbDHx6MEU9OyWk7nyY6eCdTQP/IiiPkyNk9kwHd0I0nEVNQ0K/lECb/Z3zu1yzj3nnFuXRLHvAqOAG2IDv3/O3S5qeTEzMz4LuNdHB3jn3J+A14GjgNOjyvQFpgDbgZtiLnEvsAr4kpkdEVVmJDARWAn8LqbMz/xzTTGzPkm8V5FA5WKu/AnFhQcEgo7OC2+tnPqZs4tW+Ntf4MG/g/4FL8fH42Y2wsy+Z2Y3mNk3/ab6WCOBYUC1cy5eB9xz/vasqH1fBHoBFc65/TKJ+DcPf/V/PDPqpcj382NaEPDPUQH09s8tEgrZlivfjE7lI+hicHX5qAP2lw4qYHyS0xzj3UREKNhkF63wt7/QBX9/IN9xwCfAt4HleE3tvwIeA1aZ2bdiih3pb6tbOW1kNEhpAGXiMrO3433hjTkQyajfXHI8Jx0R/Pz/CcWFPHb5BG67aGyHEvJ0Mbht0rGtPq0nk+intZuICAWb7DLkkNStXpkLQhf8gUK8sQoDgFuBX+AN3CsCrsBrEZhlZtFP8f38bWuTeCP7DwmgjEgo/Pd3TgrkukMO6cWULw5n/jWn7Vu6d/K4Ycy+fALFRYn3oE0oLmT25RPanPNdVlLErZPav7Fo7yYici7JHms27wi6ClklJcHfn8rmkvh6LAV17grMcs793Dm32jm30Tn3EPBjvFbB6Z19X0Fyzp0Y7wtv9oBIIM488tCMX3PN5h38sXJV3HStqzYmnoCodFBfDi3o0e5xkRuL1jIdJnIT4V0v+W4ESR91w+wvVe1SK4CWJI5f24lrRT9VPxXn9aeAe/Cm18WW6Xfg4fvtj/50yVQZkdB4ZOp4TrvjJeoaM/sUFcnJP6R/r31P1DMXLE9qGt3st+qY/VYd44sLmVY+qt2n9uhMh/Gm8SViWvkopjxUqel+WUDdMPtLyW/DOVeeivMkeK1mM/sYr6k/XhDd5G+jO3iW+dvW+tojHXfRffWZKiMSKq9dfxZTH1nIy8s+yeh1Izn5I0G5o9PoFtY2MuWhSm6bdGxCT++dmR4W6Ua4Yd5i3QAETN0w+wtjnz94SX0AjonzWmRf9Kj+FUAdUGpm8XJtnutvX4ra9xawAygzs/3++s2sC96UPoCXo16KfD/RPya6TAFenoFm/9wiofXI1PGsvO0r/PNxh2X0upFkLZ2dRtfW6n6p1l43gqTf8MLemuMfI6zB/3fAXmCGme3rhDSznnhJdAD+O7Lfn/N/v//jHdGB2czOB04FlgCvRpXZBszGy0B4U8z1r8LLJPjX6Ax/zrkVeFkHRwA/iClzs3+u2c653FspRfLSPd84gds7OPK+oyLN8J3V2up+6VBWUsScK09i/jWn8bOvHsVlJw3PyHXF8/0zRwZdhayTFZ0gZjaDz6awHe9vp5rZKf73f3POzYoc75x728xuxguo75vZn/HGHHwJr2n9DeCOmMvcCZwHfA2oNLMFeHP/L8Z7Gv9W7Nx8vMGDZwDXmtnxwEJgDHA+sIEDAzzA9/3r32Nm5cCHwAS8HADVwE8S+Z2IhMXkccMY2r839yxYTmUGMtpF+t9TIdNpX6O7Ed6u28T7a7Zm5Lr57IiiPkweNyzoamSdbHnyPwe4zP86zt93ctS+U2ILOOd+DlyE188+GW/O/6fAT4GznHMtMcfvBM7Gmxp4CF6q3bPxUvuOi83r75fZCJyEN4CwBG+9gAnAI8CJ/pN+bJkVwBeAR/1jr8NLMjQT+KLy+ksuin2yLerbPW3Xigy8S5WgMvHdcG6r64lJipjBLy6I1zssWfHk75w7o4Pl5gHzkji+GbjR/0q0TCPeojzTkijzMd7iPyJ5JfJkWzqogG/OOuB+OiUiI+7HFxemJHd+UFPAykqK+OIRhbz1kfL/p0MiuRjyWbY8+YtIDikrKWLiUYNSft7SQX33NZsnk42vLe/UbeKRilqq65vaPzjFykYqMKXDsUP7JZSLIZ8p+ItIWpw0Mt4yG51TXb+No258ngdeXcGhBT34yrGHdSrPP8DLyz7h5meWMPGu17jkgTcz2g2guefpceHnh+iJvx0K/iKSFun68G3etYdbn1vKxLte45n31pHK6fORHABPVH2cwrO2TgEqPVY2aEJVexT8RSQtwpreNpM5AML6O8p2f3hzVcZbccJGwV9E0iZV/fKZFpsDoLq+iUcqavntguUpHx8Q1t9Rtst0K07YqMNJRNImzOltK2sbmVNVx9x31sSdVZDIGgGJCPPvKNvFWxNCPHryF5G0CnN62xlzF7c6nTCVT5Zh/h1lu0xmcgwTPfmLSNrFWyXv2UVrWVa/Leiqtam9B/FUPlkeWtCD0kEFGcmSmG8qaxuZ/8F6Jh49OOiqZA0FfxHJmOj0tn17duPmZ5YEXKPOi15tsCMqahqYuWB5ShIWSeu+M/vtlHXV/P/27j1OiurO+/jnx/3igAwE1CAyXEa84H0kOF5QDKvRrEaiZFd5jFFj1o26GjdqYrzE7AOaqNEkRrMQNZhVNpHoxickKl6i44pGTTQqDHdEYRAUHQRE5Dx/nNPQFN093T0909VT3/fr1a+arqpTdbrrTP+q6lyqI9BtfxEpi3KNrNcWUs8IKNTMF5czefpcBf52okaA2yn4i0hZdLQBbgrtVtawcI0a+ZVBe3bljDMFfxEpi45267XQOxm3zVmgwF8magSo4C8iZdLRBrgp5E5GY1NzLG7171XdK7FjDBRbVdNRKPiLSNl0pAFuCrmTUa5bzj26dOJbn6/l2i/uy6OXHs3T3z4Wsw5yAIqQ5Fv/Cv4iUjapAW4q/QRgTE31tl4M+ShXY8dNW7YysE93zqmvoXZQFY1NzXxa4rqHzhV0LDtSo9NCKfiLSFlV+gA3ZnDx+JEFpSlnY8c7nlq07e/fvfJ2SbfdyWD3vj1Kus221NEanRYiuZ9cRGIj0yBAD//tbRaujv/T2ZyDt9/fuO196jMsXfsRTR9sYlCfHgwd0Jv6EQO23R0oZ2PHZWs30NjUTO2gKuat/LBk2+1kMPW0A5j995WsWLepZNttSx2t0WkhFPxFJDbSBwG6aPxIxk55nJUffFzmXLXsigdf5f0Nm5kzb3XOhnzpg8wcXlNdVKO/MTXVXDx+JN+Z9RrL3ttQVH4bFq4pqJoi3zzVjxjAkrXreXL+uyXbdlsptKqmo9FtfxGJrf+96nj6VMCtWQdMmT2vxWD+wpL3OGvaXG6fs6Cgxo4GTP7cEB699GhmXjCW+hEDuPDY4UXnN1XXPWr30gS/i9NGzfvSwYNLss221KmIqpqORsFfRGLt52cdSkdqkO6AWx5r5PuPvMG5R9a0eALQyeDGiQdww6mjd7hSnVQ3hL49uxaVh5eWv8/dDUvYsPnTotJHpfeZrx1URecYH7BU9USSb/mDgr+IxFz9iAFMPW008Q0nxZm/qpnpzy7h3CNrsjZ2HFNTzYxzx3BG3Z4Zlx89sn9R+35q/rtc//s3uPe5ZUWlj4r2md9j13g2+uvSCc4csxdNH27i7oYlie7nH//7aSKSeJPqhjC4Xy++99DfWbwm/o0A87XVwfRnlzDj3DF8pqr7tsaOu/ToskMDwWxqB/UBVrVPZluQ3o5gvz368FZaI8i42LIVZjy/4wlPUh/2oyt/EakI9SMG8MTl46jp36vcWSmp1FCztYOqOKe+hovGj9zWD78lceqqlt5n/rRD4l/vn5LUh/0o+ItIRfnBlzpeFUCxQ83G6Wo1/URkwn67VdQxSuLDfhT8RaSi1I8YwNSJo8udjZIrJvDUDqqiX6/iGv2VWvREZGBVtzLlpDhJe9iPgr+IVJxJdUM478iacmejpIoZarZh4RpcTJ4MuDTSFmPfPfqWKSfFS9LDfhT8RaTizHxxOdOeXVLubJRUofX3M19czuTpc1m38ZM2ylFhZr28Yof3pRpDoL0l5da/gr+IVJSGhWu4atZr5c5GyRX6VMCrZr1GiZ/J0yoLVq/f4X0lDPaTSVIe9qPgLyIV5bY5C2IV9Eqh0KFm4/gdvLNux659tYOq6Na58kJMnHpQtKXKOzIikliNTc1FjYcfZ4UONRvX72DjJ1u31Zc3NjVzd8MSqnvHozFiIeLUg6ItJeMUR0Q6hI5WH1vMULNx/g6+M+s1Vn2wiRXr4jfATz6S9LAfBX8RqRgdqT42/Ul4hYjzd/CXZe+XOwtFS9rDfhT8RaRiVHp97OFD+3Hi6N3zGro3m0r/DuIoiQ/7USkSkYpR6T/Ovbt34Zz64sYnaGxqpmHhmp3600vrDO7XkxsnJivwg4K/iFSQ2kFVHF5THcsGb22lYeEabpuzIFGfuT2de2RN4gI/qLW/iFSYS8aPpFMlDRyfZvOnWwsaQS41kI8Cf9tJYuAHBX8RqTD1IwYw5bTRFXkC0LBwLRNu/TNn3PW/Lbbaj+NAPh1Nklr3Ryn4i0jFmVQ3hBnnjmFMTXW5s1KUfB4jG8eBfDqSpLXujyp7nb+ZdQUuBA4CDgb2BboC5zvnpuVINxC4HPgCsBewGVgKPADc6Zzb6d6amfUErgS+EtJ8CDwFXOucezPLfqqBa4BTgd2BtcAfgWuccyuypBkMfB84AegPrAQeAq53zlVuXxiRGKkfMYD6EQO2NYRbv2kLu/ToQq9unZn2zGIWrI53w7itDq6Y9Sqf7ddzp1vPxQ7kc/YRe7F1q+O+55ej84bskti6P6rswR/oDfw4/N0ErAL2zJXAzIYCc4GB+OA9G+gBTABuAs4ys8855zampekOPAbUA38Bbgv7OR04ycyOc87NjeynP/AcUAs8gT+xGAWcE9KMdc4tjqQZHtIMBB4G5gGHA5cAJ5hZvXNubX5fjYi0pHZQ1U63bifVDdnppOBXzy1lydoNZcplZs7BN+57iTvPOnSHQFTsQD5D+/fmnPoa9v9sX1UZZFHs+AodTRyC/wb81ftfnXMrzew64NoW0vw7Prhe55y7PjXTzDoDjwLH4YP6r9LSXIYP/L8FJjnntoY0M/FX5b80s9Gp+cH/xQf+W5xz30rbz8X4k4c78Ff36e4IebvYOfeTtDS3AJcC/wF8o4XPJyKtFD0puLshnk8BbN60hTOnzeWmiQdwRp2/7il2IJ9Uukl1Q1i34ROmzJ5XsnxWOgOmThzNpLoh5c5KLJS9zt85t9k5N9s5t7KAZMPC9H8i2/oU+H/h7WdS883M2B5wv50e4J1zDwPP4KsbjklLswswGfgIuC6y/58Cy4B/MLNhaWmG4+8+LAV+FklzbdjWZDPrnd/HFJFS6dUtDtc62X37wVe3XfEXO5BPero581aXJF8dQSeDGyceoMCfpuzBv0ivh+lJ6TPNrBNwIrAVf5s+ZTgwBGh0zmU6/Z8dpselzfsc0BNoiLYfCCcPfwpvj01blPr70cgdBMI2GoBeYdsi0o6+UpezNrFopex0cOa0udz19KKib0mn0sX14T/lMKammhnnjtl2V0W8eJ8KZ3cTcDJwg5kdC7wMdMNfde8GnOeceyVt/b3DtDHL9haEaW07pJkQ0szJsg4AZvZSlkWjcqUTkcy+Wl/DDY+8waclrgcvdbX6lNnzWLh6fcGDGaV3W4vzw3/ay9hh1Vx/yv6J7crXkoq88nfOrcZfPf8Of7V+OXAxPvj+N/B4JEnfMP0gyyZT83ctQxoRaSdnHFYZV3+/eWkFwwf0znssg2i3tWLbDHz50MEV230ypWZAb3593hju//pYBf4cSnLlb2ZL8V3n8vVr59xZrdjfUHx9f098Y8HU7fRTgJuBU0JL/Hi28MmDc+7QTPPDHYFD2jk7Ih3ClIkHML+pmZeXryt3Vlr0yGsrmXLa6BZb7WfqtlZsm4H99ujDj04/cIeeEq+/8wF/fL2pqO2Vmhlcenwtb6z8kLmL1rDhk610Mj8+//H7DuJLBw9WwM9TqW77LwI2FbD+O63c3z3AaOBA59yrYd6HwF1m1gPfdfBa4KthWeqKuy+Zpean/yK0VxoRaUezLqznwvte4g9/X1XurOTUvGkL/Xp1Y8a5Y7h9zgLmZqgCyNZtrbVtBtJ7SjQ2Ncci+A8b0JsbTt0/8V30SqUkwd85N74U28mHmVXhW+W/lxb40z0ZpulXzvPDtJbMUvfL0uvq2yuNiLSzO846lMN+8Bhr1m8ud1ZymvXyCu6cfFjGwYxyPRa42Acg/XX5up22+W7zx0XnvxT2qu7FhccOV0v9EqvEBn/dwrSPmXVzzkX/e1Nd/NLnLwKWA7VmVpOhOuDEME3vIfA8sBGoN7Oq9Bb/oVfBhPD2ybQ0qb8nmFmn9Bb/4aSlHj+uwfMtfUgRaVv//g97c8WDr5U7Gzk1p9XdZxrMKJdLxo9k8vS5BQ30c2WGEQe//8gb+W+gRAZWdedfxg3PeYIjrVNxDf7C6Hhv4k9cvpe+LNzyvzq8nZOWxgF3hrc3heCdSnMKcBTwBvB0Wpr1wAz8CITXRbLxTWAo8Kf0Ef6cc4vwgwwNBf41kub6sK0Zzrl4jzsqkgCT6oawa6+u5c5GTlVF1t3D9gcgFWKrg9vnLNj2vrGpmfmr8n8KYaG6dzF6dO1Ej66dqO7dlQvHDWPp1JN44bvHc059jQJ/G4rFlb+ZXcn2LmwHhek5ZnZk+PvZyDj/F+MH87nazD6PH063J/4Kfi9gIXBjZDe34LsHfhmYa2Zz8H3/T8dfjX8t2jcf+A4wDrjMzA4CXgD2wTcsXM3OAR78cwqeA243s/H4E5Ux+DEAGoHvtvR9iEj7+Nk/H8KZ0+a2vGKZnHbI4FalP3hIv4LTzF3yHo1NzdQOquJ3r2R8fEmr7dW/FxeO0638copF8McPkXtMZN4R4ZWyLfg75x43szr8ML/H4K/EPwUWA1OAm5xzOzSqc859HE4UrgT+CT/U7of4oX2vdc7tdG/LObfWzMbiGw+eir9DsBa4mywP9nHOLTKzw9j+YJ8v4B/scxt6sI9I7OzWpwerPiykvXL7qOrRhQn77daqbRTb379h4RpqB1Uxb2Vprvr79erKYUOrOWJ4f93Kj4lYBH/n3Lgi0ryKH363kDQb8E/ou6aANO/hH8pzSQFp3sI//EdEYmrmi8tj/fCbbx47otXbaO0zAt77qHUNIk/YbxCXTdhbwT6GKq7OX0SktRoWrol14D/90MFccMzwVm+ntc8IWLxmfav2r8AfXwr+IpI4t81ZENvAf/5RNfzw9ANLsq3W9PdvbGqmedOnrdp/ubsJSnYK/iKSKHF/6M0eu/Ys2bZS/f0LkXpGwPRnF7e8cgtuKEM3QcmPgr+IJErcH3pTbD19NpeMH1nUMwJeXtb6tsnzVjXT2NR2XQWleAr+IpIopQ6upVZsPX02qf7+LZ0ARJ8RsKVE9SJt1V1QWicWrf1FRNpLqYNrqbXF2PWT6oYwuF+vgp4RsMeuPVmyZkOr912q7oJSWvH+LxARKbE4PxgmVd/eFupHDCjoGQFnjx1Kw8K1bZIXKT8FfxFJlGIfetPW0uvb21K+zwgYOqB3SfY3avc+JdmOlJbq/EUkcQppBNceovXtcVCqhpFfOvizJdmOlJaCv4gkTqoRXBzi/5iaamacO4Yz6vYsd1Z2UIqGkfvsVtiTCKX96La/iCRSqhHc1Q/9nSVr2vZBm2OHVXP/18fmXd8eB61tGGnA1SfvW5rMSMkp+ItIYtWPGMCTl49j5ovLueOpRSxbu3Pr9lRL+PPufZGNn0Qf/Nmy84+q4bsn+SCYb317HLSmCsIMboxZNYbsSMFfRBJvUt0QJtUNyXll/m/H1zJl9ry8t7lbn+7cfMZBFRsAi20YmanboMSPgr+ISJDryvyCY4bT2NTMgy+/3eJ2Juw7iF/8n8NKnb12d8n4kUyePjev5yAYMHXiaCbVDWnzfEnrqcGfiEiebj7jIK46cRRVWerDq3p04aoTR3WIwA+FjQ5448QDFPgriK78RUQKcMExw7ngmOE8+voqZr28guZNW6jq0YXTDhnMhP12K3f2Sq6Y0QEl/hT8RUSKMGG/3TpksM+k0NEBJf4U/EVEJC+V1FtBclOdv4iISMIo+IuIiCSMgr+IiEjCKPiLiIgkjIK/iIhIwij4i4iIJIyCv4iISMIo+IuIiCSMgr+IiEjCKPiLiIgkjDmXx7MaJTbMbG3Pnj2r99lnn3JnRUQkcd588002btz4nnOuf7nz0hoK/hXGzJYAfYClZc5KJRoVpvPKmguJC5UHicqnTAwFPnTO1bR9dtqOgr8khpm9BOCcO7TceZHyU3mQqCSVCdX5i4iIJIyCv4iISMIo+IuIiCSMgr+IiEjCKPiLiIgkjFr7i4iIJIyu/EVERBJGwV9ERCRhFPxFREQSRsFfREQkYRT8RUREEkbBX0REJGEU/EVERBJGwV9azcy+bGY/MbNnzOxDM3Nmdl8LaTqb2Xlm9mcze9/MNprZYjObaWa1GdYfYWZ3m9kKM9tsZivNbIaZDc+y/adCPrK9emRJt6+Z/beZrTazTWY238yuN7OeOT7LEWb2BzN7L3yOV83s38ysc440J4c8fmBm681srpmdnes7qxSFlAczu6eF4+TMbE6WtGeb2Qvh+/sgfJ8n58hXZzO7NByfjeF4/cHMjsiRpmc4/vNDeVgdysc+OdJUm9mPzWypmX1sZu+Y2S/NbHCONIPDOu+ENEvDNvplS1NJ4lgmzOy6FvZxQpZ07XJ8i/ktKkSXUmxEEu9q4EBgPbCC7c/EzsjMdgEeBo4D/grcC2wCPgscBdQCjWnrHwY8AVQBc4D7gb2ArwD/aGbjnHOvZNnd9Vnmb8mQrzFhP12B3wJvhTxeA4w3s/HOuY8jaU4BHgz5nwm8B3wRuBWoB07PsJ9vAj8B1gL3AZuBLwP3mNlo59zlWfJcKQopDw8BS7MsmwwMA2ZHF5jZj4Bvhe3/J9ANXx5+b2YXOed+GlnfgAfw3/N84KdANTAJ+LOZTXTOPRxJ0x14DH8c/wLcBuyJP6Ynmdlxzrm5kTT9gefwZfiJsM9RwDkhzVjn3OJImuEhzUD8/8U84HDgEuAEM6t3zq3N8h1VitiViTT3Ztnfwgz7aJfjW8xvUcGcc3rp1aoXcCwwEjBgHOCA+3Ks/+uwzgVZlneNvP9bWP/SyPwj8UH8r4TRKtOWPeWLd96foTPwRtjPP6bN7xT++RxwZSRNH2A18DFwWNr8HuGf3QFfiaQZij9RWAsMTZvfD/9j44Cx5T6m7VkesmxjV2BD+G4HRJYdEba5EOgX+W7Xhu93aCTNP4U0DUCPtPl1YR+rgapImqtCmt8AndLmnxLmv54+Pyy7Kyy7OTL/4jD/jxk+65/Csosi828J8+8s9zHtoGXiupBmXAF5aPPjSxG/RUUdk3IXCr061qulf2zgkLD8gTy3Nyys3xT9oQ3LHwrLj47Mf4rCgv9xYTtP58jDUtJOMoCvhfn35rs94Pth/vUZ0mTdXqW+WvFDf1FId3+GZb8Ky87JsCzj9wv8Ocw/Np/thSC1LMyvyZBmp+0Bu+CD03p2PpHoFMqPA4alzR8e5i2Jlm/8na71wEdA73Ifyw5YJq6jgODfXse3mN+iYl6q85f29s9her+Z9TWzs8zsKjP7upmNyLD+bmG61Dm3NcPy1C228Zl2ZmaTzOxKM7vMzE4Mt3IzOS5M/xhd4PxtvEZ8VcOwfNLgg8MG4IjIPnOlmR1ZJ8nOD9NfZFhW0Hdovn3HEfjj8Uw+afA/2kOARufckjzTfA7oCTQ455rTVw5l90/h7bFpi1J/Pxot32EbDUCvsO2kK1mZiDjSzC43syvC78WALOu11/Et5reoYKrzl/ZWF6Z7AYuA/mnLnJn9HLjYOfdpmLcmtb6ZmQunv2lS/wB7Z9nfA5H3q83sX51zv43MT6VvJLMF+Hq+2pDvnGmcc1vMbAmwX8jjm3mkWWlmHwGDzayXc25Dlrx0aGY2FhiND7xPRpb1xrcNWe+cW5kh+YIwTW80Ohx/K3Wxc26nth5Z0uRTHtorzYSQJmMjtyRogzKR7obI+4/N7IfANZHfm/Y6vsX8FhVMV/7S3gaG6S34W/P74G9/HY8vyBcC30ut7JxrxBf2Qfh6tW3Mt9JOteSNtpp9GN/wbjD+bH0UMAVfbzgzQ0vevmH6QZZ8p+bv2k5p+mZZngRfD9P/zLAsbsepHGmSqNRlAnxboq/hT8574i9IzgfW4Rso/kcJ9hPbMqHgL+0tVebmAZOcc/Occ+udc3PwLbG3ApeZWbe0NN/At4j/sZk9ZmY/NLMH8CcPr4V1orfUbnXOPeKce9s5t8k5N9859x18a+BO+BMBiRkz6wucgT/e95Q3NxIHbVUmnHO/c87d7ZxbEn4jljvnpgFfAD4BLs9RBVDxFPylva0L09+n3doHwDn3N3zDmCr8HYHU/CfwdWKzgIPwXWQOAq5gexBfnef+p+F7CBxkZlVp81u64k7NX5c2ry3TZDvr7+jOwteBznLOrcmwPG7HqRxpkqYtykRWzrmXgRfw3ezGtnI/sS0TCv7S3uaHabaC+36Y7jCQhXPuFefcROfcZ5xz3Zxzo5xztwL7h1VezGfnzrlNQKqxTu8M+cpWLzgyTNPr4bKmMbMuQA3+RGNxnml2D3lakdT6frY36ror00Ln3EfA28Au4fuKynScFgGfAsPCccknTUnLQ4nTJE1blImWvBumbfYbUeI0BVPwl/b2eJjuH10QWsWnCvbSljZkZl3x/bc/wfd/bZGZ7Y1vH9DM9saE4AfUANhpVC8zG4b/R1zGjoE8axrgaPzVynNux8E4cqU5MbJOooSBTQ7EN+p6KseqBX2H4YTvOfzxOCqfNPgThuVArZnV5JnmeWAjUB+5q4SZdcI37AJIb7CW+ntCWCc9TRV+gKENYduJ01ZlooV9k0vpYAAAAuhJREFUdsV3SYYd/9/b6/gW81tUuNb0E9RLr+iLlvv598afpW8GDo8s+0FI+0SGNJ0j87oAPw/rT40sqwGqM+z7M2wffOcXkWW5Btb4DdkH+XmXwgb5qaGDD/JTSHmIrDs9rPutFtZrq0F++kTSaJCfDlom8FWLe2fYTjfgZ2Fbb5bj+FLEb1FRx6HcBUGvyn8Bp+Ib4tyD75vq8FdOqXk/iqz/+fCD+zF+qN4f4ftfO/xgPiMj658MrMIPhTsVPzRrKlD+hp1HBPxq+Gd/HN8neCrwX/iqBoevItg1w+cYgx9wY3NYf2pY1wHPAt2zfPYt+ME6pgE34RszpvK200AcbB+sZE34obkVP3yni35XlfgqtDyENH3Cd7iJyOhtWfZxc9juW+H7+1n4Ph3wzQzrW9oP55vhOE0P+9wCnJIhTXf8yUKqzKTK0SehnIzJkKY//ratw3fdmsL2gaiagOEZ0gwPy1xYdwr+6s+FbfUv9zHtaGUCf1KwFV+3f284ttPxV9MOf1J/ULmOL0X8FhV8TMpdKPSq/BfbR8rK9lqaIc2B+Fv174YCvhx/Jb9HhnVr8ePnv4U/YXgffzvtTDIH19HhB+U1/Fn/J/gx95/BB95uOT7LvvggsSbsqxH/fICeOdLUA38I+doY9nspkbsVkTRfBJ7GVz98FP6xzy73sSxjefgXsozelmM/Xw3f20fhe3waODnH+l3CcXktHKf3w3E7IkeaXvgR4haE8vBuKB/75khTjX8OwLJQtlcCvwQG50izJ3B3WHdzSPtj0q5iK/kVtzKBP7G4HX+7fVX4ztfju/9NBQaW+/gW81tUyMvCTkRERCQh1OBPREQkYRT8RUREEkbBX0REJGEU/EVERBJGwV9ERCRhFPxFREQSRsFfREQkYRT8RUREEkbBX0REJGEU/EVERBJGwV9ERCRhFPxFREQSRsFfREQkYRT8RUREEkbBX0REJGEU/EVERBJGwV9ERCRh/j9iYkZqNbhDLgAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 250, | |
"width": 255 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"nodes.plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x127c87630>" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 250, | |
"width": 257 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"edges.plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 885, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x1bf663198>" | |
] | |
}, | |
"execution_count": 885, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { |
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