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June 11, 2016 15:31
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Prepping a Shapefile for Social Media Analysis
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Prepping a Shapefile for Social Media Analysis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"import geopandas as gpd\n", | |
"\n", | |
"%matplotlib inline\n", | |
"import matplotlib.pyplot as plt\n", | |
"from pylab import rcParams\n", | |
"rcParams['figure.figsize'] = 10,10" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The spatial data comes from the great folks at National Historical GIS (https://nhgis.org/). In this case we downloaded a [shapefile](https://en.wikipedia.org/wiki/Shapefile) of all counties in the US." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"shp = gpd.read_file('US_county_2010.shp')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We then need to select Brooklyn from all counties." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Index([ u'ALAND10', u'AWATER10', u'CBSAFP10', u'CLASSFP10',\n", | |
" u'COUNTYFP10', u'COUNTYNS10', u'CSAFP10', u'FUNCSTAT10',\n", | |
" u'GEOID10', u'GISJOIN', u'INTPTLAT10', u'INTPTLON10',\n", | |
" u'LSAD10', u'METDIVFP10', u'MTFCC10', u'NAME10',\n", | |
" u'NAMELSAD10', u'STATEFP10', u'Shape_area', u'Shape_len',\n", | |
" u'geometry'],\n", | |
" dtype='object')\n" | |
] | |
} | |
], | |
"source": [ | |
"print shp.columns" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Brooklyn is called \"Kings County\" in the official data." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>ALAND10</th>\n", | |
" <th>AWATER10</th>\n", | |
" <th>CBSAFP10</th>\n", | |
" <th>CLASSFP10</th>\n", | |
" <th>COUNTYFP10</th>\n", | |
" <th>COUNTYNS10</th>\n", | |
" <th>CSAFP10</th>\n", | |
" <th>FUNCSTAT10</th>\n", | |
" <th>GEOID10</th>\n", | |
" <th>GISJOIN</th>\n", | |
" <th>...</th>\n", | |
" <th>INTPTLON10</th>\n", | |
" <th>LSAD10</th>\n", | |
" <th>METDIVFP10</th>\n", | |
" <th>MTFCC10</th>\n", | |
" <th>NAME10</th>\n", | |
" <th>NAMELSAD10</th>\n", | |
" <th>STATEFP10</th>\n", | |
" <th>Shape_area</th>\n", | |
" <th>Shape_len</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>850</th>\n", | |
" <td>1.834120e+08</td>\n", | |
" <td>67602622.0</td>\n", | |
" <td>35620</td>\n", | |
" <td>H6</td>\n", | |
" <td>047</td>\n", | |
" <td>00974122</td>\n", | |
" <td>408</td>\n", | |
" <td>C</td>\n", | |
" <td>36047</td>\n", | |
" <td>G3600470</td>\n", | |
" <td>...</td>\n", | |
" <td>-073.9507774</td>\n", | |
" <td>06</td>\n", | |
" <td>35644</td>\n", | |
" <td>G4020</td>\n", | |
" <td>Kings</td>\n", | |
" <td>Kings County</td>\n", | |
" <td>36</td>\n", | |
" <td>1.841828e+08</td>\n", | |
" <td>180787.127251</td>\n", | |
" <td>(POLYGON ((1836337.944400005 559988.3202999993...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3075</th>\n", | |
" <td>3.598582e+09</td>\n", | |
" <td>5468555.0</td>\n", | |
" <td>25260</td>\n", | |
" <td>H1</td>\n", | |
" <td>031</td>\n", | |
" <td>00277280</td>\n", | |
" <td>None</td>\n", | |
" <td>A</td>\n", | |
" <td>06031</td>\n", | |
" <td>G0600310</td>\n", | |
" <td>...</td>\n", | |
" <td>-119.8155301</td>\n", | |
" <td>06</td>\n", | |
" <td>None</td>\n", | |
" <td>G4020</td>\n", | |
" <td>Kings</td>\n", | |
" <td>Kings County</td>\n", | |
" <td>06</td>\n", | |
" <td>3.604052e+09</td>\n", | |
" <td>286325.134354</td>\n", | |
" <td>POLYGON ((-2087220.451999999 68202.4560000007,...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>2 rows × 21 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" ALAND10 AWATER10 CBSAFP10 CLASSFP10 COUNTYFP10 COUNTYNS10 \\\n", | |
"850 1.834120e+08 67602622.0 35620 H6 047 00974122 \n", | |
"3075 3.598582e+09 5468555.0 25260 H1 031 00277280 \n", | |
"\n", | |
" CSAFP10 FUNCSTAT10 GEOID10 GISJOIN \\\n", | |
"850 408 C 36047 G3600470 \n", | |
"3075 None A 06031 G0600310 \n", | |
"\n", | |
" ... INTPTLON10 LSAD10 \\\n", | |
"850 ... -073.9507774 06 \n", | |
"3075 ... -119.8155301 06 \n", | |
"\n", | |
" METDIVFP10 MTFCC10 NAME10 NAMELSAD10 STATEFP10 Shape_area \\\n", | |
"850 35644 G4020 Kings Kings County 36 1.841828e+08 \n", | |
"3075 None G4020 Kings Kings County 06 3.604052e+09 \n", | |
"\n", | |
" Shape_len geometry \n", | |
"850 180787.127251 (POLYGON ((1836337.944400005 559988.3202999993... \n", | |
"3075 286325.134354 POLYGON ((-2087220.451999999 68202.4560000007,... \n", | |
"\n", | |
"[2 rows x 21 columns]" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"shp[shp.NAME10 == \"Kings\"]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"There are two Kings Counties in the US, so we can narrow things down by looking at the state [FIPS code](https://en.wikipedia.org/wiki/Federal_Information_Processing_Standards). [New York is ```36```](http://census.missouri.edu/geocodes/?state=00). We can then deduce that the Kings County we are looking for has FIPS code ```G3600470``` (note that NHGIS uses a modified FIPS code system)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"brooklyn = shp[shp.GISJOIN=='G3600470']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x114eac890>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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Onz/PqchIapcqlSGfTZyHZVms2rOHb9etI/zUKVuzXL9+nepVqtA+MDDNpoq+\nW9sPH2bSli38GRJiy/El67FjpCHz3SslKZaQkMDMmTN5f+hQuHaNBqVKMaRZM0oXLIhL0uQ2VQMC\naFGjBt27dCEhIYGSpUsDUKBAgdvuM6evLwCurq439r9hA51q18bb0xOAInnyUCRPnvT/cOJ0jDGc\njoqiXbt2tuawLIsnn3iCnMbQpEIF23JUDQggYtEi9uzZQwUbc4ikhkpDFmdZFvv27WPhwoV8PXYs\nPm5uPHb//dQqWfJfZ8F7uVUrjp07x4b9+5m/Zw8A/v7+PD1gAPv37+fXlStvrlu4cGHgRiFxd3dn\nyu+/M3fbNrrffz9ta9TAU8+guKfl9/Vlzpo1xMfH427Tn4X33n2XdStX8mmPHuky86OjXJJKy9Qp\nU/jwo49syyGSGjo9kQVdvXqVNWvWMG/OHBYtXMjV2FiCSpWicblyVClWzOG/OKf+/jvfJhWEM2fO\nkD9/fkqVLEloWNjNdfo99hiHDh3iyJEjnDt7lvv8/Dh65gyWZZEvd2561a1L6+rVbf3LWuxjWRZv\n/PQTLbt14+133snw40+aOJG3Xn2Vzx95hDw+Phl+/L8LO32a9xYs4Mjx4051gahkTjo9IQ7bunUr\nS5YsYdf27RwMC8PNze3mzHy7Q0IoUaAANYsV481WrSiZP3+KfmjfX7r0zdKwc+dOALp27Xrz/ZCQ\nECZNnkzFokWJjY3Fv2hRrkZH80TTpvwWGsq+Y8cYv3IlLatWxd3VNQ0+tWQ2xhieb9GCpz77jM5d\nulC+fPkMO/aMGTN46YUXGNWzp1MUBoCS+fPjYQzr16+nfv36dscRuWsaaciE9u/fT92gIFpUqkQh\nPz+K5c2LMYaExEQSExMpkT8/vt7eaXKsc9HRbA4L48ulS4m7epUff/yRLl26ADd+ixwxYgQfDR9O\n5cKF2Xv6NG6enlyOjmZQcDDZPT1JsCwaZYIJfyR9Ldi2jRVHjrB52zY8PDzS/XjfTZrEy0OG8GG3\nbpTMnz/dj3c3Zq5fz+W8eZnyww8AnD17lk2bNtGmTRubk0lmY8dIg0pDJmBZFomJiSQkJBAWFsaD\nDzxA1xo1aFWtWoZlOHTmDP2+/hr/ggWpEBhI7379yJYtGx07diSblxdxV69Su3RpEiyL7QcPkpiY\nSJvatRkUHJzuU/WK87Msi6GzZ1OzeXNGffZZuh5r3LhxvPfWW4zo3t0pZyS9eOUKj44bR+jBg8yc\nOZO333qxzHxMAAAgAElEQVSLqIsXOXr0KEWLFrU7nmQiKg0plJVLw4kTJ6h7//2cPHUKFxcX3N3d\nGfTAAzxYtWqGZ7kcF8f56GjmbdnC6tBQcvr4cDTpQTxurq5cT0igSL581CpenIXbt3MtPp4OQUE8\n27JlhmcV53PxyhWemjiR7374gRYtWqTLMcLCwqhdowZf9u6NvxNP2fzRggVsDAujTKFCDGjShCV/\n/EGRoCA+GTXK7miSieiaBrlFTEwMD7ZowUPly9P98cftjkMOL68bsz66uhIZFUWFAgU4ly0bMbGx\n+GbPTl4/P/YdO8bxs2d5olkzjl64QIdateyOLU7Cw82N/L6+zJszJ91Kw6xZs2gYGOjUhQGgT4MG\nNCpblvtLl8YYQ4eaNRkwYQJD332XHDly2B1P5F/p8l0n9vW4ceR2caFbnTp2R7nFwYgIAPo2acL3\nAwfSqFIlzl+6xMutWvF0y5a4u7nhky0br7Vtqzka5KazFy9yIDyctu3bp8v+ExMTmfLdd9RPmlvE\nmRXw86NOmTI3L1Au4OdHtYAAzRgpTk+nJ5xUQkICxYsV49WWLSmfNBeCM0hITKT5++/j7eXFwpdf\nvvmXXkJiIq5Jt5Bdjosju6enbrOUf9h19CjvzZnDpO+/p23btmm672/Gj+fLESMY3avXzcnKMpM/\njx3j019/JezwYVx1t5E4QM+ekJuWLFmCr6enUxUGgGPnzgFQv3z5W0qBa7J7znN4eakwyG1VKVaM\nYV260Ld3b2bOnOnQNgkJCRw6dOi270VGRhJUqxYfjxzJG6+9xqDmzTNlYQCoWKQI2d3cWLhwod1R\nRP6VSoOTOn78OAFOeOV3AT8/+jdvTscaNeyOIplUoL8/I7p355kBA5j47bd3XH/cuHEElivH7Nmz\nb1keFxdH29atuc+yGPPpp9QtXZoyBQumV+x0Z4yhY/XqfPLRRxw9epRffvnF7kgi/6DTE06qz6OP\n4hMRQaegILujiKSLY+fO8cqMGbzxzjsMeuaZ264THx9PyYAAOlWtyg8bNvDJZ5/xaO/eJCYm0rVz\nZyIPHeKNdu24npCAq4vLLSNemdH1hAQeGTeOuPh4ricksOuPPyhRooTdscRJ6e4JAW7c0750yRJG\ndutmdxSRdFP0vvv4tGdPXh42jJiYGF559dV/rDNr1izy5chBu1q1qBIQwCtDhhAdHc3+/fs5vHs3\nH3btiosxWWYuEDdXV8b26UMOLy8m//47oz/9lC/GjLE7lshNGmlwQrt376Zl06ZMGTBA1wZIlhdx\n6RKvzJhBj8ce4/1hw275M98yOJiaOXPSvFIlAE5FRvLyjBl4urvzWc+e+GTLZlfsdBdx6RJPTJjA\n0ePH8U16mqxIcroQUoAbF0H+11MoRbKSvDlzMqpnT36aMoXBzz3HX78AXLhwgXXr11OvbNmb6xbM\nlYuv+vTJ8oUBbvx3qV2qFN+MH293FJGbVBqc0KL586lRrJjdMUQyTK7s2fnk4YdZsXAh/R9/nISE\nBGbNmkXtMmXI9rdnVfhky5blC8NfOtWsyejPPuP69et2RxEBVBqcTkxMDFu2bqVa8eJ2RxHJUD7Z\nsjGiWze2//YbvXr0YMqkSTQqU8buWLYqW6gQebNn/8edIyJ2UWlwMmvWrKFskSJk9/S0O4pIhvP2\n9OSDrl058uef7Ni1i6BSpeyOZLsO1aszasQIu2OIACoNTmf9unVUzMT3mouklpe7O+927MjnvXvj\n6e5udxzb1StblpMnTrBx40a7o4ioNDib0P37KZQrl90xRGzl4eZGyfz57Y7hFFxdXGhXvTqfaLRB\nnIBKg5PZunUrpQsUsDuGiDiRh6pWZeXKlf86nbZIRlFpcCIXLlzgbEQEAfny2R1FRJyIt6cnHWrW\n5JUXX7Q7itzjVBqcyJ49eyhRqFCmfeCOiKSfzkFB/LpiBUePHrU7itzDVBqcyN69eymi6xlE5Day\neXjQuHx5vps0ye4ocg9TaXAix48d4z5vb7tjiIiTalWlCuO//lqTPYltVBqcSPjx4+TOkcPuGCLi\npEoVKMB9OXKwcOFCu6PIPUqlwYkcDAujgJ+f3TFExIm1qVKFT0eO/MfyhIQEIiIibEgk9xKVBieR\nkJDAjl27KFuokN1RRMSJNS5fntADB9i+fTsAFy9e5JOPP6Z40aJULF+euLg4mxNKVqbS4CT27duH\nn48PvrqmQUT+g5urK+2rV+ftN95g8ODBBBQtyrIZM3j9oYcomTcvU6dOtTuiZGEqDU5i7969lND8\nDCLigFbVqxOyaxent23j6759eb1NG8r5+9OpZk0+GTHi5uPFRdKaSoOTCA8PJ49GGUTEATm8vJjY\nvz9PNm1Kfl/fm8urFy9OYlwcS5YssTGdZGUqDU7ixPHj5FZpEJFUMMbQqWZNRg4fbncUyaJUGpxE\nwvXruLjo2yEiqdO0YkVCQkLYuXOn3VEkC9JPKSeRv2BBLsbG2h1DRDI5d1dXPRVT0o1Kg5MoUKAA\nl65etTuGiGQBbapXZ+HChZw8edLuKJLFqDQ4iT27d9sdQUSyCJ9s2WheqRKff/aZ3VEki1FpcAIL\nFixgyqRJPN6okd1RRCSL6FirFt988w2XL1+2O4pkISoNTmD61Kn0qltXz50QkTRTKFcuqhQtysQJ\nE+yOIlmIQ6XBGHPEGLPLGLPDGLM5adkMY8z2pK/DxpjtydZ/zRgTaozZa4x5INny6saYP4wxB4wx\no5Mt90jaX6gxZoMxpmiy93onrb/fGPNo2nxs53L40CH8c+e2O4aIZDGda9Xi01GjSEhIsDuKZBGO\njjQkAo0ty6pmWVZtAMuyuluWVd2yrOrAz8BsAGNMINAVCAQeBL4yxpik/YwD+lmWVQYoY4xpkbS8\nH3DBsqzSwGhgZNK+cgFvA7WAIOAdY8z/z2SSRRw9doyCuXLZHUNEspgKRYqQ08ODOXPm2B1FsghH\nS4O5w7pdgWlJr9sBMyzLum5Z1hEgFKhtjCkA+FiWtSVpve+B9sm2mZz0ehbQNOl1C2CZZVkXLcuK\nApYBLR3MnClER0cTdekSeXPmtDuKiGRBnWrUYOSHH9odQ7IIR0uDBSw3xmwxxjyR/A1jTAPgtGVZ\nh5IW+QPHk60SnrTMHziRbPmJpGW3bGNZVgJw0RiT+z/2lWXs37+fovnz43JzMEZEJO3UL1eOUydO\nsHHjRrujSBbgaGmol3Qa4iHgaWNM/WTvPQxMT+Nc98xP0AMHDlBY1zOISDpxdXGhXbVqfPrxx3ZH\nkSzAzZGVLMs6lfTPCGPMHKA2sNYY4wp0BKonWz0cKJLs3wsnLfu35cm3OZm0z5yWZV0wxoQDjf+2\nzarbZRw6dOjN140bN6Zx48a3W83pnDlzBj8vL7tjiEgW1rJqVXp99RXh4eH4+2epwdp7yurVq1m9\nerWtGcydHqFqjPEGXCzLumyMyc6N6wretSxrmTGmJfCKZVlNkq1fHviBGxcu+gPLgdKWZVnGmI3A\ns8AWYBHwhWVZS4wxA4GKlmUNNMZ0B9pbltU96ULIrdwoJS5Jr2skXd+QPKOVWR8F+9wzzxC3bx8P\n16tndxQRycK+XLqUso0bM1zXN2QZxhgsy8rQkXlHTk/k58aowg5gI7DAsqxlSe9142+nJizLCgF+\nBEKAxcDAZD/Rnwa+BQ4AoZZl/fX81m+B+4wxocDzwKtJ+4oE3udGWdjEjbJyS2HI7H7/7TfKFy5s\ndwwRycIsyyKnlxc///ST3VEkk7vjSENmkFlHGsLDw6lQrhw/PvccHm4OnSkSEbkrRyIi+N+qVcS6\nujL9xx8JDAy0O5KkETtGGvSTykZTpkyhfmCgCoOIpLkLly/z/YYNrN27l1dff51nn30WDw8Pu2NJ\nJqefVjbZvXs3H3/0EZ/06GF3FBHJgpb+8QfHY2MJPXiQXJo8TtKInj1hg7i4ODq2b0//Jk0oni+f\n3XFEJAtqUbkyB8PCNIW0pCmVBht89OGHFPL2pkWVKnZHEZEsKneOHDQsV44vv/jC7iiShehCyAy2\nd+9e6t1/P+P69iW/b5Z7jIaIOJFj587xwg8/cCw8HG9vb7vjSBpz1lsuJY0cPXqU4KZNeapZMxUG\nEUl3Re+7jwqFCzPx22/tjiJZhEYaMsiJEydo3KABDwYG0ql2bbvjiMg9Ys/x44xcupSDR47gpju1\nshSNNGRRR44coX7dugSXLavCICIZqkKRIuTy8mLWrFl2R5EsQCMNGaBxgwaU9fLSVNEikuEuXrnC\n6F9+wfW++/h11W0f3SOZlEYasqBz586xbft2OgUF2R1FRO4hsdeu8c2qVfT++mtK1a7NeF3XIGlA\nJ7jS2bRp0yjt769ZH0Ukw2wKC+OL5ctp1rw5e6ZN05MtJc3o9EQ6WrJkCY/27MnoXr0o6OeHMRk6\niiQi95iomBjGrVzJgXPnGD9hAsHBwXZHknSk0xNZyJ9//kmvHj14u317cmXPzqDvvmPDgQN2xxKR\nLCr8wgUGfvcd5Rs0YM/evSoMki5UGtLBqVOneKhlSwY2a0aFwoUZ9csvHI6IYG94uN3RRCQLCr9w\ngRenTePdDz7gs9GjNZGTpBuVhnTQrk0bGpUqRdMKFZixYQORlkWp4sUJ1HlFEUljJyMjeXHaNIZ+\n8AFP9O9vdxzJ4lQa0sEDDzzAij17mL5uHfN37uTDkSM5c/o0tUuVsjuaiGQxOw4fxtPbmx56Yq5k\nAF0ImU7mzZvHoIEDmfHjj8yYNo3I3bt5vEkTu2OJSBZjWRafL13KRU9Plixbhqenp92RJIPYcSGk\nSkMaOXfuHPHx8RQsWPCW5bt376Zh/fp8068feXx8bEonIllZQmIiw+bNI1+ZMkyfORMXFw0i3wt0\n90QmdeXKFZo2asSHH3xwy/LExET69elDnwYNVBhEJN24urjwWps2HNy9m2effRa7f4mSrEulIZUs\ny+KJfv04cewYly5evOW9r8eN42pUFK2rV7cpnYjcKzzc3Bjarh2/LlrEB3/7BUYkrag0pNKYL79k\n67p19G/WjOjo6JvLw8PDeevNN3nugQdw0aROIpIBcnh58UHHjowfO5YJEybYHUeyIJWGVFi7di1D\n336bt9u3xy97di4nKw1PP/UUratWpXi+fDYmFJF7TR4fH4Z37szrr77KvHnz7I4jWYxKQwqdOnWK\nLh078lKrVvjnzk2hXLlYu2EDJ06cYO7cuezcupWeeqqliNigcJ48vN+xI3179+aXX36xO45kISoN\nKTR+/HhqFy/O/aVLA1AkTx6uxMbS77HHGDRgAM+3aKGHVImIbcoWKsS7nTrRu2dPxnz5pS6OlDSh\n0pBC5yMiKOznd/PfjTHMfeklfK9coVHZslQNCLAvnIgIULFIET7r1YvPR4ygV48exMTE2B1JMjnN\n05BCj/bsSYHLl3moWrUMPa6IyN2Ki4/ni6VLOXTpEnPmzSMwMNDuSJIGNE9DJrBlyxYGP/88ixYv\nJl/OnHbHERG5Iy93d15q1Yq2gYHUr1NH1zlIimmk4S5MmjiRV158kYeqVKFemTKUKlAAo9spRSQT\n2X38OENnz2bF6tVUqVLF7jiSCppGOoUyojR89dVXvPf224zs3p2i992XrscSEUlPK3fvZuK6dWzZ\nvv0fU99L5qHSkELpXRq+GD2akcOHM/LhhymUK1e6HUdEJKP8sHYtWyMiWLt+PdmzZ7c7jqSASkMK\npWdp+PPPP6lcuTLTn3uOAsnulhARycwsy2LkokV4FCzInHnz9JCrTEgXQjqhiIgIAgoWVGEQkSzF\nGMPgli05tncvr7z0kt1xJJNQabgDHx8fvL287I4hIpLmPNzcaF+9OjNmzNDkT+IQTVl4Bzly5CD2\n6lW7Y4iIpLlLsbGMW7GCqTNn6k4wcYhGGu7Ax8eHmLg4u2OIiKS5nzdtolXbtjRv3tzuKJJJaKTh\nDnx8fLii0iAiWZCXuzvevr52x5BMRCMNd5A9e3auxMXpfJ+IZDmFcuUibP9+u2NIJqLScAdubm6U\nKFaM7YcP2x1FRCRNFcqVi4OHDtkdQzIRlQYHfDhyJJ8vXUqUnhAnIk7k582bGTB5Mq/++CMrd+++\n6+0L5c7N0ePHNZIqDlNpcEDnzp3p1bcvb86aRVx8vN1xREQAOH3xInGWReX69Zm+YwefL116V9tn\n9/TE092dM2fOpFNCyWpUGhz0wfDhVKtThw/mzSMhMdHuOCIiPFK/Pq0DA1k0dy4vvPgia0JC7nof\nhfPm5eDBg+mQTrIilQYHGWP49rvv8MiblzHLl2s4T0RslzNbNjoFBdGzTh1mTp9O3LVrhF+4cFf7\nKOjnp9IgDlNpuAseHh7MmTePsEuXGLdihUYcRMQpNC5fnu3bt/PKK6/w6syZnIuOdnjb/NmzExYW\nlo7pJCtRabhLOXPmZM3vv3MGeGf2bK5otkgRsZm3pycNAgPxzp6dJwcN4rWZM4mOjXVoW912KXdD\npSEFcufOza+rVlG2Vi2enjyZX3bs4KoukBQRG7WoWJFvx4/njTffpGFwMFPWrnVoOy93d8JCQ9M5\nnWQVKg0p5O7uzoSJExk3cSI7Y2LoMXYsE1at4szFi2my/4TEREb98gsjFi0i7PTpNNmniGRdlYoW\n5WpMDF+PG8e777/Psj///M/RhmPnzjF8/nzGrlzJU08/nYFJJTMzWeGCPmOMZffnCA0N5cvPP2fK\nlClUDQigXbVqVClWLMUPgVkTEsKcvXsJKFmSPJcu8UjDhmmcWESymhPnzzNk2jRmz5/PV2PGkOPc\nOR6uV++WdY6fP8/U9evZdvgwLwwZwjPPPouPj49NiSU1jDFYlpWhTxrTSEMaKV26NF+MGcOxEyfo\n3L8/49aupf/EiSzYto3Ya9fual+WZTFj82beHTaMoKAgYh089XE6Kor5W7dqEiqRTGzGhg18vWJF\nirb1z52bnN7eeHt78/KrrzJ3+3biExIACL9wgRELF/L81Kk0aN+eQ0eO8Pobb6gwyF3RSEM6sSyL\nFStWMHrUKNatX0+LypVpW706hXLluuO2Ww4e5NuNGwnZv5+xY8eyavp0nn3ggX+sdy46mi+XL8fL\n3Z083t4s+eMP6tWvz2+//Ua9cuVoV60aZQsVSo+PJyLpwLIsOnz2Gb6+vnSqWpW2NWo4tF3oqVOs\nDAnh9/378c2Th207duDl5UWzxo0JcHHhdHQ0G8PCePa553h+8GB89ZCqLEEjDZnE2rVrGT58OJGR\nkf+6jjGG5s2bs/CXX9i+cyf+tWoxaPJkxq9adcf9z9i0iTfefhsXFxd8fHxuO9IQcuIEg777joZt\n29LpySfJW60am7dtY8GiRRw6coTGnTvz7rx5jFq8OFWfVUQyVpG8eRk4aBBT1q1j55Ej7A0PZ8zy\n5fywdi0xye7WSkhMZO2+fQyZNo2h8+ZRokEDFi1fzu6QELy8vAB4/a23+HnbNmq0bMnBw4d5Z+hQ\nFQZJFY00pMDkyZPp06cPAHVq12bISy/RqXPnO24XFRVFlYoVeaJ+feqXK3fbdfYcP86IpUs5dOQI\nbm5u/Pzzz3z5/vsMbd/+5jpLdu3im9Wrmfjdd7Rr1+62+7lw4QLVKlemb926NCpf/u4/pIjYYv7W\nrZz18aF33760btWKQgUK0KdvX/bv28fSJUvoXLs2Hq6uzN2+nfyFCjHk5Zfp3Lkz7u7ut92fZVkp\nvrZKnJsdIw1uGXmwrKJ3796UL1+exg0b0qhQIfo/8QSt27TB09PzP7fz8/Nj5qxZtHnoISJjYmhz\nm6HHGZs388prr+HmduNb4+Pjc/OaiOsJCfxv1Sp2hIezdv16AgMDATh58iSdO3SgcpUqvPjyy5Qo\nUYKeDz9MUECACoNIJlPO35/vZsygUZMmnDx1ity5c9/8ob93717effttrl+/zo9z51KnTp077k+F\nQdKSRhpSoWO7dhSOj2fjoUO8+N57dO3a1aHtQkNDadOqFc1KlqRLUNDN5YfOnOG1WbM4cuwY2bJl\nA2DDhg3079WLj7p25Z3Zs8lTpAgzZ83Cz88PgIiICOrXrcv9/v5YwMIdOygWEEDC5cuM6tEDd1fX\nNP/cIpK+Dp89y0cLF1KqQgUmfvcd+fPntzuSOCFd05DJDBg0iBX79vFAhQr8b+xYh7crXbo0zw0e\nTPjfromYuWkTg1944WZhgBsjDVeuXmXuli0UDQxk8dKlNwtDZGQkzZo0Icjfn8caN6Zv48b88PTT\nNC9WjLfbt1dhEMmkiufLx5jevckdG0v5cuX4eORIrl+/bncsEZ2eSI2mTZtyPjqagLx5Gfvrrxw5\ncoSAgACHtr106RLZkp2DDL9wgS2HDvHT3yZZ8fHxIfrKFRbu2sWipUtxTSoC0dHRtAgOpqyvL481\nanRz/WweHrSqXj31H05EbOXu6kq/xo1pXqECn40fz/Fjx/hizBi7Y8k9TiMNqeDq6srDPXrw+759\nNKtQgW8nTHB424tRUXgnKw0/bd7MUwMGkDNnzlvW8/HxISIykqJFi1I9WRl48YUXOH7oEN3vv1/n\nLEWysGJ58zKsc2cWzJ7N+P/9z+44KfLD1Km0atmSzZs32x1FUkmlIZUe7dOHFSEhtKxcmUnffktC\n0kQqd3IxKgrvpAsnz0dHszokhMEvvPCP9f6aeOWZwYNvWf7WO+/QsVs3+n3zDV8uW5Zm01eLiPPJ\n4eXF+5068fqrr7JmzRq74zjMsiyGvvMOLw8eTLHERNo8+CC9evTg5MmTdkeTFFJpSKWqVauSw9eX\n2GvX8PXyYvny5Q5tdzEqiuxJpWHW5s088sgj5M2b9x/rubu788ILL9ClS5dblhcuXJix48ax78AB\nitepw1MTJzJq8WLCL1xI/YcSEadTOE8eXmvThi4dO3Lo0CG749zR1atX6dWjBz99/z1f9u5N17p1\nmdS/P+bkSSqWL88Hw4YRFxdnd0y5S7p7Ig18MGwYWxctoniePBx2cWHO/Pl33KbNQw9Ry8eHagEB\nPDpuHLt276Zo0aL/uv6QwYPJnScPAwYOJHfu3P94//z584z+7DO+GjuWGsWL83ijRuTTJC4iWc7c\nLVtYEhrK5q1b/3E601lcuHCBtq1a4RYTw6tt2uD1tzkkTkZG8s3q1Rw6f55PPvuMzp076zRrCuju\niUyqZ69erA4JoVH58qxYuZKzZ8/ecZtLFy+S3dOTuVu30rZdu/8sDACubm4M/+ADSgQEMPCppwgL\nC7vl/Tx58vD+sGEcPnoUr8KF+WXnzlR9JhFxTu1r1SIwTx66deni8OnQjBQWFkbtGjUo4u7O2x06\n/KMwABTKlYt3OnTg+WbNeGPIEB5/7DEbkkpKqDSkgYCAAALLlWP38ePUDwxk8uTJd9wmOjoaF2OY\nu20br7/55h3XH/zCC7i7u/Npz55E79tH7Ro1aNuqFb///jvJR1ly5syJl7s7BZNuyxSRrOfp5s2J\nOHKEl1980e4ot1i7di11g4JoV7EiTzZtissdRg+qFS/O4w0bcjgTnG6RG1Qa0kjvvn1ZuXcvD1aq\nxDdff83tTpeEhoYyevRomjZqRNjBg2wKC6NRo0aULVv2jvsvWLAgnTp2ZO3+/fRLmo+hBNCrSxdq\nVqvGjBkzuH79OlFRUWzctIlit7k+QkTSz4XLl2ny7rtsOHAg3Y/l5urKW+3aMWv6dCZNnJjux3PE\ntGnTaNe6NS8++OBtZ7v9N+ejoynk75+OySQt6ZqGNBIZGUnRIkWYPmgQz3z/PVN/+olatWrx22+/\nsWDePBYuWED0pUsElSpFuQIFOHvpEgt27mT5ihXUcPB/sAMHDhBUqxb9GjXioWrVcDGGhMRENhw4\nwOxt2zgbE4NPjhxUypuXAc2b6xyhSAZKtCx6fvEFp6OiyOPjw3cDB5Ij6cFR6eVoRAQv/PAD8xct\nol69eul6rH9jWRbvvfsu48eO5f3OnSlxl7NXTv39d/LUqMGIkSPTKWHWZcc1DSoNaah7ly5EhIYS\nkDs3yw8cICoqioD8+alVrBhBpUtjWRYLdu7k9717adOmDc+/8AI1a9a8ZR/z5s7l6LFj9O7d+7ZP\no9u5cydPPfEEl8+d45ng4Fsefb0vPJzj58/TvFIlFQYRm2w9eJCXpk4FYEjr1rSqXj1d/3/cHBbG\np0uXsmnrVooVK5Zux7mda9eu0a9PH7avX897nTqRJ+kW8bvx5bJlNOzWjeeeey4dEmZtKg0p5Cyl\nITY2lkd79mTHpk08WLkyzSpWxNvTkzUhISzYtYsLsbE8PWgQjz/xxG1vr5w6ZQovPPcclYoWZevB\ngzz88MM8+/zzlP/bQ6cSExOZPHkyr7z0EvVKl+axhg3JmWzqaRGx1+W4OB7/3/84ExVFNk9P3u7U\niaBSpdKtPMzatInVR46wccsWcuTIkS7H+LsLFy7Qrk0bXKOjeaV1a7J5eKRoP+/OncvAN974x23l\ncmcqDSnkLKUBbvxAf+vNNxk1ahSuLi64uLhQq0YNnhsyhNatW9+cBvrvZsyYwTMDBzKye3eK58vH\nuehoFm7fzqJdu6hQoQLPJ23/19Mv4cYpkUEDB7J40SLGPvYYhXLlyqiPKSJ3YFkWC7Zt47NFiwCo\nWLw4j9arR80SJdK8PFiWxae//IKnvz+z5sxJ033fzsGDB2kRHExNf3+eaNIEV5eUXx733A8/MHbS\nJOrXr+/wNqGhoVy6dMnhU7tZlUpDCjlTafiLZVlcvnyZuLi4244qJPfTTz8xsH9/PurenZJ/Ox8Y\nn5Bwc6Ti/JUrPNa3LwULFSJbtmxERUXx0Qcf0KhcOR5v3BgPNz1KRMTZHDh1ilemT6fvE0+wYO5c\nsru48PwDD6T5xcqX4+Lo/sUXXL5yJU33+3fr1q2jY7t29KxTh7Zp8EO717hxrFm/npIlS95x3YSE\nBEZ98gkfDR+OMYaZs2bRvHnzVGfIrFQaUsgZS4OjZs+eTf9+/fioWzdKFSjwn+vuP3mS3/btIzYh\ngXzuGEMAACAASURBVKvx8bgYQ8uKFalQpEgGpRWRlFi7bx9jV65kw+bN/LJ4MW++/vrNC5rTimVZ\nPPDBB8RcuYJHCk8V3Mm0adN4ZuBAXmndmtqlSqV6f5Zl0fLDD4mMisLb2/s/1w0JCeHRnj3hyhVe\naNmSiEuXeG/OnHu6OKg0pFBmLQ3z5s2jX58+DO/alTIFC9odR0TS0cwNG/hl71769utH0WLF+OC9\n96hWqBBPNm2aquH9v6zes4cxK1Zw4uRJvNLhro3ly5fz6MMP/x97dx2X5fU+cPxzI6mEAoqohKCE\nYAdgd2J3os52zthXN3XmZk2nmzF1xmxnY7ciIoqBKKiYhIUipXTdvz9EfjJR4CEeGef9evma3HHO\n9cjguZ5zn3MdfunZ85MRUUXdePKEJSdP8vLVq89ek5yczKKFC/ltyRIGN2yIc+3a6fUffAID+dnV\nlb0HDtCsWbM8iakwEUmDggpj0nDkyBFcBgxgXs+e2Ig1yoLwnyfLMt4BAVx98oQbQUFExcaib2BA\naQ0Npjk7p29gp4izfn785ebGqbNnqV69eh5G/f/mzp3Lw7Nn+SaP3pyfhoUxcds29h44QNOmTTO9\nxtfXl0H9+6OelMTENm0om0nROp/AQCZu3szhw4dxdnbOk9gKC1FGuog4ceIEgwYM4OcePUTCIAhF\nhCRJ1LawYHTLlqz/5ht61KlDYnw8+ubmTNyxg9cK7lTref8+6y5c4KybW74lDAAP7t2jXB5Vmn0b\nF8dPe/awYNGiTBOGpKQk5syeTZNGjWhZsSILe/XKNGEAME+bG9K6des8iU34MpE0FLDTp0/Tv08f\n5nTrRpUKFZQdjiAIStLbyYlmlStz984dWjo7893WrdzP4ZbRwW/e8Nvx4xw8cgR7e/t8ivS9B/fv\nUz6TzfJyKjklhZ9dXenWuzfDR4zI9Jpffv6ZA1u3snboUDrUrPnF1SbXnzzBuW3bfJvHIWQkkoYC\nJMsygwYMoLqJSZaTHgVB+O8b1KgR7W1tcd23jzHffce03bvx8PfP1r3R8fHM2r+fRYsX4+DgkM+R\nwpPAwDxJGs74+qJpYMCSpUszPR8SEsLyP/7gx44dKZ2NXTxvBAXRvlOnXMclZI9IGgqQJElcunyZ\n0jY2DF67lkM3bpCSmqrssARBUKJudesytEEDVvz+OzPnzGHV+fPsvnIl0/1rPkiVZX49epQ2zs4M\nGz4832OMiooiLi4O/TwoHHU9KIihw4d/tmbNjOnTaVOt2mcfR3wsVZa59ugRbdu2zXVcQvaIpKGA\nWVhYsGvPHo6dOsXNqCiGrV/PxXv3vvgLQhCE/7YWVasypUMH5s6ezU8zZ+IeHMyyEydI/szW19s8\nPEjS0mL5ypUFEt+jR48wMTLKdVGqlNRUrn/hTf7evXvs27uXfvXrZy+ukBBK6etTsWLFXMUlZJ9I\nGpQkKSmJ9s7OLFi6lN2+vkzYvh3f4GBlhyUIgpLUtbRkXo8ezJkxg+EjR4KhIX1XreLPM2e4/+JF\n+geLS/fvc8LPjwOHDhXYc/xHjx7lScXZu8+eYWpigvFnlphPnjSJPo6O2S6Lf+3xY9q1b5/ruITs\nEyUElcTb25v5P/+MLEn06dOHMmXL8uv69VQ0MOCbxo3F1taCUATZlC/Pkn79mDpvHhMnT2bx0qVs\n3bKFBVu2oJKaSsNKlTh66xZHT5ygbAHOi3r48CHGCmxG9W/n796lRZs2nz3vdfUqjdu1y3Z7N4KD\nmf+//+U6LiH7xEiDkpiZmWFrZsaG4cOJe/iQVcuXY21tjZ65Od/v3Mkfp06JRxaCUASZGhryW79+\nzJ0zh0qVKvHLvHkEBAezfe9edO3sWPPXXzg6OhZoTPfv3s3RcktZlnnz7h2XHzxgq7s7c1xdGbh6\nNQe8vCj/hWXmO3ftYvHRo4RERmbZR3R8PA+ePaNJkybZjkvIPTHSkI+GurgQERHBD9OmffJDbm5u\nTkhEBAY6Ogxp0oS+9etz6tYtXL29SU1NJSQiQklRC4KgLBExMVzy96ehjQ0ltbXx9/fHzs4OSZJw\ncnLCyclJKXE9fPCA2p9Z0pkqy7wID+dhSAiPX73iSVgYD54/R5YkqletSu169WhVpw41a9bEz8+P\nSePH8/LFC1q0bEm7du0yzJNo2bIlP06bxuyVK/l9wAA01dQ+G5N3QACODg5oZfEoIyoqCg8PDzp0\n6KDYixcyEBUh88mNGzdo37o1PevWxdXbG9OKFZn60084OzsjSRLR0dGUNjTk2A8/ZPihSZVl/J8/\nx8LI6Is/MIIg/LfEJyUxdO1abOzteeTvj0358vQZO5ahQ4cqOzRKGxjwp4sLpUqUIDA0lEchITx6\n/fp9gvD0KSVLlqRG9erUqVeP2mkJQvny5TP8bouKisLWygqX+vV5EhrK7kuXuHbtGnXq1MnQlyzL\n9OvTh7CHD5naseNnJ18uPX6cZn36MHHixC/GPnL4cPbu3cub8PB825pcWUQZaQV9jUlD6xYtsNXU\npGvduqSkpnLh7l32XLuGaokSzP75Z7p27YpBqVJsHDGCUiVKKDtcQRCUbJ+XF4GSxOFjx9AuXpze\njo6oVKzIug0blBpXdHQ0Ojo62JiZERgSgmn58tSsVYva9epRq1YtatSogYGBQZbtjBoxgpe3bjGx\nXTvc793jzNOnuHt6ZnptbGwsTg4ONCxfnp6ZPIqRZZl+f/7J+YsXsbGx+WyfV69epUPbtqSmpnLD\nxwdzc/Nsv+7CQBlJg3g8kQ88PDy44+vL5JEjASimokJze3ua2dlx+cEDfvr+e2b99BMqKiq8iowU\nSYMgFHEpqakcvHmTf/bvB6Cknh7Hb9+mX40aSo4MSpQowfbt27GwsKBq1aqUUOD31aVLlziwbx8b\n0mpKnPP3x+W77z57ffHixTl05Aj1atfGokwZaltYZDgf/OYNqurqWFtbf7aN5ORkhg8dyoimTXF/\n9IgbN27855IGZRBJQx6TZZkfJ09mgJMTav8qXiJJEvWtrXGysuLKw4fsvXYtT3a3EwShcLvy8CGl\ny5ZNn7Mw5JtvqFW7Nl26dFFyZO9/b/Xr1y/Dsdi07bdVVd+/hQQEBHDhwgX09PTQ1dXN8F8tLS2G\nurgwpkULtDU1eRsXh/fjxxzs0eOL/ZqZmbFr7156du3K8kGDMP5oyefVx49p27btFx83bFi/HrXE\nRFpWrcqLiAiuXb1K9+7dc/EvIYBIGvLc6dOneR4UROtWrT57jSRJOFlZ4WRlVYCRCYLwtXK9eZNJ\nM2akvwn+/MsvSo7o816/fk3D+vVp2KABGzdvBuDy5cuMGD4cpypViE1MJCY+npj4eKLj4oiOjaWR\nnR2NbW0BuHD3Lq1atkRPTy/Lvpo2bcpPs2Yx67ff+GPgQLTS6lJ4P33KD6NGffHekFevsDU2RpIk\nrIyNOX35ci5fuQAiachTH0YZBtavL0YQBEHIlsevXvEsPJyePXsqO5QshYeH07xJE2obG3P86FE2\nb95M8+bN6dmzJzOnT6dT9eqfPEqA978bPyRE5+/fZ/aSJQCkpKSQkJBA8eLFP9vnd+PHc+3qVZYc\nO8ZPnTuTkJyMb0AAzZs3/2Ks1tbWuLu6AmBlbMyvR49miENQjHhny0Ourq7ERETQ1M5O2aEIglBI\nuN64wdhx4wrFLo0zf/qJ0qqqjGjenCkdOrBiwQJqVatGKT09wiMj2f6ZT/Mf3qhDIiMJfP2apk2b\nsmbNGipbWFDG0JChLi54e3t/9t51GzYQIcvsunyZW4GBVK9WDd0sNrOysrLiWXg4AAY6OqgVK0ZQ\nUFAuXr0AYqQhz6SkpDD9xx9xadAAFZHJCoKQDRExMbjfu8fGo0eVHUqWDh48iKenJ+8iIpAkiZoV\nK1Izbc+Hd3FxBL95Q2oWq9jO+PpSQkcHK0tLKpcty8QWLahgYMBxHx+c27ShgokJ306YQJ8+fTIk\nUVpaWhw8coS6tWphoKVF/yweTQBUrlyZ4FevSJVlVCQJmwoVxGTIPCCShjzyzz//UCwpScxTEAQh\n2454e9Oje3dKF4Ky8WNHj6ZvnTo0yqQMtI6WFnYmJlm28To6GnsjI3rVq0fFMmXSj/dr0IDeTk5c\nefiQpXPnsnf3blwPHULlo8e8JiYm7N63jxYtWtA+i/0mkpOTWbRwITpaWiSnpKCuqoqlgQFXvbzE\nZMhcEnUa8kBSUhLWlSsztnHjTJ/nCYIg/FtSSgr9Vq3ivLs79p+ptvi1ePHiBXY2NuyfODHf5wQk\nJicz5Z9/6NCzJ/MWLPjkfEhISJb7bixYsIB/1q9nVteu6dt5X37wgNPPnnHO3T1f4lYGZdRpEHMa\n8sCmTZvQ19AQCYMgCNnmducOVatW/eoTBgAvLy/szMwKZBKhuqoqs7p2ZfOGDezYseOT89nZqCs8\nLAxHC4v0hAHeT4a8eeuW2NMnl0TSkEsJCQnMmTmTIQ0bKjsUQRAKCVmWOeDtzfdTphRovxs3bODG\njRs5vs/z0iWsC/ARSqkSJZjTvTvjxo7l2rVrOb4/NTX1k7llBjo6qKuqEhgYmEdRFk0iacilNWvW\nYG5gkK3neYIgCAB+T5+SALTLwTbQufX3xo1MnTKFNi1b4uHhkaN7PS9exPYLu1PmB0sjIya2aUNn\nZ2devnyZo3tTU1PJbEzEunx5hZIm4f+JpCEXYmJimP/LLwwWowyCIOTAaT8/rGxsiImJKZD+Tp48\nyeTvv2dx37784OxMZ2dnzp49+9nrg4OD2bRpE/7+/iQlJeHj64tNAScN8H4Tr7j4eEJCQnJ0X2pK\nSqaPUsxKluTQwYN5FV6RJJKGXFj+xx/Yly9PpWw8YxMEQQB48+4dXWrXJu75cxzr1cv3/m7dukX/\nPn2Y2aULpoaG1LW0ZEaXLvTq0YNjx46lXxcdHc34ceOwsrSkRtWqbFq2jAaOjkyaNAljfX20NTXz\nPdYPUmWZjW5ubPXywt3Dg5o1a+bs/tTUTJOGmPh4tm7blldhFkliyaWCIiMjWbJ4Mcv691d2KIIg\nFBKpsswP//xDSEQExTU0GDJsWL729/TpU9q3acPYli2pZmaWfryGuTlzu3VjUP/+rNu4ka5duxIa\nGsr69etZOnAglY2NUZEknoWFsejoUaqZmuZrnB+LS0xk0ZEjJGppcf3mTYWWo6amplIsk6Shf6NG\nnL9/X1SGzAWRNChoyeLFOFhaYmpoqOxQBEEoJLwePqSEnh5hjx/j5eVF3bp1862vyMhI2rRqRafq\n1WmWSZVaOxMT5vXsycABA4iOicHc3Bw1dXVK6+qmTyKsYGDA8oEDsyzapKiEpCTO+vnxIiKC0NhY\nXkVFEfz6NZ06dWLt+vVoaGgo1G4JbW1C4+M/Of7xZMiKaYWphJwRSYOCoiIjuRkYyFFvb9rWqCH2\nmhAE4YtSUlP5++JF5i9bhqamJk2aNMm3vhITE+ncsSO2+vr0cnT87HVWxsbExceTkpJCsWLFqFG1\nKg9fvsShcuX0a+KTktI3ispLD1++ZOGRI1SytaVBy5a0qVgRMzMzzM3NMc3lyEbTZs2Yefhwpuc+\nTIYUSYNixDudglasWsWBI0fwCgtj2Pr1XLh7V6z/FQThs47dvEmZChXyvSKhLMsMHjQIOTKSMS1b\nfnEYXpIktDQ0iI2NBaCOgwMP0yYdpqSm8veFC3RZsoToTD61KyolNZUdly7x4+7dzF64kBOnTzNz\n5kwGDhxI48aNc50wADRu3Jh7QUHEJyV9cq6SoSHXrl7NdR9FlUgacsHR0ZELHh6s3bSJA/fuMXbz\nZq4/fiySB0EQMoiOj2eLhwcr/vwz35+lT582Dd+rV5nWqVO2RkC1NDTSV3HUqVuXx2FhvIiIYOK2\nbbyQJIzLliUkMjJPYguJjOR/O3fiHxvLzVu3GDhwYL78e2hra1OzenUu+ft/cq5y2bJcvXIlz/ss\nKkTSkEuSJNG6dWu8b91i9q+/ssbDgym7dnHv+XNlhyYIwldi26VLdOzUKcerAHLqr7Vr2bZxIz93\n746mmlq27tFUV08faahduzY3Hj7k282bGfLtt5w8cwYbK6tcJw2yLHPi1i3GbNpEv+HDcbt4MU9G\nFL5k/q+/ss7NjZiEhAzHrcuVE5Uhc0EkDbnk5+fH+O++w8vLi+lTp+IyZAgtu3Zl8vbt+TZ5SBCE\nwuNZWBinfH1Z8Ouv+drPsWPHmP7jj8zv1YuSJUpk+76PkwZLS0t69+nD+QsXmDhpEioqKlS0tOR1\nVJTCcUXFxjLX1ZVD9+7h5u7O5ClTMmxElV8aN25M2/bt2fSvvSb0tbXRVFMTlSEVJJKGXFq0YAEX\nDh+mRfPmmGtr4+7qypLFi3GuXVtskS0IXxAZE8MJHx/Co6OVHUq++svNjSk//ICRkVG+9XHjxg0G\n9uvH7G7dqGBgkKN7NdXV0x9PqKiosG7DBqpXr55+3tzCgtfv3ikU19VHjxi5YQM1mjbF28eHatWq\nKdSOopYsW4abvz/3X7zIcFxUhlScWD2RC2FhYRw6dIhNo0ZRTEUFDVVVNNTUGNywIQY6OsoOTxC+\nWqmyzLxDh1DR1WX1uXNYlStHo0qVaFKlCnrFiys7vDxz48kTnkZFMXHSpHzrIzAwEOd27Rjfpo1C\n5ew/HmnIjLm5OadyWLkyPimJdefP4xUQwI49e2jevHmO41LE27dvuXDhApIkpf/p2Lkzv588yUoX\nl/Q5Hh+2ye7Ro0eBxPVfkq2kQZKkQCAKSAWSZFmul3Z8HDAGSAaOyrL8oyRJZsA94MMMlCuyLI9J\nu74WsAnQBI7Jsjwh7bg6sAWoDbwBesuyHJx2zgWYDsjAPFmWt+TyNeeZ5X/8QSNbW0r9ayiwvL6+\nkiIShMIhOSWFhKQkYt+8Yd78+ZQuXZq9u3YxaPVqqpia0qhSJRrZ2KCjpaXsUBXyNCwMr4cPcb15\nk+WrVytcbyArERERtGnVih61a9PY1lahNjRUVb9YztrU1JRXb99mu737L16w6MgR6jZogO/Ro5Qq\nVUqhuBSxYvly1q1aRQVDQ2QAWUYGSuvqkpCURPG074OVsTEnxWRIhWR3pCEVaCrLcsSHA5IkNQU6\nAlVlWU6WJOnjKkePZFmulUk7q4FvZFm+JknSMUmS2siyfBL4BgiXZbmyJEm9gV+BPpIklQJmArUA\nCbghSdJBWZYVf8CWR2JiYli1ciVL+/VTdiiCUOioq6ryx8CB+AQGsu3PPwkOC+P7yZNZtWYNbm5u\n7Ni6lTWrVlG9YkUaVapEAxsbSuTTG29eO3/nDivPnKFLly6sGj2aTp065Vtfo4YPp2rp0nR3cFC4\nDU01tSxHGp6HhmZZRTElNZV/PD054O3N8pUr6ZcPvxvj4+PZsmUL2trambZ/7MgRRjdvnqHORGas\njI1ZeOSIqAypgOwmDRKfzn8YDSyUZTkZQJblN/+6PmMDklQW0JFl+cM+p1uALsBJoDMwK+34XmBF\n2t/bAKc+JAmSJJ0C2gK7shl3vtm2bRtWZcuKipCCoCBJkqhZsSI1K1bk/osX7N62jfnz5jFm7FjW\n//03GhoaHDp0iB1bt7JyxQpqWVrSuHJlnKys8qXYUF5ITE7mz7NnOXHqVL5We/zgjp8f43NZJCqr\nkYayZcuioaHBq6goypYsmek1icnJzN6/HzV9fW7euoVJHu36++7dOy5fvswFNzfOnz3LLV9fYuPi\nAD5JGt6+fcut27eZ0aJFlu1+mAwZEBCAhYVFnsRaVGR3IqQMnJYk6ZokSR+KpVsBjSVJuiJJ0nlJ\nkup8dL25JEneacc/bAFZHnj20TXP0o59OPcUQJblFCBKkiT9j4+nef7RPUpVu3ZtHrx8yYW7d5Ud\niiAUetblyjGjSxd+HzCAW6dOUcnCgulTp9K4cWOOnjhB8LNnDJ44kSsREfRavpxfDh7kwt27JGRS\nvEeZXkdFUbx48QJJGADCIyPRzeUcEH0tLQIDAj57XpIk6tWrx91nzzI9n5iczJwDByhvY8NZN7c8\nSxhCQ0MpU7o0U8eN46mnJ12trFjh4sLO8ePR1dbm1atXGa6/dOkSusWLE5HNibViMqRisps0NEh7\n3NAeGCtJUiPej1KUkmXZEZgC7E679iVgmnb998AOSZK0cxjXVz9eVKdOHc6cP8/q8+dxE4mDIOQJ\nEwMDJrVvz7phw3h96xZVq1Rh0IABhISEMHjwYE6dPUtgUBC9Ro/G7eVLev7xBwsOH+bS/fskJicr\nO3xUVFRITU0tsP4iIiPRzeW8j0pGRtzIokJig8aNuffy5SfHk1JS+OXgQUpbWrJj1y5UVfNubr2O\njg6pqan82rs3Q5s2pa6lJQsOH8blzz+JiY1lz549GWNs0ACXYcMYu3kzi44cITA09IvtWxoYiMqQ\nCsjWd1iW5Zdp/w2VJMkVqMf7EYD9acevSZKUKkmSgSzLYUBi2nFvSZIe835U4jnwcQpaIe0YH517\nIUlSMUBXluVwSZKeA03/dc/5zGKcPXt2+t+bNm1K06ZNM7ssT9WoUYPOXboQ9PhxvvclCEVJaV1d\nRrVoQb/69Tl4/ToNHB1p2LAhP82aRd26dRkxYgQjRozg1atX7N27l51bt7L4yBHq29jQxMqK2hYW\nqBYrVuBxG+roEBEZSXh4OPr5PCE6Li6OlNTUbBdx+pxKZcuy3sPji9c4OTmxfd26DMeSU1KYd/Ag\nuiYm7N67F7VcxvFvmpqalNTVJTw6mtK6ugBoaGhw7vx5tLS0qFChQobrdXV1WbBwIT9OncqqlSuZ\nsmwZVcqVo4+DAzblPx2gtjI25sTly3kac35zc3PDzc1NqTFkOdIgSVLxDyMFkiSVAFoDvoAr0Dzt\nuBWgJstymCRJhpIkqaQdtwAqAU9kWQ7h/WOHetL7mSeDgINp3RwCXNL+3hM4l/b3k0ArSZL00iZF\ntko79onZs2en/8nLhMHHx4eB/fuza9cu3mYyg1hLS4vjt25xwseHlAL8hCEIRYGulhYDGzVi25gx\nmKak0KldO5o1asSZM2eQZRkjIyPGjh2Lx5Ur3L1/n9b9+7PP35+ey5ez9Phxbjx5UqA/l+qqqjSz\nt2dxPhdyAggPD6ektnauJ/IZlypFRFQUERERmZ5PTU0lISEB/6Cg9NGcVFlm4eHDaJYty74DB1DP\npzkmpiYmGapRFldXJy4ujlq1alGmTJlM79HT02Pa9OkEBgfTbdgwfjl6lB927eJ2UFCG66yMjfHx\n9S1UlSGbNm2a4b1OGaSs/sEkSaoIHOD9vAZVYLssywslSVIDNgI1gATge1mWL0iS1A2Yy/vRhlRg\npizLx9Laqk3GJZfj045rAFuBmkAY0EeW5cC0c4P5/yWXv2S25FKSJDm/vvEtmjZFPSqKt0lJ3A4I\nwMnBgW69etG5c2eMjY0BuHLlCr169KBL1ap0y8UsZkEQviw5JYUzvr7suXYNPQMDps2cSdeuXSn2\nr1GF4OBgdu3axc6tWwkODqZ86dJoqqmhoab2vp6Kqira6ur0cnBAXzunT0+/7FlYGN/v3MmrN2+y\nvjgXbt++TXdnZ9YNHZrrtibu2MGyv/5K/8C1ccMGDuzbRxkjIw4fPoyelhaNKldmQKNGqEgSWy5e\n5N67d5x3d0dTUzPX/X9Oz65dsZIkWqUVhZrt6sr4WbPo2rVrtttITExk7NixnD16lI0jRmQ413fl\nSi5dvVpoJ0NKkoQsywX6OD/LxxOyLAfwPjH49/EkYGAmx/eT9tgik3M3gKqZHE8Aen3mnk28TzQK\nnIeHB/fv3mXTyJGoFitGTEICVx89Yv+6dfwweTKVK1Wie69eVK1alXfv3tHAxkYZYQpCkaFarBht\na9SgdfXqeN6/z+zJk5k6ZQo/Tp/OwIED0z/xmpqaMnnyZCZPnkxQUBDPnz8nNjY2w59bN28ydtMm\nfurcWaGiSJ+jV7w4MWkz/PNTWFhYnhXCsjA05ObNm+lJg2WlShw/eZJhzZuzrF+/DLVnvB4+5Liv\nL963buVrwgCgpqaG/NFkVy01tUxHfL9EXV0dv1u36Fq79ifnTEuXxs/Pr9AmDcogKkJ+wU9Tp9LP\nySn92WgJDQ2a2dnRzM6OpJQUbgUG4nnoEJvWrGFCmzYY6ekpOWJBKBpUJImGNjY0sLbGJzCQdUuW\nMHP6dL6fPJkRI0ei/dHogZmZGWZmZpm207J1a4a6uNDPyYkuderkyZp974AAahZAueSwsDB08uhN\nu6KBAd7XrqV/3bhxY+rWrk1pXV3KlSrFm3fveBYWxtOwMDZ7eOB6+HD6SGt+ik9IQPWjuRIl1NRw\nPXAAJycnrKysvnjv8+fPGTZkCH3692fyjz8yaexYWlerhkZae6Fv33L/+XMaNGiQr6/hv0YkDZ9x\n4cIFHj94wE//Gs76QK1YMepYWlLH0rKAIxME4YNPaj1s3Zpe62H8hAkYZLEPQ8eOHbly7RpdOnXC\n/+VLJrRtm6saELIss+f6dWYtWqRwG9kVHh6OTh4UvEpMTubOixeolS2bfkySJGbNnUuP7t1Zdvw4\nmpqaVLKwwNrWlvV//03Dhg3Tr3369ClzZs2iZKlSGBgaYmBggL6+Pvr6+rx9+5ZGjRpl+X1ITEzk\n3bt3n1yXmJCA+kerQ/o6ObHv2jUaODhgbW3NiDFj6NGjB8X/NeKya9cuvh09muLFivGsSROmT5/O\njm3b2HzxIiPSSlrvvXqVIUOGZBmbkFGWcxoKg7ye0yDLMo3q16ehkRFta3zyZEYQhK/Y07Aw9nh5\n4e7vj4uLC/+bMiXL2gGxsbGMGDYML3d3ZnXtmuNNnz5wvXYNt+BgvG/dyvedHOfPn4/f8eOMyEYx\no895GhbGLwcPUrVOHTZu2oRu2iqFDx49eoShoSElP1PUCeDNmzfY2dpiqa+PeZkyRCclEZ2QwLv4\neK77+zN//nymTp2a4R5ZlvHz8+P06dOcPHaMS56emJmacsffP8N1rZs3p7mxMY7/qvCYlJLC9vzd\nXwAAIABJREFU5QcPOOnnx91nz+jTpw8jRo3CwsKCMaNG4eHmxo/Oznjev49Vq1bMmDGD169fY29r\ny9xu3TDQ0WHEhg343b1L+UxWVhQWX+WchqLoypUr3PD2ZtyYMcoORRCEHPpQ62Fgw4bsu3aNqlWq\n0LlLF6ZOn47NZ+YdFS9enK3bt7N69WrGT5vG0MaN0dXSIi4xkbjExExXYPz7UYb/q1c8fPOGYydP\nFsjWz29CQ9HNxeOJs76+/Hn2LD/Pn8/o0aMzfTRTqVKlLNsxNDRk+86d9O/dm8mdOmXYi2f9uXMk\nxMdnuP7AgQOMHD4cTVVVapmbU9/UlJFjxtBvxQri4+MzzJNISEhALZOls2rFitHY1pbGtra8iori\n5K1bdGjdmqiYGFpXr86aIUPQUlfn8oMH6asjypQpw+8rVjBzyhQsy5Rh1OjRhTphUBYx0pCJyMhI\nZs+cyaZNm2hia0svBwexCZUgFFJv4+I4eP06rjdu0KhRI6bPnPnFio1eXl7M+ukn1FRV0dHRoYSO\nzidLCjP7fVO6TBkmT5mSYT5FfhrUvz9G797RoVZm2/x8XkJSEqvOnOHO69fsO3CAGnk0mvrjlClc\nOHKEeT17opKWgHj4+3Ph9WtOn3u/ij4xMZHKFhZ826wZdf/1aHfExo384+pKrY9ej1PduvS1t6fa\nZ+akfCwlNZXQt28zlLreeP48ls2bM2vW+10KZFmmY/v2XPHy4klg4CcjK4WNGGn4SpQsWZLfly/n\np5kz+X3ZMsatWkVdCwt6OzhgYWSk7PAEQciBD7Ueejg4cOzmTTq1a4eNrS3TZ82iRYsWn3zCdnBw\n4MTp00qKNvvC3rzBKoc7SAa/ecPPBw9S08GBm6dP5+mb5s/z5tHg3Dn2XLlCbycnAKpUqMCS48dJ\nTU1FRUWFTZs2Yayj80nCAFCxTBlu376dnjTIsszLkBBK1KnzybWZKaai8sneGCqSREpKSvrXkiSx\neds2goKCCn3CoCz5P4ZWiBkaGuLj7U19Jyf0ra2ZuncvM/bt+2wNdkEQvl5a6up0d3Bgy+jROBgY\nMNLFhdo1arB3795MSz8nJyfj5+eHm5vbV1kAKCwsLNslpFNlmR+2b8dl1Sr+N306u/bsyfM3TTU1\nNXbv3cuea9fwf/6+2K++tjbampo8fPgQgBW//45pqVIkf/RG/oF5yZL43LyZ/rW7uzvFZBmLzxRx\nyg6JT0eFDAwMMoxmCDkjkoYvuHr1Kj43blAhJYVzp05haWGBgYUFU3buxCvth0AQhMJFLa3Ww7ph\nw+hma8vsKVOwrlSJ1atXs3LlSoYOHkzNqlXR1dGhY+vW9OvZk1kzZyo77E+Eh4dna7OqG0+eMGbT\nJq4+esSOHTsYOWpUvm0HbW5uzuq1a5l36BAxCQnA+9GGK1euALBp61ZCVVUZtmED7vfuZbjXwsgI\nn482kPpzxQraV62aq1glSSrQvUCKAvF44iOenp4cOniQAQMHYm9vz9LFi+lcqxY9HR3p7uDAWV9f\n9l6/jook5WkxGEEQCt6/az3sWbsWbQ0NLAwNGVavHhYdO6Klrk54dDT/27ABNTU1ZnxFyUNEVNQX\nRxoehYSwwd2dV7Gx/Prbb3Tv3j3fkoWP9ezZk9MnT/L7iRNM69QJq9KluXjhArVq1eLy5csY6Ovj\n+eYNa8+epa6lZfoSVwsjI3yPHUOWZSRJIiY6Gp1cbsYlSRKySBrylJgI+ZGhgwfj4+7Oy3fvMDA0\n5Pnz52wdMwbtj2bzyrLM27i4PKvEJgjC1y/s3Tu+37GDkePGMXXaNGWHgyzLqKupcWzq1E9WF7yO\nimLTxYtcDwxkxqxZjBo1Ks83k8pKXFwcNatXp6udHealSzNq3TpMy5almokJ9uXLU93MDCM9vQxJ\njCzLdFu2jHsPHlC2bFm2bNnC+iVLmNutm8JxbHN3x7BuXRZmUTfj2bNn6OnpoaOjo3BfyiAmQirZ\npYsX+V+rVliWLcvtoCDiEhMzJAzw/pskEgZBKFoMdHRY3Lcv3y9fjrqaGt9PnqzUeN6+fYuGunqG\nhCE6Pp6dly9zzMeH0WPG8M/UqUqb7Hfq1CnehIaiqa6OdblyHP7hh09+l/6bJElUKlcOX19fypYt\nS6dOnRg7ejQxCQmUULCIVdqbapbXde3Uia49ejDtK0gIv3ZiTkMaX19fXoeGYmFkhIokUcPcHKcs\nypQKglB0lNbVZUnfvixbvJg/li1TaixhYWGUTPtUnJSSwj4vLwavXYuGuTl+d+8yf8ECpSUMC+fP\nZ9Q33zC3e3ea2NoCZJkwfGCmr8+tW7eA96vY6js5cfnBA4Vjyc6cBi8vL67fvImvj4/C/RQlImlI\nM27MGAY3bkyxAijKIghC4VRGT48l/frx64IFrFqxQmlxhIeHo6OlxTk/P4b+9RcPk5M57+7Oxs2b\nlVqw6M2bN8ybN48VLi5UqVAhx/dXNDTMMBmyT//+eDx6pHA82Ukali5eTHN7e/z8/BTupygR75C8\n383y0YMHdKhZU9mhCILwlStbsiSL+/Zl3ty5rFmzRikxhIeH4x8UxOEHD9i8cycnTp+matVPNhAu\ncP/88w9O1tYYKjg3wNLIKH2kAaBz587cePSIuMREhdrLbMnlx54/f87JU6cY1aoVj548yVDTQcic\nSBqA2TNm0NfBIX03S0EQhC8pV6oUi/v2Zfb06WzYsKHA+69Xrx6HDx/mho8PzdM2YPoabFq/npZV\nqih8f3ENDZ6/eJH+tb6+Po4ODgo/olDJYqRh1cqVtLCzo7SuLvEJCXh6eirUT1FS5JMGLy8v7vr5\n0bp6dWWHIghCIVJeX59f+/Zl2uTJbNm8uUD7LlmyJM7Ozjne4+Ls2bNERUXlS0yPHj0iKDiY2hYW\nCrexzdOTb8eNy3DMuXNnrgQEKNZgFksuT588ST0LCxKTk4H3Za6FLyvyScPsGTPo7eCQ6aYogiAI\nX2JqaMiivn3538SJbN+2TdnhZGnksGFUNDPjj99/z/M3SA0NDZKTk0lVcPn73WfP8Hv+nB9+/DH9\n2K1bt1jwyy84VqyoUJsSfHGkob2zM9cDA/Hw96dZo0a0yMWOoUVFkU4a/Pz88L5xg3Zi+2tBEBRk\nXro0i/r0YcK4cezetUvZ4XxRvXr1aGZtzdY//2Tk8OF52raJiQnW1tZcf/w4x/fKssza8+eZv2gR\nJdJ2ybx69SotmzVjVNOmNLe3VyimrJZc9u3XD3d/f074+TFs1CiF+ihqinTSsHb1alrZ2aGuKspV\nCIKguIplyrCgd2/GjhrF/v37lR3OZzVo3JhEoK+jI4/zoRR+v4EDcVdg/oHb3btIxYszaNAg4P2+\nE+3btGFS27Y0tbNTOJ6skgYbGxuMjIy4//w5Xbt2VbifoqRIJw1V7Ow4dvs2R7y9lR2KIAiFXKWy\nZZnXqxcjvvmGgwcPKjucTDVo0IA7z56ho6VFRGRknrffs2dPLvn7ExUbm+17EpOT2XDhAr+vWIGK\nigonT56kW+fOTO3YMde1cv69y2VmRo8bx6hRo9DKZcnqoqJIJw2jx4zh4qVL/H7sGNHx8coORxCE\nQs7K2JhfevRgqIsLR48eVXY4n7C3tyc0LVmIiIjI8npZlrn50c6TWTE2Nmb48OG4rF7N2rNnefPu\nXZb37Lt6lVp169K0aVOOHTtGv969mdW1a64mVH4sq4qQo0ePZtHixXnSV1FQpJMGAB0dHfR1dbNd\nsUwQBOFLbMqX5+cePRjUvz8nT55UdjgZqKqqUrtmTZ6FhREeGUl4ePgXr/fz86NWrVrc+9eOlF/y\n27Jl3L5zh9LVqzNs3TqWHj9OeHR0ptdGxMSwx8uL337/HYC5s2YxsW1bqpqaZv9FfUZCUhK3nj4V\nIwh5rMgnDd7e3lgpsYKaIAj/PVUqVGB2t270692bM2fOKDucDBo1bYpPUBBd6tXDycGBp0+ffvba\n06dPo6GmRqeOHbO1h8MHpqamLF+5kkdPnqBpasoeL69Mr9vi4cEgFxcqV65MfHw8vn5+eTLCEBQa\nyrdbtlDG2pq5v/yS6/aE/1fkk4Yb169jYWCg7DAEQcgjAa9fM/jPP5X+yLGqqSkzu3ald48enD9/\nXqmxfOy78eO5GxaGfvHitLC0pL6DA3fv3s302hNHj9LMzo5HCqyIADA0NGT4iBHcf/36k3MBr19z\n8f59Zs2ZA0BCQgIlSpRg7blzRMbEKNSfLMsc9/Fh0vbtTJkxg1179ihtD47/qiKfNLi7uWFtbKzs\nMARByCOlSpQgKDSUjosWcSwHz+PzQ3UzM6Z37kyPrl3x8PBQaiwflC5dmnNubrj6+KCnpcUgR0ea\nNGzI5cuXP7nWz8+PpJQUvp80KcM21jlRr1497gcHk/Kvegl/ubkxY+ZMSpUqBYCenh73Hz7ErG5d\nhv71F3uvXCEpB2WdYxMSWHj4MAfv3uWChwfDR4xQOGbh84p00hASEoLPrVvUyaMJN4IgKF/JEiU4\nN3MmtS0sWHzoEO0XLCAmIUFp8dSqWJGpHTvSpWPHTN+YlcHU1JQz58+z8eJFTA0N+V+7dtSvX/+T\n+Bo1asQ5Pz86ODsr3Jeenh4m5cvz5NWr9GNXHz0iNC6OMWPHZri2VKlS/LFiBZeuXOF+YiIjNmzA\nKxtLQx++fMnov/+mfLVqePv4YK9gXQcha0W6QMG5c+eoZWmJhpqaskMRBCEPSZLEkoEDuRUUxIRN\nm3BeuJAZ3bsrXCQot+pYWjKlQwc6tm/PsZMnqVevnlLi+JiNjQ0tW7bk8atXtK9ZE4ty5T5ZUdGz\nTx+OnzxJgwYNctVXg0aNmLp7N8U1NZGA8Ldv2b5zJ2qf+d1ra2vLqbNnOXr0KBPGjeOgjw+jmjXD\n1NAww3WyLON6/TrbPT1ZvmoV/fr1y1WcQtaknExu+VpJkiQr8jrmz5+P7/HjjBSlQwXhPys+KYnh\na9fyLCwME0NDVgwZgl7x4kqJ5fKDByw9cYITp09Tu3ZtpcTwsZ07d/LdmDH84OzM9YAAqnfowNSp\nU9PPJyUl4ePjQ926dXPVT2xsLC9evECWZWRZRlNTE9NsrpBITExkxfLlzJ83j5Z2dgxs2BBtTU3e\nxcXx2/HjRMoyew8coFKlSrmKsTBKK15VoM9ginTSMHL4cDSfP6frV5D1C4KQv07fvs38AwcAmNG9\nO83s7JTyzNvD358/Tp3i9Llz1PgKSti7ubnRp2dPNCWJeo0asXvfPmWHlKnXr18z7ccfOXjgAJ1q\n1uSEry/de/dm8W+/oaGhoezwlEIkDQpSNGlo27IlDQ0NaWhjkw9RCYLwtQl9+5YBK1aQmJyMrYkJ\nc3v2xFBHp8DjuHD3LqvOnuWsmxtVq1Yt8P7/7dmzZ5iYmABZF0NSNh8fH+b//DP9Bw2ic+fOyg5H\nqUTSoCBFkwZ7GxvGN2lCZbF6QhAKjQt371KuVCmFf25TUlPZcvEiW9zcAPhfp060r1GjwEcdzvn5\nsdbNjfPu7lSpUqVA+87MrJkzmfvzz8THxxfZT+6FjTKShiK9euLZixeU0dNTdhiCIGSTT2Ags/fs\nYcqOHQp/Ii6mosKQJk1YOXQoAEsOHWLCtm28zEZZ5bzU3N6eYY0b06JpUx4osMlTXhsxciTwvuCd\nIHxOkU0a3r17R0JiIrqixKggFAph796x4PBh1NTU6FSnTq5HBuxMTDj8ww80r1aN20+e0G/5cq7k\nw86PWcWQlJiIn59fgfabmfJplXHd3d2VHInwNSuyScPTp08pq68vin8IQiGQnJLCzwcPUsfREX0d\nHQY0bJgn7WpravJTly782KULAFN37CAwNDRP2v6cVFkmJiGBRyEh/G/HDubMm0e3bt3ytc/sio6O\n5vvvv1d2GMJXrMjWaXj69ClGJUsqOwxBELJhvZsbRhUrsmvXLiqUK0dkTAyl86g8sCRJtKlenbDo\naNadOcPMvXtZ4eKSZ8syw6OjmePqyqvISKLj4oiLj0dLQwMdbW1mzp3L6NGj86SfvFCiRAllhyB8\n5YrsSENwcDCG2trKDkMQhCzEJCSwx9OTTVu2oK2tTY8ePTh1+3ae99PL0ZFK5cuTqqrKLwcPkpyD\nEsafk5iczJwDB2jXvTvXfXx48fIlSUlJRMfG8vL1668qYRCE7Ci6SUNQEIZKKvAiCEL2ldDQwMHG\nhqNHjwIwfORITt25k+dLA1WLFWNCmzYkxMcj6eiw5uzZXLUnyzIrT53CvEoV5i9YQIUKFdDV1UVF\npfD82g0ICKCzszOj0yZJZiU1NZWQkJCvftmmoLjC839vHgt88kSsnBCEQqJX3bosnDePlJQU6tWr\nh2aJEvgGB+d5P3YmJjSyssLExASfkBCO5GIlwaEbN3j09i3bduwoVInCx5o1bsy7oCAuZGOXTlmW\nGerigmXFipTU1aVerVoMcXFh6dKlnDx5kmfPnolk4j+gyM5pCA4KorrYqEoQCoXqZmaQlIS7uzvN\nmjXDtkoVAl6/ppqZWZ73NbRJE4atW8cvixbx45QpmBoY5Lgfn8BAtnl6cuXaNXSUUDwqL6SkpPD8\n5UtqlCtHrdats7x++R9/4Onmxt6JE0lMTiYoNJTA0FA89+7ln3XrCAgJISEpCevKlbGzt6dqjRrY\n29tTpUoVKlSoICalFxJFtriThZkZszt2/GQDFEEQvj4RMTEMXrOGgKAgoqKiqF2jBltGj0ZbUzNf\n+nO/d49t16+zeOlShg0ZwopBgyibzYnTIZGRfLdlC9t37aJVq1b5El9BePv2LXppo7HXrl2jTp06\nn732zJkz9OvVi+VZ/DtFxcamJxPB4eEER0QQ+OoVcQkJWFeujH3VqthXr06DBg1wcnLK89f0XyMq\nQioop0mDLMtoaWri+r//oSl2uBSEr97WixeRK1Rg4+bNjB45knf+/gxr1izf+pNlmVn799Osa1d0\ndXT4a8UKfh8wAC119S/eF5eYyIRt2xg1YQITJ03Kt/gKSnR0NMWKFUPrC/Vsnjx5gmPdukzr2JEa\n5uYK9RMVG0vwmzcEvH7Ng1evuBYYyKt8Xvr6XyAqQhaQ0NBQtDQ0RMIgCIVAckoKR318GD9pEq9e\nvWLnzp10y+Wui1mRJIlvW7bkj99/Z9DgwTg0asSvR4+S+oUPJ7Iss+TYMRwaNWLCxIn5Gl9+Wbhw\nIf7+/ulfa2trfzFhePfuHR3ataOfo6PCCQOAXvHiVDU1pVOdOvRycKCEmKT+1SqSScOHwk6CIHz9\nPPz9saxUierVq7Ns6VKa2dmhXwDLpcvo6WFWpgwPHjzgrw0biFFTY5uHx2ev3+HpSZSKCn9t2JAn\nz+ejo6PZs2cP+/fvz3Vb2TV16lTatW2brWtTU1MZ0K8flfX06PyFRxc5FZOQgF4e1eAQ8l6RTBpE\njQZBKDyO37nDiDFjiI6O5q+1a+lVgFvZl9HTIygoCE1NTQ4ePszJO3dwv3fvk+s879/n6O3bHDpy\nBM1czLMIDw9n8+bNOLdrh7GREUtnz2bYkCE8LKDy1h3atycwKIjIyMgsr50zezaBd+/ybevWeTqJ\nMSY+Pn0uhfD1KZJJQ1BQEKVF5TNBKBRqm5ryy9y5xMfHk5iYmO0JiXmhdPHiBAYGAmBsbMzBI0f4\n4+RJHoWEpF8TFBrKb8ePs//gQcqVK5fjPkJCQli9ejXNmzTBzMSEv5cupbqWFju+/ZYFPXvS29GR\nMSNHFshyRaf69YH3Exu/5OzZs/y6aBFTO3ZEXTVvF+FFx8ejJ6r1frWKZNIQ+PgxZcTwlyAUCr0c\nHXn58iVqamro6ujwKiqqwPouo6tLwOPH6V/XqVOHlatXM3v/fiJjYngXF8fM/ftZ/NtvODo6Zrvd\nwMBAfvvtN5zq1sW6cmVc16+niZERu8ePZ3bXrrSqVg2dtLkE3evV48n9++zbty/PX9+/maUtLT1z\n6tQXr7OysqJlixZM2r6d4zdvkpKammcxxCQkUKpUqTxrT8hbRbJOQ2BAANXE8JcgFAqyLJOckoKq\nqip2Varw5NWrAhttMNLT49yTJxmO9e3bl9s+PszZtw9NNTU6d+/O0G++ybKte/fusW/vXvbu2kXw\n06c0sLGhs5UVc9q0+eKnddVixRjXqhUTxo2jbdu2aOfjo1VTU1M01dU5m8VIg4mJCYePHcPT05PJ\nkyaxd+NGhjRsSANr61w/qjjn58fbQloMqygokt+ZZ0+fimqQglBIXLh7F+OyZSlRogTVatbkyevX\nCrf1z5Ur7Ll6FXifjDwPD8cn7fFDZsqWLElQUNAnx+ctWEAFa2u0ypRh6e+/Z3qvLMt4e3szbepU\nrCwtadawITePH2dwnTrsGT+e79u1w7Fy5WwN79cwN8e+XDlmz5qVvReqIBMTE/R0dHjz5g0vXrzI\n8vr69evjcfkyy9euZaePDxO2beNWJv9e2ZGUksKas2fxDgjIVhImKEeRHGl49uIFRiJpEISvXlBo\nKMtPneJMWhnj6jVqsO3CBYXacr1+naO3bxMbF8fDkBB8g4ORJQlVVVVa2dri0rjxJ/eULVmSZy9f\nIstyhk/QKioqHDx8mNTUVFQ/etNPTU3l8uXL7Nm9m3179yKlpNDQyooJzZphU748Krn4FD6iWTOG\nrV/PkKFDsbOzU7idLylfvjzhUVE42dpy/vx5+vfvn+U9kiTRoUMH2rZty44dO/hp6lQq6OkxtHFj\nLI2MstXv8/Bw5h86RMUqVXjz5g0GBga5fSlCPilySUNqaiqh4eEFsmRLEATFJSYnM3nHDhYtWUKt\nWrUAqFq1KgEKjDTIssx2T08ueHjw8uVLHj58yMrmzalcuTKhoaFUs7PDWE+PFlWrUkxFBVmWuf/i\nBefu3SMpKYmYmJhPHguoqKigoqJCUlISbm5u7N29G1dXV/S0tKhvacnsTp2wKFMmz1YW6GtrM7BB\nA0YOG8ZFT898Kbusrq6OfsmSVNDV5eD+/dlKGj4oVqwYAwcOpFevXqxdu5apc+dSy8wMl4YNMf7C\nHIVzfn6sOnOGWXPmMO6770Q56a9ckUsaVFRU0C5enNiEhPSJRoIgfH1SZRltTU0OHzxIz549KVmy\nJLa2tgS/ekVicnKOZu2nyjIpyckEBwfTtm1bWrRokX6uTJky/LV+PV27dUNHS4v7L19y3t+fYurq\nDHRx4ZeNGz9JGFJTU3Fzc+PvDRs4cuQIFQwNqW9hwZI+fTDJx0/JnWrX5tTmzWzbto2BAwfmSx8V\nypdnr5cXicnJaGlpsX//ftq1a5ft+zU0NPjuu+8YMmQISxYvZuzy5TSvUoX+DRpQ6qNVa3GJifx5\n5gx3Q0M5fe5cemIofN2KZBnpSubmzOjQAbPSpfMxKkEQcisxOZm1587h/fw5+11dqVmzJs0aN0Yj\nJoaJbduikYOqrreDgpjr6spFT09sbW0znHvw4AHW1taUMTSkT58+DHRxoXbt2p986n369Cmb/v6b\nDevWoQa0trOjia1tgc6RuvvsGXMPHsT/4UNK5sOE0F3//ENScjJdunRBR0eHiRMnsnTpUoXbe/36\nNT/PmcO2rVvpUqcOPR0cCImM5JdDh3Bq3Jg1f/1VaDf1Ujax94SCcpo0ONWtSx97+/c75wmC8NU7\n5+fHyjNnWLR4Mf3792fwwIHcuXGDGV265GglxZ4rVwiSJI4cP57heGJiIjdv3qROnToUK1Ysw7mE\nhAQOHz7MX3/+ydVr12hmb08be3usy5VT2lD60uPHMalVi1WrV+drP5Ik0aljRw4eOpTrtgICAvhp\n2jROHj+ODCz9/XdcBg/OdbtFmUgaFJTTpKGzszM1tbRomk+TiQRByHtBoaHMOXCARs2bs/qvv1i5\nYgWLFizg21ataJbNn+XE5GQGrVnDzLlzGTly5CcJwsf8/PxYt3Yt27dvx7x0adrY2dHI1var2LMm\nKjaWb9at49TZs/k6rC9JEnY2NvhlUgVTUffu3UNLSwvzXOxVIbwnkgYF5TRpGDViBBrPntG1AMvR\nCoKQe3GJiSw7fpwX8fEcOHSIqKgoenXvjm3p0nzbunWWu1AC7PL0ZM3p0+zYsYO+fftmOBcVFcXO\nnTtZt3o1z589o3XVqrSpVo3yX+FeNUdv3sTt6VO8rl9HJZ/qGkiSRHEtLWJiY/OlfSF3xC6XBcTI\n2JiouDhlhyEIQg5pqasztVMnWllY4Fi3LoEBAdy+cwdDW1tGbdzI/S/UFngdFcXPBw+yxcODuXPm\n0KNHD+D9yooLFy7Qv29fTCpUYPeaNfSyt2f72LEMbdr0q0wYANrVqEFiVBTr163Ltz4qlCtHbFwc\n4eHh+daHULgUudUTAEZGRvgmJCg7DEEQFCBJEp3r1sW6XDm+GzOGnn36sH7jRvbt28e3o0fTrlo1\nyqZNTJRlGRl4/fYtR3x8+HbcOI54eqKlpcXz58/TJzWqpKbSxs6OLaNGUbKQ7EujIkmMa9WKqdOm\n0a17dwwNDfO8j/sPH+Lh4SHKOgvpiuTjib179/Ln/PnM7NQpH6MSBCG/RcXGsujIEVJLlGCfqyvJ\nycksmDePuNhYJElK/1NCW5sJkyZhZGTEoUOH2LxxI15eXjSpUoW21apho8RJjbm16vRpdK2s2PD3\n38oORShgYk6DgnKaNLi7uzN++HCW/et5piAIhU+qLLPz0iUO+fiwbedOWrVqleF8YmIiJ06cYNvm\nzZw4dYpqZmY0sbKioY1NtuZAfO2i4+P5Zt06XI8cwcnJSdnhCAVIJA0KymnScP/+fdo0a8amESPy\nMSpBEAqSd0AACw8f5tvx45k2fToXL15k2+bN7D9wgIpGRjS1sqJJlSroFS+u7FDz3BlfXw7dv4+3\nj0+GstbCf5tIGhSU06QhIiICMxMTDv3vf/kYlSAIBS307VvmHTrEo5cvqWBoSFNra5rZ2f3n95qR\nZZkp//zDgDFjGD9+vLLDEQqISBoUlNOkQZZlNNTVOfLDDzkqRSsIwtcvOSWFN+/eFdhIPwk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8t4hvuMJA02qFatGgsXL+aj1atlYKQQNhrQogVXLl+mQ4cOFC1aFMj8hXMxNvaeLNVepkQJvhw4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\nrkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x104402d90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"brooklyn.plot()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We will throw a 200 meter buffer around the county since this polygon is somewhat [generalized](https://en.wikipedia.org/wiki/Cartographic_generalization) and sometimes the geolocation of social media entries can be [a little off](http://www.gps.gov/systems/gps/performance/accuracy/). This buffer mostly just extends into water, but it does go into Queens a little." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"bb = brooklyn.buffer(200)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x1127a5150>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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qaGThOBDSQLZYGrZs2YK+ffuidOnSKFOmDBwdHREUFISCBQuqjkaUZdu2bcP6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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x114eace90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"bb.plot()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The buffered object above is a geoseries. Things will be easier if we convert back to a geodataframe." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"bbdf = gpd.GeoDataFrame(bb, columns=['geometry'])\n", | |
"bbdf.crs = brooklyn.crs" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The data from NHGIS is in the [USA Contiguous Albers Equal Area Conic](http://gis.stackexchange.com/questions/141580/which-projection-is-best-for-mapping-the-contiguous-united-states) projection, which is measured in meters. This allowed us to easily compute the buffer above using a common distance (i.e., meters). " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"However, social media data tends to come in unprojected latitude and longitude. So we will reproject Brooklyn to [WGS 84](http://spatialreference.org/ref/epsg/wgs-84/). This polygon will eventually be used as a cookie cutter to select just the points in (buffered) Brooklyn." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"bbdf.to_crs(crs={'init': 'epsg:4326'}, inplace=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x11a99df10>" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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IALC8EelFUlIS4i5dwoDwcNVR6DFZCIF+zZvji88+Ux2FiAgAyxuRXhw6dAghPj6cqGAi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\nR5insIgAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11a9bb1d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"bbdf.plot()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's write our results to the hard drive as a shapefile" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"bbdf.to_file('brooklyn.shp')" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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