{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Installation\n",
    "\n",
    "## I don't know what you've installed or how you've installed it, so let's talk before you run any of this.\n",
    "\n",
    "**OS X folks** can run the following:\n",
    "\n",
    "* `brew install geos`\n",
    "* `brew install gdal`\n",
    "* `brew install spatialindex`\n",
    "* `pip3 install pillow`\n",
    "* `pip3 install pysal`\n",
    "* `pip3 install geopandas`\n",
    "* `pip3 install https://github.com/matplotlib/basemap/archive/v1.0.7rel.tar.gz`\n",
    "* `pip3 install rtree`\n",
    "\n",
    "For **Windows without Anaconda**, [use this guide](http://geoffboeing.com/2014/09/using-geopandas-windows/) to install through `pip` directly from `whl` files."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Geopandas Usage\n",
    "\n",
    "## Importing\n",
    "\n",
    "You'll be importing\n",
    "\n",
    "* pandas because you love it\n",
    "* geopandas for geographic stuff\n",
    "* `Point` from shapely to help convert CSV files into something geopandas can understand\n",
    "\n",
    "and `%matplotlib inline` for viewing maps, of course."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "from shapely.geometry import Point\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Opening a shapefile\n",
    "\n",
    "Let's open up the Community Districts data. **What kind of file is it?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "districts = gpd.read_file(\"Community Districts/districts.shp\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction to the GeoDataFrame\n",
    "\n",
    "A GeoDataFrame is *just like a dataframe*, it just... has geographic stuff in it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>boro_cd</th>\n",
       "      <th>geometry</th>\n",
       "      <th>shape_area</th>\n",
       "      <th>shape_leng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>311.0</td>\n",
       "      <td>POLYGON ((-73.97299433938896 40.60881414180224...</td>\n",
       "      <td>1.031759e+08</td>\n",
       "      <td>51566.989006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>412.0</td>\n",
       "      <td>POLYGON ((-73.80168266553363 40.6663223525709,...</td>\n",
       "      <td>2.673336e+08</td>\n",
       "      <td>65933.851319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>481.0</td>\n",
       "      <td>POLYGON ((-73.83591564875908 40.7434308933925,...</td>\n",
       "      <td>4.750313e+07</td>\n",
       "      <td>53795.118705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>314.0</td>\n",
       "      <td>POLYGON ((-73.95630035122711 40.65504828183116...</td>\n",
       "      <td>8.217567e+07</td>\n",
       "      <td>49291.791502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>313.0</td>\n",
       "      <td>POLYGON ((-73.98372152615246 40.59582107821707...</td>\n",
       "      <td>8.814953e+07</td>\n",
       "      <td>65746.939737</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   boro_cd                                           geometry    shape_area  \\\n",
       "0    311.0  POLYGON ((-73.97299433938896 40.60881414180224...  1.031759e+08   \n",
       "1    412.0  POLYGON ((-73.80168266553363 40.6663223525709,...  2.673336e+08   \n",
       "2    481.0  POLYGON ((-73.83591564875908 40.7434308933925,...  4.750313e+07   \n",
       "3    314.0  POLYGON ((-73.95630035122711 40.65504828183116...  8.217567e+07   \n",
       "4    313.0  POLYGON ((-73.98372152615246 40.59582107821707...  8.814953e+07   \n",
       "\n",
       "     shape_leng  \n",
       "0  51566.989006  \n",
       "1  65933.851319  \n",
       "2  53795.118705  \n",
       "3  49291.791502  \n",
       "4  65746.939737  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "districts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>boro_cd</th>\n",
       "      <th>geometry</th>\n",
       "      <th>shape_area</th>\n",
       "      <th>shape_leng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>412.0</td>\n",
       "      <td>POLYGON ((-73.80168266553363 40.6663223525709,...</td>\n",
       "      <td>2.673336e+08</td>\n",
       "      <td>65933.851319</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>481.0</td>\n",
       "      <td>POLYGON ((-73.83591564875908 40.7434308933925,...</td>\n",
       "      <td>4.750313e+07</td>\n",
       "      <td>53795.118705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>484.0</td>\n",
       "      <td>(POLYGON ((-73.93177580884338 40.5578995623848...</td>\n",
       "      <td>1.237923e+08</td>\n",
       "      <td>247830.043391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>402.0</td>\n",
       "      <td>POLYGON ((-73.897923512633 40.75424000267809, ...</td>\n",
       "      <td>1.398945e+08</td>\n",
       "      <td>72182.746967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>503.0</td>\n",
       "      <td>(POLYGON ((-74.13319580101383 40.5363067420505...</td>\n",
       "      <td>5.990016e+08</td>\n",
       "      <td>189072.053206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>482.0</td>\n",
       "      <td>POLYGON ((-73.835900721417 40.71164137076879, ...</td>\n",
       "      <td>2.429264e+07</td>\n",
       "      <td>32007.621257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>407.0</td>\n",
       "      <td>(POLYGON ((-73.83970053362432 40.7652895884367...</td>\n",
       "      <td>3.283557e+08</td>\n",
       "      <td>139168.786464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>414.0</td>\n",
       "      <td>(POLYGON ((-73.91192551909782 40.5658138623772...</td>\n",
       "      <td>1.957296e+08</td>\n",
       "      <td>211877.538189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>410.0</td>\n",
       "      <td>(POLYGON ((-73.85722330984366 40.6502786705413...</td>\n",
       "      <td>1.716549e+08</td>\n",
       "      <td>105187.759482</td>\n",
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       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>409.0</td>\n",
       "      <td>POLYGON ((-73.81709738756452 40.70402980158765...</td>\n",
       "      <td>1.073240e+08</td>\n",
       "      <td>50763.105913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>413.0</td>\n",
       "      <td>POLYGON ((-73.74694320572226 40.63752920217553...</td>\n",
       "      <td>3.504749e+08</td>\n",
       "      <td>139785.720341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>483.0</td>\n",
       "      <td>(POLYGON ((-73.74693970012704 40.6375542347127...</td>\n",
       "      <td>1.916683e+08</td>\n",
       "      <td>107277.264943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>403.0</td>\n",
       "      <td>POLYGON ((-73.86275490196977 40.76676452492579...</td>\n",
       "      <td>8.348664e+07</td>\n",
       "      <td>41785.434175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>480.0</td>\n",
       "      <td>POLYGON ((-73.86275490196977 40.76676452492579...</td>\n",
       "      <td>3.272369e+07</td>\n",
       "      <td>45440.808811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>408.0</td>\n",
       "      <td>POLYGON ((-73.75670329167477 40.72622943266041...</td>\n",
       "      <td>2.075647e+08</td>\n",
       "      <td>69460.761676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>411.0</td>\n",
       "      <td>POLYGON ((-73.71351828172088 40.75983773083244...</td>\n",
       "      <td>2.608159e+08</td>\n",
       "      <td>97698.814612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>595.0</td>\n",
       "      <td>(POLYGON ((-74.11834169292992 40.5504596952958...</td>\n",
       "      <td>5.470213e+07</td>\n",
       "      <td>110287.441761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>501.0</td>\n",
       "      <td>(POLYGON ((-74.15945602438185 40.6414483333240...</td>\n",
       "      <td>3.769558e+08</td>\n",
       "      <td>157936.427193</td>\n",
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       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>401.0</td>\n",
       "      <td>(POLYGON ((-73.90647314610101 40.7901811752080...</td>\n",
       "      <td>1.715380e+08</td>\n",
       "      <td>90044.686849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>405.0</td>\n",
       "      <td>POLYGON ((-73.88770199204359 40.73429132275795...</td>\n",
       "      <td>2.103958e+08</td>\n",
       "      <td>70005.289342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>502.0</td>\n",
       "      <td>(POLYGON ((-74.07346627066256 40.5783856858973...</td>\n",
       "      <td>5.931590e+08</td>\n",
       "      <td>142651.899080</td>\n",
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       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>404.0</td>\n",
       "      <td>POLYGON ((-73.84750820344139 40.73900780704004...</td>\n",
       "      <td>6.573957e+07</td>\n",
       "      <td>37018.409235</td>\n",
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       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>406.0</td>\n",
       "      <td>POLYGON ((-73.82606003226817 40.71539934860222...</td>\n",
       "      <td>8.269954e+07</td>\n",
       "      <td>42743.745703</td>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "    boro_cd                                           geometry    shape_area  \\\n",
       "1     412.0  POLYGON ((-73.80168266553363 40.6663223525709,...  2.673336e+08   \n",
       "2     481.0  POLYGON ((-73.83591564875908 40.7434308933925,...  4.750313e+07   \n",
       "11    484.0  (POLYGON ((-73.93177580884338 40.5578995623848...  1.237923e+08   \n",
       "12    402.0  POLYGON ((-73.897923512633 40.75424000267809, ...  1.398945e+08   \n",
       "14    503.0  (POLYGON ((-74.13319580101383 40.5363067420505...  5.990016e+08   \n",
       "16    482.0  POLYGON ((-73.835900721417 40.71164137076879, ...  2.429264e+07   \n",
       "20    407.0  (POLYGON ((-73.83970053362432 40.7652895884367...  3.283557e+08   \n",
       "26    414.0  (POLYGON ((-73.91192551909782 40.5658138623772...  1.957296e+08   \n",
       "28    410.0  (POLYGON ((-73.85722330984366 40.6502786705413...  1.716549e+08   \n",
       "31    409.0  POLYGON ((-73.81709738756452 40.70402980158765...  1.073240e+08   \n",
       "32    413.0  POLYGON ((-73.74694320572226 40.63752920217553...  3.504749e+08   \n",
       "33    483.0  (POLYGON ((-73.74693970012704 40.6375542347127...  1.916683e+08   \n",
       "34    403.0  POLYGON ((-73.86275490196977 40.76676452492579...  8.348664e+07   \n",
       "35    480.0  POLYGON ((-73.86275490196977 40.76676452492579...  3.272369e+07   \n",
       "44    408.0  POLYGON ((-73.75670329167477 40.72622943266041...  2.075647e+08   \n",
       "45    411.0  POLYGON ((-73.71351828172088 40.75983773083244...  2.608159e+08   \n",
       "50    595.0  (POLYGON ((-74.11834169292992 40.5504596952958...  5.470213e+07   \n",
       "58    501.0  (POLYGON ((-74.15945602438185 40.6414483333240...  3.769558e+08   \n",
       "59    401.0  (POLYGON ((-73.90647314610101 40.7901811752080...  1.715380e+08   \n",
       "62    405.0  POLYGON ((-73.88770199204359 40.73429132275795...  2.103958e+08   \n",
       "63    502.0  (POLYGON ((-74.07346627066256 40.5783856858973...  5.931590e+08   \n",
       "68    404.0  POLYGON ((-73.84750820344139 40.73900780704004...  6.573957e+07   \n",
       "69    406.0  POLYGON ((-73.82606003226817 40.71539934860222...  8.269954e+07   \n",
       "\n",
       "       shape_leng  \n",
       "1    65933.851319  \n",
       "2    53795.118705  \n",
       "11  247830.043391  \n",
       "12   72182.746967  \n",
       "14  189072.053206  \n",
       "16   32007.621257  \n",
       "20  139168.786464  \n",
       "26  211877.538189  \n",
       "28  105187.759482  \n",
       "31   50763.105913  \n",
       "32  139785.720341  \n",
       "33  107277.264943  \n",
       "34   41785.434175  \n",
       "35   45440.808811  \n",
       "44   69460.761676  \n",
       "45   97698.814612  \n",
       "50  110287.441761  \n",
       "58  157936.427193  \n",
       "59   90044.686849  \n",
       "62   70005.289342  \n",
       "63  142651.899080  \n",
       "68   37018.409235  \n",
       "69   42743.745703  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "districts[districts.boro_cd > 400]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th>shape_area</th>\n",
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       "      <th>0</th>\n",
       "      <td>311.0</td>\n",
       "      <td>POLYGON ((-73.97299433938896 40.60881414180224...</td>\n",
       "      <td>1.031759e+08</td>\n",
       "      <td>51566.989006</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>412.0</td>\n",
       "      <td>POLYGON ((-73.80168266553363 40.6663223525709,...</td>\n",
       "      <td>2.673336e+08</td>\n",
       "      <td>65933.851319</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>481.0</td>\n",
       "      <td>POLYGON ((-73.83591564875908 40.7434308933925,...</td>\n",
       "      <td>4.750313e+07</td>\n",
       "      <td>53795.118705</td>\n",
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       "      <th>3</th>\n",
       "      <td>314.0</td>\n",
       "      <td>POLYGON ((-73.95630035122711 40.65504828183116...</td>\n",
       "      <td>8.217567e+07</td>\n",
       "      <td>49291.791502</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>313.0</td>\n",
       "      <td>POLYGON ((-73.98372152615246 40.59582107821707...</td>\n",
       "      <td>8.814953e+07</td>\n",
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      "text/plain": [
       "   boro_cd                                           geometry    shape_area  \\\n",
       "0    311.0  POLYGON ((-73.97299433938896 40.60881414180224...  1.031759e+08   \n",
       "1    412.0  POLYGON ((-73.80168266553363 40.6663223525709,...  2.673336e+08   \n",
       "2    481.0  POLYGON ((-73.83591564875908 40.7434308933925,...  4.750313e+07   \n",
       "3    314.0  POLYGON ((-73.95630035122711 40.65504828183116...  8.217567e+07   \n",
       "4    313.0  POLYGON ((-73.98372152615246 40.59582107821707...  8.814953e+07   \n",
       "\n",
       "     shape_leng  \n",
       "0  51566.989006  \n",
       "1  65933.851319  \n",
       "2  53795.118705  \n",
       "3  49291.791502  \n",
       "4  65746.939737  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "districts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing a shapefile\n",
    "\n",
    "You can just use `.plot()` to visualize a GeoDataFrame, it's nice and easy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1091f5748>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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J25vvJ09m9pw5XLhwAYB58+aRlJSEpaUlGRkZjBo9glkz52BiYsL69esJCQnh\n2rVr1K+f+0yk11GpVCiVSnbu3MmAAQNwdnbm9u3bqFQqtm/fzpGjx9m1cztGFsWJ1XHAOivcwpQp\nP9CwYQPS0tIwMTHB3t4eJyenPNtITEzk1q1b1KhRAwMDg/d+3gXBy8sLLy+vIm0DeHfPBZgFPAOC\ngOdAErAVdW9EIytPPeB4HmWXAn1f+7wO6J5HviLSZJmPzYxfZoiazWuKU8pTwvO1f837NBe6etoi\nOMZDxIk54qffWgtA1BzUJ1ev5XdVrGg7a7owNDIS5o4O2ekDDmwT+kZGom6tWmLz5s3ZbWZmZmb3\nSpYsWSKq13AQOw59JQYMaSDs7YuLQYP7i527dgqlUpmv3SqVSvz220wxe/ZsYWBolKOn41KzthBC\niJSUFAGI4mWriaErrwmPc0J4nBOi75zjQtfQRDToPlY4N2iboywgli5fmaOt0qVLC0A4lKsqSper\nKCIjI4vivyJfKKKeS6Ei0UmS1BSYKF5N6O4TQuzKmtC9JYRY+Ub+74AKQoghkiQZAleBnkKIu2/k\nE4WxQ+bz4PLly7h1cmOZ3zKs7F4FSrqw9wK/9viVv44OpFW7iqSkZFDOZiaOTZsw8MhfOep4+TiY\nAwO/QcTEEXD/AQCzFS/R0NQkJSaWNY3bMeu7Kbi7u2NmZpZ9NGpycjIpKSmM+/Yb6jcXDBiiDsR0\n60YYvldC2L7hFro61iyYv4TatWvnsj0oKIgyZcqgq29ITbehlKrVlmd3vanfYwJz3S2IiooiKCiI\nunXr0rD397Qc9vs7n0dGajIH5wwiPvgaoU/Vfi9RUVEUK1YMAI9zglPLJ2BLOHv/2vkeT/z9+BQP\nRZsCTJAk6RFggbpXgiRJHSVJmpGVZxlgLEnSXeAKsO5NYZH53yQxMZFefXsxavmoHMISGxnL7D6z\n6DekFq3aqePQdm61HnT16Xdge446kqNfMresC07FihP6NMcCI1GPAlnoVJdOLVtx5uxpbG1tspaU\ni/Pj1Ck8efIEa2trKlaswq8/evI4QD2kquZix+AR9Th5aSjd+pagQ4fWXLlyhTe5evUaAN9s8qfV\nNwsoW6cNzQf/SnpyPABTp/5E3bp1KVOrJY37TS3QM9HRN6TF0FmEPXtCRafKWFrbZAtLbbchKDMz\nqNN1HBe8/+b06dMFqvNTplBOdEKI88D5rPfBQK4oN0KIw8DhrPfJwJf/3kyZz4ndu3fz5Zdf0mZA\nG5p0e3UYPLiHAAAgAElEQVSMhxCC8Y2+pYSdCYtXq2OvzJt9jquXgrEoXYqAU2ep1L51dt5TU38F\nwOuiNz13radSB/Wphqlxcezo3Jcp4yewetVyataz4mHEVPzvvSAiPIHbN67i6rqSn6Z58OMPU0lK\nSqS3+1aatS6Lc3UbnKuXwMBAB5da9lgVM6B3795MnDiRUaNGoVKp6N2nH3/t2gGAprbu67eGibUD\n9bqP58rjMMrUaEaf34+joVnwr5GFXVm+cG6EVeV6dOg2Hg1NLQzMrJEkiSc3vdg0Xh0Ua/vOv2jV\nqtU7avu0kQN0y3xw/hmaHIg9gJHZqwj2i0cv5vjqo9x5OoXitiY88o+kXuUFVGs3mJfPHhBy92/0\nzU2p3KUDyoRkkh48wtbWltSSdnRa+gdaOjqoVCr+6v4VVc2tuOV3HYUqhos3x2S3CZCWlslfW28w\nduhehg4bypLFS/Dx8cHvhh83b17Dz8+PxMQkjIwM8X/wGFALYvfu3dm5cye9e/emWpuv6PT9hhz1\n/hfsmOrOo0uHcwTzfpP09HR0dXXzvPY+FNWwSBYXmQ9KdHQ0VapWYcpfU3Bu9Cp2iq+nL1NaT2H1\n1p706OOCSqWiXPHZ6FuWZ8gK9RAkLSkBzzXf43toJc5Vq1KxYkUMDA247OdHaPATqvbuRvDZixhr\naZMUF03fIdWY4tEcrdfOfn72NJaqJXPPfwghSE1N5eHDh7i4uABgZGhIUnKyutyzZzg4qPcCzf3j\nT77/bjIWNnbEvAijlvtIOoxfXmTP7HWSYiOZ19UGB8cveOj/IJeD3rZt2+nXry9du3ZnyZJF2Yep\n/Rs+xTkXGZkcnD59Gmtra2JjY3MIS3JCMtPdp+PWtQo9+qi/2P27bSMxUUH/eeey8+kZmeA2fgU1\n2n6Fjo4eu//6i2NHjjFz2nQO7N1LAxMr2jSoT1x0OEs3dOSnX1vlEBaAiPAEGjcrx5X7E1i7vXd2\nenp6Op3c3GjdrBn21tZM69aNmT16YG5sTMXy5bl582b2doHvJk8iKiqKmBfqHdPXD62gqIkOecSR\necOZ380WUzMbUlNUGBgY8PLly+w8T548oV+/vgwcuIiXL/WoXNmZRYsWoVAoity+90Huuch8MLZs\n28LQr4eyJXgLFsUtstNH1BhOwvMoHoROQVNTk907bjCs7y4GzD9LyequueoJvX+ZrROb8SQ4mDZt\nm2NqruLOzTC0tXVo3Lwk02e1pGRpy7fakpKSQUnzn8nIUH/xNm7cyLLFi2lTsiQtnF8Jn0oIfPz9\n2XLpEgZmZvw6axZubm5IksTt27epVq0a1Vv1pdOPuY+G/TcoMzO47bmV2ye3EP7wGhlpyRgZWVCl\nSgvatPmGlJR4/vijM4GBgZQpUwaAxo0b4+3tjYeHWpCjop7i6bkEbe1M1q9f895Hk8jDIplPlqNH\nj+Lm5gbA7yd/p1brWtnXNkzbwM7ZO7jyYCJly1nxIiKByo5zcOkwnPbjch+yLoTg2LyhGKeFUL9u\nLS747ObQ2cE8CYohLU2BU5W373j+B5VKhZvrai5dDM6R7l6rFuM7dMidXwi8/f3Z4uODqZUVc+bN\no0WLFkybNo0z9+NoPebtQcILw4UtMzm3/ic0tbSxsSlNpYpNqV3bHV3dnIGkfHx2kJh4h7NnPTEw\nMCA6Ohpb2xJMmrQ/O68Qgjt3PDl3bjXdunXhjz/mYG6e/wkIeSGLi8wnSUREBLa2tq8SJChTtSyN\nujakdNXSzOg2gzmL3Bk2ugEA1cr8QVKGKaO3BOaqSwjB2RXjCfM7RvDjAJwqO3P/ntpbN068X5Al\nnwtBDB+wi4jQBP7sP4BytrasP3OGE7duZe9PsjQ25tv27WlUsSIqIZi1fz9n7tzh6NGjdOjQgYoN\n3en528H3aj8vDv3xNYHeB5kwfvdb8wmh4siRuUhSLCdPHmPp0mXMnfsn3367G+03VrFSUxM5f349\ngYGXmD//D/r371/gyWh5zkXmk0MIkUNYpk8/w+BBS8mI1WGTxyY8unhgYKDNwGHq7vqEkfsJfRbP\nwMU+edZ1bs0UwrOEBUClUu9snjaz3Xvb2LBJaRau6IJCqWLHxYt0mjuXEzdvMrZRbUI8vsX/h1E0\nKWnH9F27mLh5M0f9/DhzRy1o7du35/DhwyQ8D8yej4kJyy2KhSUzLRld3Xe7+EuSBm5u36GnVwpX\n1xakp6fh5NQwl7AA6Osb07btOLp0mcG0abNp1KgpDx48+Ne2/hvknovMe/PLL7/g4eEBQLVqbejc\n+VW4nmPHFnPt2gF0dPRRKtOp4GTN/bsv6PbTDqo0zx2C0mujB08v7uRJ0CMATE2NGT2pAaMmNMLA\nIP/Dxd7G6qWXmDrhCJmZSgAczE2Z0rwBIxrUyt7l/A9nHgXRcoX6tMfeX37JvIULsbW1JT09Hefq\nNUlTaRH7IpSk+Jf0nnWE8vVzD60KytpR9dFJy2RA/z/fnRm18J4/v47z57cBMGrUJqysHPPNr1Ip\nuX79EJcubWHkyBFMnz7trWEh5GGRzCdFZGQkNjavglRPn342uxseFOTL1q2T6dx5M1Wr9uPGjY0c\nOjQIABMre1wH/4pLu4HZZS9unUXAmQ2EPFH3ChwdS/DNxFqMGNvwve175B9JA+cFdKtSkXmd22Bn\navLOMkqVCreNezhxR/2LL4RAoVCQlJREq9ZtuX5N7ck7emsglnZl3tu2Rb1KUtquCh07TipUOYUi\ng5kz1Y6Effr8Trlybz+pMTExGk/PFcTGBrFmzUratGmTZz5ZXGQ+GZRKJYMGDWbLls0A2asXAOnp\nycyb152yZdvz5Zd7c5Q7d24GFy78jKShgY6eEdXaDMTYyhb/U2uIiXpBakoy1V2qUsXFgCVrO7+3\nA5sQgsr2s7HR0Mdv4vBClY1LTcP8x7zndwzNiwESgxZdxNKh4EG63+TPztbUqNqW5s2HvDvzG7wu\nME2a9KdZs8HvLHP06AKuXz8EwOPHjyldunSO6/Kci8wnQ3JycrawTJ9+Nse1jRvHo6trRvfuOTcg\nxseH4O09k/pfTuLH48nUcBuG75FVXNk5Gw1UpKYk49qsGTp6ycxb3vFfecZu23CNFxEJnBk5oNBl\nzfT1EAs8WNlDPezR0tWnx4w9aGhoUqfrWCo26oyWzr/zjtU3sSA2Nvy9ympp6eDhcY5KlZpw4cIW\ngoJ835p/46Yx+PkdwcnZFjNzferWrcmKlcv/kxCbsrjIFJqgoCC0tLQZMWJtDhE4c2YtkZFBDBrk\nnSOcpEqlYuPGxlg6lKf1yD/Q0tEjJT4KZWY6pUqXIeTpExo1ccXr3Dm0ddWOcIUlKjIJL89HrFzs\nzdGD91GqBH+czT1xXFCGN6hF1RI2lK7RAqem3ajaZiDn1v2E7+FVHJk/4r3rValUKBQKoqND3rsO\ngB49ZlCnTtdcy9evc+LkMkKe3efqgwlcuv0tT2JmcPDsQDZuXkDDRnW4cyd33JwPiRz9X6ZQ+Pv7\n4+LigoNDZWxsXs07hIbex8dnO+3br8DCQp0eF/eUCxd+Iz09nsTkCCZsUv9aRwTe4tbJTdSoWQs/\n3+t07tqdM15nqfP1AO6d9KR6mblUcrZl1vz2uLYox9Pgl6xZfpnIiEQS4tJIz1DQs58LLdpU4OSR\nB2xYfQXfKyFoammiY6CHnokxAOuv3mKWW8tC3V9GppLN12+xyfcWt8NfYJp5A4COk1Zj71QXrw3T\neHztBHc8t+Pcsk+hn1/QtZPEPQ/C1vb9h1WgHsq0azcmz2tKZSYbN44hPDyAJeu6Uba8dfa1ys62\nnPAewqY1V2nRojGbNu34V3a8DVlcZApFo0bqM5nd3b/LTlMoMti69TtKl25NrVrqOQ6VSsX6DfVJ\nSY1BmZnOl7/sw8DEguTYSPbP6MSCBQsZP/5bmro248C+PdQe0p9uaxYDEHLVlyPffk/nlmvR0dEk\nI1OJiZUF+hbmaBkaAjqMGKAeduno66JnYkzlTu0YcODVF8X/uCcbO/QgNDYee3PTbJuCX8ZxMzwC\n/xfRBL6M5WlsHBFJybxMSSUxLZ209Ex0dLQobmeCJEnER4UhhEBDQ4OabkOp6TaUg3MHc2zhN+8l\nLikJL9HW1mXYsNXv9fwLwqFDf/AyJpjL98dTvkKxXNc1NDQYNLweMS9TOOd1psjskMVFplD8s9fF\n1PTVStGxY4tJT0/G0bExKpUCDQ0twsKukJjwnOJlqjN05TU0tLRQZmZw8JdutHJtzP79+zh16hSt\nW6tDLFxbt4Xua9VesA51ajLykieh12+wZ/Ao3BbNoWyzxjnsCL91B4sypdAzMiIvKrZribmDHeV+\nX4qOlhYp6RkolOp5Bh0dTQwNdDGz0MfaxoiKLraULG1B+YrFqF7TjkpVirNp7VXGDd3LVwvO5Zr/\ncXRuzM3jG97r+WloaiPyjAibk5iYMMLCHuDsXLieV1JSLHfvnuX3hR3yFJbXKVnagmN7HxWq/sIg\ni4tMgXl9g1xqagLa2urudsuWw1AqMzl3bhpPnpxlwIAzODjUx8q6IikJ0WhoaanjsywaQQUHS777\nbjLXrl3LFpY5Ii5XWxnJyUQ9DGCM3wU08zilsEQ151xpb9Jj62pWNWlPl15V6da7Os7VbbEp/u4l\naYCvvq7DrGme+OyYnWP/U3pyIieXjUfS0CD8oS8lKtQsUH3/EB/5jLwWRqOinnHnjidhYQ+Ijgom\nIVEt4kIIqlYtWFyX8HB/tmyZSMkylgwb8+5lfDsHM8LCHhbK/sIgi4tMgXnx4kX2+xUrhuDi0o5m\nzQZjYGCCg0Nl7tzxpGVL9TLu2XPTefkygNGb1X+8UU/uc/XoBhISEjA2Ns6OtNZ7+1qSX8agra+H\nzmuBqXf2H869/Uf4okEdLEqVfC97SzduQIV2LfA8eY3lG78s9ArUso3d6NFuAzeOrcOlvXrZ+Mmt\nc6Qnx6Ojrc2aEbXo4bEbn52/E/7QFwenetToOBznlv3yFMT4yBA8V39Pg/o9iY+P5Pr1QwQG/E10\ndAgKZSbG+obYmpvRtHxJetTvzb4rVzh4cA5OTk3R0srfkTAzM43duz0IDLxGgyalOej57uVpgOK2\nxoSHPS/UMykMsp+LTIG5f/8+lStXBqB27dHcvr2JjIxkihcvS0REIA0bTqFFi5n88osWQihpN3YJ\ndbqMBsDf+wCxl9Zx8thhAFxq1uSmnx96Rkakp6QAYGlvh6NrQ/w2q+PHOnVsy1eH/l0s2ZS4OH61\nKsPMee0YOa7xuwu8hu+1EHp13EjUiyRKVmvCVwvPk5GazOz2RmwbM4aBK1ZQvGJdQu76UMzUFCtj\nEx49f45SpULP0BgtbV20tHXR0NZBU1sXpVLJy5CHaGvpkKnIwEjfgIq2trR0rkKzKlXQeUOQhBC0\n/30O1Wu406bNN3namJwcx7Jl/dHVU7F2Ry9atqlQ4Pt7+OAFDasuRqFQyE50Mh+fRo0ak5DgSNeu\nalf0+/f3sG9fP5TKdExNHalTZwynT0+mRIXaDF15FYCM1CRmtzfGulgxIrN6P76+vrRzc8Ombg2a\nTBlPyssYrq/dzN0DRwHQ0NRkyrO7mJawzduQtxAfFs7lFevITEvHsnRJ7u4/wpPzFwlL/BldXe18\nyyUmprFu+WX27rjFwwcvyMxUYlfMlAqOFpy5FszY7UGY25bi93aGDG3amICIF5y8dZOGFSrwy5df\noqGhgRCCG8HB+IeHk5SWRnJaGmkKBRmZmaRnZpKYlkaD8uXpULMmJu84qRHglz17uBocwqTJuTdO\nxsdHsmrVEKyK6eH7aDw6OgUfiKhUKtybb6Sz+9dMmjhZFheZj0u/fgPYtm0LpUu3on//UzmuxcU9\n5eTJ8fj77wfAuWU/2o5eiIGpJSqlkl9bauHm5qbeCJiQgKmpKY61azDqak4nvFn2Tpg62BFyzRfb\nShUYd+dvCkNSVBRzS1ZFU6lCT1eXlPQ0MjIzUakEA76uzeI13XPkfxwQzeI/vDh99BHPw+Mx0Neh\nbmU7BnaoRq/WVdDWVvvrOLgvAvMKDFl+mdVDnLFUJLBk0KDCPsJCERwZyeAVKzA1tebbb3M6JYaG\n3mfTpvF8Ucoc71uj0dcv3P6rTWuusnVtEH9fuoaWek7sg4uLPOciU2DCwtSR2WrU+DrXNTOzL2jd\n+k/8/fdTt25X7l4+yh9ntmFXsTatR86jTrv+VHdRu51raWlhZGSEvmFuB7AfQ+8DcHvPAXb0GsKB\nUZOoN+prilUoh4Zm7nOeXyczI4NFzg2w0NNjy6jRaL62OfGH7dvxPheMQqHE88Qj1i69hOdJ9UpJ\ncStj2tUrw/g/6uFczibPuo/O70WNfqs5On8ELUctZOvEVoTHxFDCwiLP/B+CkKxD4Oztc05e+/oe\n5ujRhbRqX4Fdh78q9FxSWGgcv/7oydmzF9F8xzP9N8g9F5kCoVKpsv8Qx4wJzHaUex1Pzx+4cWMF\nkycfACAoyA9Pz1U8fx6AnqEJacnxpKeno6Ojg6+vL90HD2TkLe9827zwx2JOe8xCkZEJgGPN6gw5\newidPEQpIfw5y2o3QxEbz65x4zB4I4C1f3g4I9esAUBDQ8LByhJjXX0ehIUxvGsNln337l3Oe8/e\np8cPe+gxYw9nV3+PjUY6SwcXbPL0fTl56xZ/HDqMvr4xtWp34eFDbyIiAhn/gyvTZ7YtUB0qlYrw\nsAQCH0bx8EEkf225Q4f2ffl5hvp0BXnjosxH5e7duzhnhYc0MLRk7JhgdHWNc+RZurQ8FhZW9Okz\nK0d6UlIMR44s4PHjK2RkpCNJEpMmTWLevHnom5kxLSowz9UVUE9qxgQ/5fZf+zg9fTY25crQYNJo\nSjWuj1VZtcDdPXiU7T2+ws7MnGWDB2Okp5dnXYEREehqa2NnYYFG1q/9mjNn2Hf1Mi9Pf4eBfv7z\nMf/Qc+oeDv8dQq/Zx9k4tjF1ypZlVq+euUI4fEiS09KYunMnt54+BeDctTG41LJ/a5m42BQ8Tzzi\n5JEgzpy4j66uHuUrlKVChUrUrdOQ/v37o62tvl9ZXGQ+Or6+vtSqVQtzGwuSYlP5ssc+ypZV/3om\nJUUwb14Jhg1bia1t+Vxl/f29iYjwwsvLk5cvX2Yfm9Fy6iRa/PJjgb6cp6f9xsPNfxHyTH1AmsUX\njihSU0mIjKKdiwvfubsX+p6UKhU9FszHxlKfe7tGvtOO9HQFZi3nUqnFAKq3G8TWSS1xcXBgTt/C\ne+sWFJVKxYrTp9hz+QrVXOw47zc237wvo5P5us8erl9+SpOmjXHv2IUOHTpgZ2eXb5miEhd5zkWm\nQDx58oRatdSxcXeF72R2n9ls396eatW/wr3jejw9f8DIyCJPYQEICblNmzZNyczMzBaWmWkv0CrE\n+Tv1Rg/D87c/qV6mND1q1+HcvXvoW1nT48ueOFi+PWB3fmhqaLB66DD6L11K0+GbuLB64FvnMHR1\ntdjs0YmeU9djW74GfeeeYuO4JsSnpGD6gQ+QVyiVrDx9miN+N0jPzKBnfxdWbe711jLp6QrOnb5P\nbGwsZmZmH9SewiKLi0yBcOukDsA9cr76133qzqm49nLllx6/cO/uLhSKdJo2/SrPskIIAgMvsXz5\nVObOnQvAcK8jhRKWkKu+LK3bAoCbj4OoX7oMU7t2/Zd3pcbKxIQVX3/NsDWraT1mK6eW9HurwPRo\nWZmA0Bh+WjQah8r1AUj4gOJy99kzdl66xJXAx2hq6lC77gQSE8PZt2s7M+e5YWWd95YHgBJ2ptRr\nWA4fHx865BGI/L9EHhbJvJOUlBQMDQ3Z93IfJhY53efb67dHT8cMExMrBg1anCPUwj8EBl7l+vXN\nPHhwh4HDhxFZ0pZmP04scPsBnl6sbdUZACObYiS9iATgXFaIzQ9FwPPnfLNuLYPdXVj1g9tb8z6L\niKf9t9u4FxQFgKOVFZtGjXqvdp9GRXHsxg2uBwUTEh2NQqnEwqIkLjW+oX79Cdn+M0uXlsbcMgXf\nR29/dvNnnyM+siwLFxTsxAJ5WCTz0di7Vx1RLsA3gJqtcu6lUWQoaNZmENWr5165UCgyiIkJw8dn\nCzNmTMbf35/Na9YyNaxwgaO3dlMHfRrpfYLUuHg2uvWkbrmy73k3+VPO1pamlZw4e/1JnteFEPzl\neY9BvxwkNV1B8S+KMfDXgZSvUZ6pblNZceoUI7P2S+WHQqXi1K1bHPXzIyDiBSqVCqVKiZGhJcVt\na9O2Tg+qVeuHpmZOvxVJkhg48BILF9qze9sNevR1ybeN+o1LMvXbc/le/68osLhIkqQBXAdChRDu\nkiSVBHYC5oAf0F8IoXijTB9gMiAACagKuAghbn8Q62X+E6JfRlO1UVVcWuT8g87MyESlUvHw4SVC\nQ28RFxfG06f+mJlZo6urR1hYEHp6+gwePASFQkG3rGGMSSG9bltMm8zRydNQpKVTrk0L9MxMuRIQ\nyPPYWGwLeUbPu7AwMuLe8wwAYuJTWHPAj9uBLwh5kcCVe2FkZAX7Blj09xIsbdVzPT9s+4HZfWdj\naWzEl/Ub5KgzPiWF/Vev4nX/Ps+io9HU0MLWtga16/ShRIlaVKjgjpbWu4eIxsa2lCnTmt9+Ov1W\ncanqYsetm/4IIf7zs65fpzA9l3HAfeCffvEcYJ4QYrckSSuAIcCq1wsIIbYD2wEkSaoCHJCF5fNj\nwvgJGBgb5FhJEUKwdIz6UDNDw1RGjx5MmTJlsLa25sSJE6SnpzNlyhTS0lLR0ICvv37lePfg2Ckq\ntX/7L/zrNJk0hhIuVUmLT2COozOqNBVWluXou2QJLZ2d+a5TJ7Q+0FJwFUdH9l69QudJOzl44SHG\nerqUMDXGQl+PBe5tuBcRyXKf6yy9sjRbWACa927OswfPWDNrB241a3Hn6VMO+/pyJySUhJRk9PSM\nsLdvRJ/WYylb9v2PSmnXbjmLF5fm9s0wqlbPewVIX1/rPwlj+S4KNOciSZI9sAGYCUzI6rlEATZC\nCJUkSfWAGUKIfL16JEmaCaiEENPyuCbPuXzCmJubExcXx2nVaSRJIuhOEMOqDsu+fv/+fZycnHKU\naVqhLOcf5n/Gz3dBt7As9cU7235+5x4X5y/j/r6jpCUmYOdQl769j6OnZ8adO9s4emQ4GZkpbBk9\nGrt/4S17/fFj7oeFYaCjw9qzZ0nPVDvupc6Zit5re3b6btnLdr+7HE05iq5+zt6GEIJWGurwCBqS\nBpaWpSlXvgt16ozC1PTd91pQVq2uTMnSKZzwHplvnuL604iJiXvrkSL/8LHnXBagHt6YZhljCcQK\nIf6Rx1CgxDvq6AkU3hFBpkhRKpXo6OhkH6ORl5/H8+fPcanpkv3F+QcjIyMCAgKyD0bzGTuYkhZm\nlDB95VyXoVCiO/m3HOVKWZkzr3xNBp/cR9nmTRBCEPUogGd/X+P5nXtEP3pM2LWbJMfEoMpUYGJW\ngmqVh+DadEYOxz1n577Y2dVjyZKyLDx6jD/693uvZzDv8GGO3riBmb4e6QpltrAADNxxgB0DunE2\nIJh+2w8QnZLK0LlDcwkLqL+kg34dxIZpG5gw8QWGhlbvZc+7aNF8Htu3tyc2NgVz87xXqAwMdElJ\nSSmQuBQV7xQXSZI6AC+EEDclSXL9Jznr9Tr5dj0kSaoDJAsh7ueXZ8aMGdnvXV1dcXV1zS+rzAek\nQcMG2V3okydP0q5d7i67np4eF89fxNpaHRyqffv2zJw5k+rVq2eP6Tf16UyDUg65yupoabK+dycG\n71Dv6h3bpC6LurTF4LtZrGnhjraeLplp6mNVdfR1MTIzwqK4OcZGmiS+yMTOvjZf9tiHiUneHqkW\nFmUoXrwa14NuMf/IEca2b1+oIdKdZ884euMGizq3YUwT9TlAK3yuceJBIIfuPWLXzXvsu+uPQqmi\numt1Vu7zwMgs/6Xgvj/15eDSQxw8NJA+vY8U2I7CULZsW4yMLPlh3GFWbs59wByAfpa4WObh/+Pl\n5YWXl1eR2PY67xwWSZI0C+gHKAB9wBg4ALQGir82LPIQQuQ5mJQkaT4QKYT4PZ/r8rDoI7F4yWLG\njR3H6DGjWTB/AVr5uOHnxV87d9Kzd28AVPOnF2ry0HXpRv4ODWfCuolUaVgFmy9scpV/5PeI33rM\n5Hnwc5yde9Ox4/p8gyZdu7aCkyfGIoSK0z9NLZDHb1hMDIuPH+dqYCA17YvzPCWVF/GJKJUq9Ax0\nsSphxaglo4kMiaRl/5bo6hXML8fnoA8zusxg1KiHWFr+u0Dc+eHtPYeLF38iIvXXPO+1doVFHD50\nlgoV3h3f5ZNw/5ckqSkwMWvOZRewTwixK2tC95YQYmUeZSTgGdBYCPEkn3plcflEUSqVDBo6iC0b\n1EedDh8xnJUrVhIdHZ3dk1n7ZUeG1K9RqHr9Qp5Ta8FqTipOvVMITm89zZJvlpKZpqBp019p2HBy\nnvkOHhzMzZsb+D/2zjosquyN45/L0Km0ggKCiQoG2K2o2L1219q55qqr67q27ip2dzd2uwY2Fgai\ngnQ3w8z9/TGIEgqoqLu/+3kenmfmzjnnnjvMfOfc97zRpWZN+jdo8NHxIuPi+G3vHu75vcLIQIeo\n2EQ0dTRp0rsJVZtXpUKDCmho5hxn9Cm6FO2KPF6X4cN8v2icj6FUKvn9d02WrGpD974uWV6vXcGD\nDev2UaHCx3eV3vEjFkWbAIwWBOEpYAysBRAEoYUgCNM/aFcbePMxYZH4Pnh5eSEIAoIgMHfe3Gzb\nJCcn07FzRx76PWTy9skArFyxElEU04UFoN+uw2iOnYXz/JW8isiaDzc7KhYphCAI3L+Y8+Zho26N\nOBC1nzYjWnHu/EQWLrLg+fMTWdq1arWO+vVns+3yZd6kJRLPzPG7d+mwaBHhiVFcXNmbyDPjqVvJ\nFvtyxRi+bDiuTV0/S1gS4xPZt2Qfw6sNx12nGSFvgomMeImvb/5k179wYRqCINKgSfYrI11dTRLS\nMiJYEccAACAASURBVPx9L/IkLqIoXhBFsWXa45eiKFYRRbGEKIqdRFGUpx0/LIri9Ex9qn9kSInv\nROHChdNvgYpYZ7WVJCYm0qJ1C0LloUzePZlts7ehb6SPewt31q1bl95u7ZSWyP+ZwqzB9bgXEERo\nXO4/0GYG+lw9mLtkUGpqagyYN4B9YfsoU9OOrVubMGOGQHj4swztatWaiCAI/LZnT4bjoijyl6cn\ncw8dYlTnKrw+PJKaFVTF3Bu62uHvk/ciZd6XvZnddTYdLTvRQr8Fa35ZT+zbAjSot4CJE+MpVqwh\nhw71yvO4ORES8oBLl2Yze1FzCltlHz+ko6vx3cVF8tD9P8XKygr5B7simdm8eTPXrl8jNjKWSwcu\npR9PSUhK91k5s6wH9V3sAChrb45MTaDakrUU1NNhUv2aDKhekQeBIZjq6VLMNOs2cWkzEx7981Eb\nf7boGenx+9Hf8bnpwxCXIfz9dwnKlG5P6zab0NBQ7YxUqzaOq1fnsfTYMa48fYqGTEZgVBQyNfD4\nxZ2BbStnGLOLWzmmeJwjJTkFTa2PZ3SLjYzlsMdhLu6+iN/DVyhSUylobEMxu450ajsUc/OM2/Ft\n225lwYJCPHiwk7Jlsze8fg7btjWkcpUiDPxEhn8dXdl3FxcptkgiW8LDwxk8ZDC7d+7G3Nyc9evX\npwfClSlmwcMdWUuayuUKFm2/xvTV50lMVjlry9QEFEoRAahgXQhjXR0MtDRxL12cp6HhrLrjzd7I\n/Z81x2Y67nR3cmSP91PiklOoWXMKder+SmpqCtu3ueP78gyGelro6WjSqZEj84Y1RF09+8xrmjVm\nYWRqxJbX29JXdKIocufsHQ57HOb+eW+iw6PQ1tGnkKUrTk69KFv2J2SyT99C7dzZFn//fxgzJuiz\nrjEzN24s48TJ4fiGTaVAgY8HSvbtvIt2LcfQOc3g/il+CINufiGJy4+Nra0Nr169Tn8eenIcpp/4\nYAPEJSTTYeJutDXUaeBqx7D5x6lY0pJXQTEkJKUAAonJqpWTTami2Fd0wLyoOUamRhQwL0BBy4KY\nFDLB1MoU/QL62e5E9XToQR0jYzZ3bcP04xeYc/YKcoXKPV9DXQtRlCO/msVnM1v+3nWDEQuOo29s\niIamBilJKSTExqNUiJiYFsPBvgVVqgynQAHb3L1paSQmRjBvnhkdOuyidOl2eeqbGbk8gXnzTOje\n15mFHm0+2XZo373UrT6Avn375jiuJC4S3413X2zxxudHIZfuuIzouGSuretLUUtVedXg8DhmrrtI\nYFgs916EEZuQQnKKnJQUBfJUBQqFknefC0EQUJOppa88NDQ1iI9NoLpdES4PUyXKjk1KxnDiHGo6\nF6F17VL0a1URI4Pss9JlR5txOzl06SmuriPQ1TXFzKwMJUq0yDbSOy9s2dKU8PAnjBjx8ovG2bGz\nOWFhF3gWnPNWe4t66xk3ei4tWrTIcVxJXCS+Gx+uGh5sH4yj/afLhGZHaEQ85k3mA3BscRcaV7XP\nlS+KKIrEJaQQEBrL29BYgiPi+PnPY1jq6tGgRDG6VCxLdbui6e1LzVlG+bLm7PqjQ57nGBGdgEmj\neYwaFYChYU4O57knKuo1S5bY0rfvVaytq3z2OPPmGTBmcg3GTKr/yXZvA6KpWX4ZAQFBaH8k5eeH\n/Ihb0RL/J+h+kASpbGcPRFHk0p1XeD0KwDcgggL15xAQEvPJMfR13xtKm4/ajqzqTPTqzKbdLztZ\nufcmZ2++5JFvKDFxSRn6CYKAgZ4WpWxNqe9iR+fG5dDR0qB5mRL83c49g7AAVC1amBsP337WdRob\n6WKop4PH8pJcv567XCi5oUCBooDI0aPZFzbLDaKoJCEhjlYdci5j+/RxCOWdHHMlLPmJtFskkSPd\nunZlVVrmfAC1Kr8BYGVuSGhkPClyBaU6LGPW4HoM71Qli31EFEVce6/BRF+Xt9NGoa6mht2spbyN\niePWwzA8r7wgJVWBUlSm11EWBFUKSnWZGpoa6mhryjDU0+betgFExydRyiL7uJ3OFcqx5Zb3Z6cb\nWD2pGVNXnePO7eVUqTIsz/0/hr6+BcbGWXPQiKKIXB5PbGwgsbGBJCSEIggCRkY2mJqWRlNTJezB\nwd4IAtjY5hycGRmRgIlJ3leXXxtJXCRyxL1ZM1atXk3JkiXx8XlfuDwqPpUUuYIGJewoWsCIcUtO\n8evK80zsVZPx3aun3/a0+2UXz15F8GzS0PSSpR2cyrD+pjcbBmfN3haXlERoTAwRsbFExMcTnZBA\nRFwc269coexPK0lIklMj04rlHQ1LFkMpwpV7r6npnPdI5I6NHFEolfSYcfiT7VJSEvDzO4eDQ9NP\n3t4lJUVz8+ZK4uKCefRoFzNm7EIQ1BAENURRSXrsb5qYymQyRERS5Yp0gdTQ0EIUwdTMML1I26eI\nCJfEReJfQoM0V/oPhQUgPl7lR9GguB0TG9ZieXt3Rh04wbSV55m19hKju1ZFoVBy8IIP54f0okhB\no/S+T0LCiIiLy/Z8+tra6GtrY2eu+oLEJCTQ5S9V7phEpTGamgk0XrWNh+MGoa+d0S9FpqZGIUN9\nth73/ixxAZi57jKpqXLi4kLQ18/4JQ0JeYCurinh4c/Yvr05ampq6OoYASLq6jqoaxhiYlKK8HAf\nSpVqjZ/fKUKC76GlqU5ySiqCQAZR0dXVpFHTEvyxpCWFrYwynCshIRmfx6E8eRDM86ehn0wQ9SEB\nb6KJjv7+Fg9JXCRyRF9fnw3r1tErmwJgS9s0oW9VVVyRtoYGHh2as7RNUyYcPc2stRcRgdrFilDd\nNmNU87nnflQrnrugvtikJOKTEhk//iA6OoYkJESzwqM3RWct4eH4QRQyzFg/yaVIYc7dfPVZ13rl\n7msevwzB2bl3FmERRSUeHuWoWLEvLVqsQVvbgMIm6vRwL8/O0494/DIQCCQsTCXCly+r4nT3zOlA\nu/oZHexSU5Xc8QnE859nrDhwG8cis7EvbsbIX+rQrY8qVkhXV4sKlaypUOnTNYoyU865ELu3nP+s\n6/+afH95k/jhWbhgQQZhcbEtwsWhvRAXTWNY7SroZorF0VCXsaBVY+Tzp9K+fGluvA7EdOo8UhXv\nU0Sa6ulhYpBRFLIjLimJpDRPYkVaf11dI4aP2IG6jgnFZv3Fg8DgDH3KFjLH53UY8g9SUuaGeoM3\nUnPAekCVKyYzqkyv4O9/hePHR5KUFItvQCS9Wzjz+GUoVuaGnPq7O1t/a8vgdpWZ1q8Ovw2oS9t6\npbOMpa6uhoujFb/2r8vbo6O5tXEA9iaGjBiwjzJWs7l5/XWWPrmleZuyqMnkXL2atzrbXxtpK1ri\no4iiyF9LlzJi5Mj0Y3lNrQAgT1WgN+EPVnVsTi9XZ+KSkyk3dwV+EVFoaWggiiKGevoky+XIU1NJ\nVaSiUH7g44KAoKbG8OFbMTJ6X8tZqVSyedMo/N885PjALjQoUYzrfv40XLGVuOQkmtcsQWBYHEcX\ndcbC5H0Olkt3XlHSxhRz44xlYVuM3cWRi48BNaZNy16Ytm514/nzU+jrFyIuLhCAptUd8PznOV4b\n+lO5zJdtYUdEJ9Lml51cuv0KDU0Z9RqVYNXWThgZ5S3p0+xpp1Amlmfe3AU5tpX8XCS+KaIoZjFU\npsyfgsZnFi53XbSa6MRkdLQ0uR8QhJauLnqW5iTHxRMXHIKra1t0dY3Q1y+IgYEpBgamGBmZo6Nj\nmKOY7ds7kwcPzlKpSGFuvQnErlg9fH3PAqCrY4y+jhyfXT9TwFC1NVui/TKevQ4j9epUZDLVNa7Y\n68WoJadISlKtklxc+tGw4WKCg+9jYVEOTU2VOD17doxt25rRrt129u5VudZbGOsTHBHHrtnt6dDQ\n8bPen8w8fR3Ohdt+TFlxjoiYRPoPqcasBc1yVTg+MiIBjyWXeXxXnUMHj+fYXhIXiWxJSUnh4cOH\nmJubY2FhkadkTx8jJiaGp0+f4uLyPk+IuOjT3rkpqQo0PxK3AzDz5AV+9TyPXXVXGv42GYcGdQC4\nvWUn+/oOZ9LEnL8EH8Pf/yFr1w4FoH373Tg6tkcUlQiCGsnJMcyZY4SOlgaPd/2MTaECBIXFUch9\nATWcbJgzpD4dpuwjJDyWyr270XzJHH7Vy7j6aNNmM+XLq1JoJiVF8+efBdDWLkhSUmSGdi6ORfhn\ndS/U1b+etUEURRZuu8rUFeeQaciYtaAZvQZkdMRTKpVcPPuCA7sfcfPaG/x8w6harTJjx06isVvO\nxeolcfk/JTExEYVCgZqaGtra2giCQHR0NJ6enuzev5szp84QE6VyYNPW0aZv/77M+HVGtukNc8uc\nP/5g4qRJAKzs0JwB1St9sn2bdTs56P0Et1L27OrRHkMdbfbcfcif5/7hVWQ0sUnJKJRK5AolfU/u\no0Sj9x6mfleusaK2O79OzXveE6VSyeHD87l79zjFitWnU6dD6X4h79somDlTJbgyNTVubOhLxVKF\n2eJ5n+7TVAGTDvVr03X3BnSNjRFFkQlqBZk3bx7e3o+5ePEZPXteTB8vJSWOP/54bysqZm+P74sX\nABQuZEGzqkWZO7Q+BfIQdpAbUlIUuA3bzIU7KkP1Wa+hVKxcBN/nYXRvuwOZmj49evSlRvUaVKpU\nKb3IfG743gm6JYCTJ0/SrFkzUlNVEb+16tQiISGB0ydPp9flPXTkENevXad5s+ZUq1bts87z4MED\nKlWqhFKpRFAT0NDQICFt21cQBLS0tahQtwLV21en89LOGFuqvhRRoVGsn7g+vRZzXgX72bNnODs7\nZwjV71Th48t8URSpv3wTV/zesGCkG39u+geTKfPQVJeRnJpKtXLWDGhQkdK2phjoaTHgj6Pc2bIr\ng7gUrlAeRHj69ColSuT+/YqMfMuGDaNISIimfftdODq2z7admpqM1q03cuBATxRKJZV6rObwgp+w\nNn9fObJkw7roplUOiAtRVVA0MTWhQYP6HD7syfHjA0hIeEtCQhjx8WEAuLi4cOnSJbTSStIqlUqi\no6MZMqg/dm2X06aeI4NalcWlTOGvUjtIU1PGoQWdMXWbhzxVQX2Xvxk+tjZFbAtSvlw1tm7Z8V1r\nFGWHtHLJBampqYz7ZRyLFy7OsW3ValW5dvUaVatX5eqVjNb61NRUHj9+zJkzZ3jm+4zAt4E883lG\njRo1KF6iOGfPnuXY0WPp7fv/2Z/2Y9qn32dHhkSiqa2JnmFGQ2RmGgoNAdi5cycdO3bM1TWGhIRQ\nqFChDPVutnZrS5dK2bubK5VKqi5Zx/3AYLw29qOcg8rQOn/LFeIS5EzsWRMtrYy/XQNnH2bXdX8m\nvn2a4fgf1o44FKpMs2YjyQ337p3k0KG5mJk50rPnBXR0ci64/ubNVdate5+zTEtTnWS5AkQR/YIF\n6H/Jk1Njp/L6+i1Mzc1YsmABzZs15+zZs/j4+GBtbY2ZmRmmpqZoaWlRpEjWBFvvCAkJYf26daxa\n6YGhjhqDWpeli1tZDPRyXxv7Uxy59JQWY7YDUKy4CS2adWXxoiWfPZ50W/SdCA8Pp2PnjsQSy8Qd\nqixnMnUZfg/9sHW0pZ1pO7T1tWncqzF7FmbMflayZEmeP3+OQqGgVbtWHNx7EC1tLao2rYpVGSsS\nYxPZvzRrLhP9AvrsCtr1ycRFn+KduNy/f59y5XKORQHS6xFHKufw+nUkXZpv4uED1W5I5hy5qalK\nKi5ayYvwSO5tG4RDkdzVC3roG0LZnzyYEeuPtv773Zu/XeoT+vAZNkXLY2dXkSpVsi8wn5QUy969\ns3j+3IuqVUfSuPHCXJ33HUplKseP/4yXlyqUYfzzO9zdspNzvy9ALpdja2fHs6dPs9itDh85TMGC\nBalZo2b6sevXr+N5/ASjRo7g7du3lClThqdPn1L8A98dpVLJ6dOnWenxF2fPnqdrE0eGdahMSZsv\nLzkiuM5If2xtbc2bN3nPpJc+liQu356AgACsra2p3a42k3dMRvYJgyWoPkydCnciMjgyy2vdpnbD\npowNtTvUzmLxf/viLZZ2lrmKEs4N78TF398fK6vsq/JlpnhxByq4GrJ660/pxwL8o5g06giH9npj\nqKNNnWJFGVLDhSH7PAmOj+fBjsHp6RNyi16dOdSdOYU6Y97H7Tw67Mnx8dNJjIoiNTaJcWMPZOgj\nlydz5MgCvL3PoKdnStu227Gz+3Rk8MdQKpXMnKl6/81tipKSlERUcAhDhw5lwIABWcTYx8eHUqVK\nAXDr1i0qVlSJ7KzfZzN1ymTMLArRoF4dduzYgaenJ02aZG9ADQgIYKXHMlatWkWFEhYMaetE81ol\nPusa5KkKNKtnrAWVl/91ZiRx+ca8ExYA53oVmLx9EgUt8laXOCUpBXVN9a8mGrmlqVZTZs2cxfjx\n43PV/vXr11SoUJZbz0ZT0DhrEqjQ0DhWLrnCwV3ePH8eiijC0jFNGNYp5/QBb0Nj6D/7MK+CY3nx\nOpwkeSoNpozD7bfJWdo+2H+YzW2741yhKa1ajkcuT+bkSQ9u3z6KpqY+DRvOpVKl/rm6puwQRZG1\n66oQ4O+FXYnirPFQFauoWrVqhsjvoKAgNm/ZzMWrV5GpqXFwz14AYmNj0U9bcb169YqyThVoPXkH\nb+6e5tmts3Rp1Yh5f/7xyTm8fPmSYsWKAeBc0orD8ztibWH4yT7veOEfwSbPB2w89gAn54pMmjqD\nLVs3sGb1eu7f986wasoLkrh8Q+Lj49HX16dRowEUKlSSQ4fmEh0dQu2OdRm7djQ6et+vil1u6GLd\nhemTpzNo0KBcGfmGDhuMTMeH3+bmvG2ZnCxn1KD97Nh0mxI2phyc14kSRT++M7X//GPajt9FkSqV\nUddQp9Wy+RQqXzbbtkqlkpV1m/Pq8lW0tQ1ITIxFS8uAWrUmU736uCzXsnt3Mx49OkazZitwcuqR\nnkM3O1JTk1i7rjpBgXeo27Ah+3btouBHithXr1eXWze8SElIwM7enti4WHyfPcfgA49iURQxLFCQ\nQRufoVfAjBdeJ3m0ezp/zJrBnHkLGdi/D506Zswps3HDBnr1ViW26tevH+amJiz3WEanho4sGF4f\nPZ2st8FRsUnsOfOIjSee4PMqjM4/daZXn365KhmSWyRx+YZs2rSJnj17Mm3aufRj9++f4sSJv0hO\nSaTtyDYMmDvgh7POv+PdbRFAXFwcenqfNgDb2BRi36luOJQw+2S7D3nlF07XVpt56B1EJzdHNk5t\nhaZm1s3HhKQU9Gr/Qbn2rYh57U9cUBApCYkMvXOJAtZZl/G/qBUEUaRKlRGUL9+DwoU/Xg/pyZOD\n7NzZOv15zZoTqFZtDLq6720aoihy8tRYrl19b5+Ry+UZ7Cr+/v4s81hOh3btqVixIjXr1+PW9RuU\nLFkSTS0tvK5dY9OmTairq3PlyhX++usvtmzZQo8ePZh6Wo6aTB2FPIVlXW2o6lKJG/efEe7/lMDA\nQCwtLQHVamjRokXI5XIWLnw/lzdv3lC0aFEuruxFcEQ8pWxNKZuWjGvWustMXXGG1i3c6dG7H82a\nNUNT8/PscJ9CEpdvyLx58zhwwItGjTIm9xFFkStXtnP+wgYMjQ1YdHkh1sXzFlT2LZjfez6aEZqM\nGTOGWrVqfVIEY2NjsbQ0xz922mfdvm1d78WQPnvQ1FBn0Wg3fm6XtUBXtX7riYxJooi5HvbWxmw8\nep/6v/+awe7yjinalrg38cDZuVeuzi+KIr6+p/H0HEh4uCqNZJEiVWjVahMymSbrN9YkJioAowIF\nmD5tGsGhIcye9TuCIBAbG8sfc/9k2XIPZAb6VHVywmPpXzR0b4rfC1+UCgXK1FQKGBtTs3p1jhxR\nlWeNj4/n+PHjtGvXjoYD/qRGZ9Xt58s759g0+r0tyMNjBR07duDvv5cxbdqv6cdNTEx48+YNCQkJ\nVK1Wg+fPfDA20sPV1ZXjp84xvFMVBrSuSL2hO/C6dQcbm69XxD47pEx035C4uHhSUrKWZRAEgZo1\nuzB2zD60ZMb0Kd2XNRPX8Pbl52U+yy9c3F145vsMFxeXHFdXUVFRGBrpfpawhIXGMWWsJwYGxpQr\n34Rhc49j2+ovbj3O+H5cXdObJ7sGc+rvHqyY0JziRU14eeGfbMc0siqMr+/pXM9BEATs7RsxdKgv\nPXuqVppv3lzn779LsmSJHTFRATR0b0pkRAQjR47kj99nIwgCh48cxqFUKU77PWfI3YtoaWjgeegw\ntra29OzeHZcqrpR3dgKgft26HDlyhHLlyxMYGEhsbCzt2qmSbZ9e9Uv6XMxsSn84Ma5e96JuAzc2\nHzxL32XX0l+KjY1jwYIFVKxcBctKLVDX0iEiOp5jJ85w4MABlu68TtnOHvTq3SffhSU/kcQlG2Qy\nNV6+vPPR17W19RnQfxU1anTmwOJD9CjWgyaaTZnSfAoRQRHfcKbZU7t9bazKWdGwcUPWrFnzybZW\nVlZER8UTG5ucp3P4v4nC2X4eAgYMG7aV5s3HMHLULpQyS1x6raHpiG1ZUla+o1JJS0K9H2T7moVT\nGYKCP/7efwpb27pMnpxEpUq9048dOHCA44cOZxDZxX8tpe+QIbTa7EH7zSspUMSaUm2b07pDe6Ki\nolAXBK5evMTdm7cAMLEwZ8eOHWzftg1LS0u2bduWPlajwfPTH2vpGmJuk1abWRQpal0Y77u3aP7L\nJmLDVYLbo2cvkKlz7G4IFTtPw+/OOczNzYmJiUEQBFq3fn+bd/N2ztUof2QkcckGZ2dnwsM/vRoR\nBIH69fryyy9HmTLlJI3dhvL4ii+dCnfiz55zMzijfWsEQWDc5nG8CXlD//79adq06UfbqqmpUbyE\nLc99QnM9/vNnobiUXICujgWDB29CQ0Pl6m5gYEKfvsvo2nUel71DMXGbz4w157P0d6tSjOhMaRLe\nUaxeLaKi/HI9l3fMmVOAjRvroa6uRfPm66hcWZXhrkKFClm2/petWEHHXespVqcmL85fYqq+Fefn\nLqFOjRoYGRnRpXMXqlWvTsuWLdmxYwerlnvQqVMnHB1V3sqvX6vSIVT/aTzVO45JH1dNXQNLO0c6\nd1XFIS1espihw0dybcccdk9XeRBv2riBXosv4jZ0KcZWDvj73OLtm1cZjMVFi9piaFqIc2dPfffC\nZl+CJC7ZEBYWhpVV7rf1ZDINKlduycgRO2nffjrntp2ni3UXAl8G5t8kc5yTjJX3VlK2ZlmOHz/O\nxUsXP9q2bNnyXP8nd8mVHtx/S/VyizExsWPgwLWoq2eNYbG3r8SYMfupUaMbM9dexrzxAib+fTo9\nHKFZjeLIk1NIiMpYV1qenMy9rbuRpyQglyfmOJeIiBcsXFiY4OD7JCdH4+d3nosXZ6Vdv2pely9f\nJjo6OkO/OrVrs7JWUyZrmnF+2ASsLSxYt24dI4aPAKBo0aL8c+UKBw8epFMnVaXEOXPmEBQURFBQ\nEIsXqzy1/e+f58j8/lzfu5Q7nuuZ1UiT++f3ceTgQcaP/wWH4iUY+vMgru1fjnVxJ3T19LBzrk2h\nEiojtYHpe4N2956q1daOHTt4/doPLS3VzpeHh0eO78OPimTQzQYbGzsaNhxDkSLZb5nmRGJiDBs3\njiI07BXDlg2lxcCca8e8Q54ix+u4F2EBYTjXd6ZICZWbuSJVgSJVgVKhRF1TPU/F0q8ducaUFlN4\n/PhxukPYh9y5cwc3t3rsONKNylWyz00LcP0fP5rVWUWRouXo3m1hrnbLkpLi2LVzCi/97nFowU+0\nqKW6bdCpNZuWq/6idIvGBNy6x5vrt7gwdwmCKCMpPpomjZfi6po1v+6HzJihOn/37qexsnJlz55W\nPH9+Dm3tAjg79+ba9cW8y/j98uVLbG1t0/smJycjk8mQyWTZXkdwcDCPHz+mXr16nDx5Ejc3twyv\n169fn7Zt27Jp02Zu3LiuuiZNTWqULMlpb28mT57MrFmzUCqVyGQySpZ2xOfxQ7r8cRQH1yacWzOR\nSzvmgSiipq6BMlWOKIqsXLmSQYMG4Wxvz920gMg5c+bQoUMHihUrRkJCAp6enhw8cACH4sWZNGnS\nF0fCf/fdIkGVhusm4C+KYktBEGyBHUBB4DbQXRTF1Gz6lQdWAIaAAnARRTElU5sfSlx0dHQZNWov\nmppf5s9y+swq/rmyg7I1yzFi+XBsHG2QJ8tJiE0gJiyG8MBwgl4GEfQyiIdXH+J715eYiBjUZDLU\n1TVISc7eZgGgrauNq7srfWb3ydWOVUOhIbXr1ebc6XPZGm937NzBjN/Gcfhcb8zM9bO8fvbkUzq4\nr6d48Wp06jQry+s5MXt2Y4z01DE3NiAsOpGQ8PelSNRk6mjq6mPrVIf2v+7mxLJR3Dzkgbv7cipX\nHpjteFFRr1iyxBaASZMS0NDQQRRFfvtNdW26uqboWBoQ7qvaQTpy5Eh6Odp3XLp0idq1a7N//34K\nFy6Mq6srAJGRkRgbvw9pqFatGlevXuWnravZ0VXlxNegQQPi4hMoW7Ys+/fvQ4ZAaHgYHatVY9fV\nq6xcuZIBAwakj3H06FG69+hBdFQ0SuX7RFQGhkb8NmM6Dg4OzJk1iyvXVUJlYmTEkh49uPHiBUuP\nvY83A3AtVQo7Y2MuP33K+ClTGD5iRO7/EdnwI0RFjwAeoRIJgD+BBaIo7hYEwQPoC6z8sIMgCDJg\nM9BVFMUHgiAUBD5e/fwHQUNDE7k86YvFpWGDAZQuVYt9+2bSr1y/jC8KAmqCGurqGmhqaWNoaEH5\nMs0pX94NMzPVDoFSqSAxMQaZTAOZTAM1NVXW+NTUFK5d282d08fotacXBc0KYudkh6GpISaWJpSo\nXIK6P9VNtzU8vvGY4hUcuHjuIjKZjODgYMzNM+aH7dSxE7dv38S99hp2H+uObbGMjnFtG69FS0v3\ns4QFQF1dm/CYeMzKNcXB1Z6K5kWxKlkJS4cKqGtmDOhzH/k3usYWHF0/iMTECGrVmphlvHfCv3h+\nUAAAIABJREFU8m7sXbvao6VlSOfOh9m+vQUJCWEYGxfBVGlDi/r1adasGQEBAbx9+zY9T42Dg6rU\nR5s2qtKo7/xfPnSua+jWiNMnTwFwc+1mAJycnTlzRpUi4vo1VXDq5MmT+f3332lUvjy7rl6ldOn3\nO0dz5vzJxIkT0p/r6umREB9PoUKFePnyJTt37KB3jx50qVqVK4CbmxuXL11Szc3FBVGppFbp0iSm\npGBmaIhOmq9Lg7JlmTJzJi1atsTOzi6P/5H8J1crF0EQrIH1wO/A6LSVSyhgIYqiUhCEqsB0URSb\nZOrXFOgsimKPHMb/oVYubdq0x98/CXf3MV/NUU6pVJCcHI+6uhbq6ppfbdzo6BAuXdpCcPALklPi\nSE5OID4uCqWoxMHZgaiQCEL9wyhXwYqOXcozdZwns2fPZuLErF9YgCVLF6l+SUtYYGtfEJtihgQH\nxbBp9Q2aNh2Oq+unaxR/jHPn1nPz7lHGHQzLdZ/1w2vz2vsyXbsex8/vLIaG1ri6qpJCxceHMH++\nKhLb3t6NFy9OZulvXqgQ7k0ao6Gtza5du4kODwdUnsDv3v9KLi7cvnmTAgUKEB4ejlKpRF1dnZiY\nGIKDgxkydAin0sTlHSNGjmTJ4sWUq1AZp3KO6OrokJqUSPSTJySmpnLs1i06denBqOE/U6VKFRo0\nbMTZM++313v26s26tWsICgri4cOHuLm5sW7wYKxNTHCbNYs1a9Yw5Oef8ZwwIcfPyX4vL/bcusWZ\n8+ezveXNDd975bIIGAcYpU3GBIgU04uu4A9klzy0RFr744ApsFMUxXlfNONvwIYNa6lVqy7e3qcp\nX77RVxlTTU2Gjk7uYkjygpGROc2bj85wTBRFnj79h3/+2UGov+rL7N6yNMPG1kWmLuPJ3ey3gQFG\nDB9F9249efToEb6+vjx7/pTzJzYCcPfuIeLiQnBxaY+BQd6SUcnliciyMf5+ip6Lz7Njcku2bm2c\nfiwxMZKUlBCiovzo2HEfu3a1zSAs6uqapKaq7rqtXCvyIC4aE9vCDLx+Gk09XebZOZGSkpKeh6VO\nrVr4vXxJRHg4h48cpnWr1hQqWhRDI0Pq163L7l272bBhAyNHjmT69OlMmDABLS0tFi9alH7OuLg4\nDAwMmNGxI5v/+Qenii5cvv2EnVWrEhkZycYN6zlw4ADXrl2jSpUq9OzZk9WrVjFo8GAAdLS0SJLL\n6ZDmuWtoaIi1uXmufoDauLigUCjo37s3l75zQu7M5LhyEQShGdBUFMWhgiDUBUYDfYCroigWT2tj\nDRwVRdEpU98xwM9AZSAJOANMFkXxXKZ24rRp79Mo1q1bl7p1637ZlX0hnp6eDB48il69VnzXeXwp\nr17dZ8OGEZQqY8HFO8OpVnYxL56F5jmRVEpKCo8ePWL9+g1s2LARV9f2VKnSAXX13Lmjb9o0lhQt\nGf08ruf5Gt763GT1oPeevxoaGsjTKgKUKNGAZs028ubNP/j4HOTBwx3oFixAb8/dFHHJGjqwsWFr\npvYbyE8/qaK/bWxtef3qFSkpKXTs2oW3BtrUnTyWmLeB7Ojcj0IFCvLI2zvLOElJSezatQtRFOnV\nq1f6cW0tLY6fOEHzlq2Ji4nCy8sLDQ0Nxo8Zw63bt0lOSSE1NZWkZJVfkYmREYMbNGDWvn1ZzjG1\nXTvql815U+Hykyec9vfn/OXLObYFOH/+POfPn09/PmPGjO+2cqkBtBQEwR3QAQyAxYCRIAhqaasX\nayA7xxB/4IIoipEAgiAcAyoC5zI3nD59+mddQH5haWnJmzfPvvc0vhgTE2sEQQ37Emb81GIbZR2r\ncO/OjjyPo6mpibOzM0uWLGb48GEMHTqcLVtG0qnTnCwrsidPLrNz51S0tfVRk8lITk5EkZqCS+uh\nn3UNpkVLU7nlYG4e8sDZuScvXhxELo/C0bETz58f5vr1ORQsWI4HD7fTbvVSXPp0++hYxVs15fjZ\nM+niMnXKFPr374+GhgbLlyylas2a7Pbui55xQaL8A6ju5Jze9/Hjxyz+azn+r/04e/oUScnJFDU3\nR1NdHXWZjAoODpStXp06depw6MB+kpOTiYuLo169epS2smJWu3ZYGRujr61N/d9UJXE3DBpEUNqW\nfAtXV1o4O7Pt2jXO379P2EeKxr0jSS5n04ULbL9yJU/vZ+Yf7xkzZny88ReQp61oQRDqAGPSbC47\ngX2iKO5MM+jeE0VxRab2BYDTQE0gFfAEFoqi6Jmp3Q9lcwkJCaFGjdqUKdOCChWa5dzhByY83J+V\nK/sil6fQuk1Ldu/a+1WSeIuiyODBQ9i5cx9aWnoMHLgGQRDw9j7D/v2/p6+M1GTqVP9pPBWb9aNg\noc8zOh5b/DNeB1X+HuoaOlStMgIvr78QBDA0tCMy8hkmJqXRtNVgyNVTnxzL/9ZdNjVqQ2R4ePpt\nR3x8PBoaGmhoaBAREcGVK1eQy+XUqFEjPfBwz549dOiQMcrZzMQEQ319jNNy76praHDi9GkMDQ1Z\ns2YN/ftnTA9x7oPVeb20L/S7Y0pRRC2Xdrhbvr7sv3OHOy9ekJCo8gdyLFOGBw8f5qp/Zr77VnTa\nJD4UFzveb0XfAbqJoigXBKEFUEkUxelpfboAkwAlqlunLJbEH0lcrl27RrVq1ShYsBDDhm39YSOf\nc8OLF15s2aIKqhv/yzj+mD3nq+aWSUpKQkdHtaNmb++ChYU9V6/upMOYDgyYN4DE+ERmdpjFjeM3\ncHBpRNc/TwAqg2psqD/RIa8pWq7mp04BQExoAIs6WlPA0paoID8A2rXbzqVLvxIa+hwzs0IolYZo\nWMoY6f3pX/F3CbiXLFnC8OHDAdi6bSu9e/fBvHBhdm/blm3u46CgIKb+Op01q1dSoWlv7niuTx/v\nQ2JjY5k+bRoLP7DJABQvVIhVH2xNf4hCqeRlSAivw8IIjIwkJjmZmORkohISeBUSQmRsLNqamhQ1\nN0eemkqiQsH0WbNo06YNhoZfbsf7IcQlv/iRxMXJyZn79+8xceKxL96K/p74+t5iy5ZxiKJI8eLF\nefr0ac6dPoPBgwezYsX7BevgRYNpN7JdhjYPrjxgZM2R6BoWIDkxAYX8vZtTn7+vUsSxao7nmVHv\n/WffwaUJL26epFixRrx4cSJDu/Zr/2JPX1W09R+KiGzFdG/vIZSVabF2zVoOHTpE/+HD6LRnIyGP\nfbjy6xxevXjxUREOCwujW88+nDh2mP79B7Bq1UoCAwO5dOkSoaGhDB06FDtLSwY1aICLvT3Jqam8\nCQvDwdISQRBIVSh4FRbG86AgAiIj8Q0Px9vPD0tzc8qUKUPxUqUwt7DAzMwMMzMzSpYsiaWlJQkJ\nCfj4+KhyF1et+lVTL3zv3aL/G5ycnLGxafSvFhZ//0ds3jwWgDZtWzNpYtasb1+LS2n+GHZl7fjz\n9J+8epg1jKBsjbJ0ntgZbX1tipUthkNFB8yszWim25xQv4e5EpcPee6lqnGUWVgA/DfuSn98Z/MO\nKvXskqVNtZGD2NqkA2FhYRw57kmFAT2xrlwBUakkOTn5k6tVU1NTjh89hFKpxMvLi/Zt23LixAmc\n7exQV1dnca9eOKVFMsclJREQEcEjf3/237rFy/Bw/AIDKVK4MM4VKlCyZk3aVKpEtWrV0m+/Poae\nnh5mZrnPt/MjIIlLJl6+9MPC4uMu8D86z597sXWr6lZowcL5jBo5+qvf2vn5+XHhwgU0NTV5+VLl\nAVuhfgU6WqoqDRyIPEBSfBKmVu+TNvWd3TfLOAYFDTm2eDBeB/4i6Pm9j56vkG3JHOd06dIlatZ8\nf4t14uQJBk+ckK24aOrqIpfLSU1NxaVCRQ7OncPpGX8iU1Nj08YN6e+Xv78/hw8fRk1NDQsLCxQK\nBd7373P18mXu3LuHka4u1Rwc2D5sGHpaWrwOC+P6s2dsuXoVH39/FEolNkWKULVaNVq1aoWTkxPl\nypXLMXnXfwXptugD3mUFMzQ0RUtLn9Kla1OjRmc0Nb9ugav8wtv7NPv2/Z7+PCYmJkO0LUDzFk2o\nW7ceY8f8krl7jigUCnr26cnRI0dxaeyCqBAJ9A3k4c2shsSSLiVZdmPZJ8cLehXEmS1n2DhtI4Ka\nOmXqdCD0xR2CXj7K0tbQ0IjLly9RpEgRfHx8ePDgAZu3buXCOdXGY+bM+xcvXqT36JEMvPl+YzI+\nLBzvPQfxWraGEb37MHb0GBISEhjw82C2btxEZGQkBQoUICAggJnTp7Nz506qlSiBTE2N6ORkZGpq\nFNTVxcnKCgdLSwro6eH9+jVeL19yw9cXURBo6u5Oy9atqV69OsbGxv8Km51kc/kGrFy1kpEjhuFU\nsTDX/3mFnr42CfHJWFuXoUaNLpQsWT3nQT4Db++zGBgUpEiRcshkeV9MyuXJ7Ns3kydP3hsznz17\nlu7e/iHvPuyf834fOnSIcdPGseDyggx5hOOi4/C54cOLuy+4deIWt87cYtOLTRQulrui7IMqDiZV\ntKLnIpUQpKYkpdWqlqFITSHw2R2OzelMUMCbXH9Z4+PjsbKxoWQzN4Lv3CfC/y2iUolDieK0b9Wa\nCRMmZEnFEBYWxswZM9i4cSNNnZzoVLUqBTKtMlJSU7ni48OZx4+56+tLBScnmrVsSfMWLXB0dPxX\niElmJHH5BnTr3hlNvZcsWvG+bs6BPfcZ3m8vMdFJVKvWETe3wV98Hrk8mbdvfXj+/AYPH54hMjIo\n/UM5YsQOjIwyxv34+FwhPj6KihWzbotfubKd8+fXk5qqcipbvHgxAwcORFs7+9XWiRMn0NbWpk6d\nOnme97Nnz3Ct5kq/ef0o6VISmzI2ed59SklKIeR1CMGvgnn16BXXj13n1klVUqYKDTtx//xeFKmp\nqGtoIIoiitRU9AwM0dXVJTDAP1eF2N+xZ99eQkNCcKnsgo2NDaamptl++SMjIxk9Ziwb1q/D3tKS\nuV27YvxBXSVRFHkcEMCpBw849+gRzuXL02fAANq2bZteDeDfjCQu34CiRVWJqouXzGg4WzLvAtPG\nqyJTi9lXopn7KIyNc64Ro1SmcvPmYZ48uUx0dCBJSXEkJSWgVKpqPxsY6FCznh2TZzaiZGkzzLWm\n0LTpKCpVap7x/Es7ExUZhK6uIW5uP+Pk1BilUsnqNf0JDfFDW0eD8uXLs2njtmxXK1+TTVs2cdTz\nKF43vIhPiGfk2pHYO9mjpaNFYlwib1+8JSEmgVunbnFi/QkS47LmZbEpZkNRm6KkJKXw4tkLKlWu\nTJnSZahcuRJWVlY4OjpmKEmbX6uB0NBQ5s5fyKpVq4iJikBNENg6fDiWaaV5AyIiOO3tzdknT9DQ\n1qZn79706NnzX516Mjuk3aJ85tatW7x5E0Qxh6wxM47lLLGwNGTJ6jaMGnSQv//ujrNzE1q2zL4u\n0IsXN7l4aRP+bx4iU1ejVBkLSpcvSCXX8jhXtqZylSIYGb2/rVAqlRQznYkgyLLcekVFBREVGYSm\npjqNm9txcM+fnDmzEplMk4SEcBQKJQ72JTh18tw3MRT26NaDHt1UcagDBgxgUtNJmFmYERr8PpNd\no6aNOOX53pmtXLlytGjZAscyjtSrV49ChQrl+nxfIiyiKHL69GkuXLhAiRIl+OOPP4iLi2PEiBE8\nefqcXbt2UaZuJ3p73OLvnqVRypPR0dTkoJcXZ58+JSA8nJ9++ok9c+dSuXLlf+Utz/dEWrmk0btP\nd6ztwxk7uW6ObVf+dYUJIw4zadKJDJnYvL3PcPTYQlKSE3EsX5gRv9SiXSenHG8dlEolNZyW8vhB\nIKVK16Jd2ymkpqYQEPAEMzNbVq7sS2JiLLXq2fPH4ub8Me00R/argg8FQeDevXu5LtsKMGjwIFau\nWJkhOvhzSE5OJjo6GnNzc5RKZYbrTEhIIDY2FgsLi88eP7eMHj2aLl26ULly5QzH27ZuzfHjx0lM\nzpgfuEbH0egWtKBsg64YmBbm6dUj7JjcMv319m3a0KtvX9zc3NDQyFuw5b8R6bYoH4mIiKBYMRvu\nvBiNsUnOv/6iKGKuNQXrIk40cx+JiYkqWdOcP91p0NiONds6o6ubdyenY4ceMrjHHuIT5Ghr6RMX\nF4mxcSFatZpEUlIshw/PIz4+kt/mNWPJnCts376bBg0a5FkglixdwsgRI4mPj89QafDfglKpTN8x\nWr18OafSgvCGDB1G1SquxMTEcuioJyeOHQZAXUMTc7uylG/ciypth6FUpPLsuieH5/UlPur9imv5\n8uVUr14dJyen7E77n0USl3zk0aNHtGzVkFvPRua6z7aNN/lt4imCAqPQ0zPEqEBh3gY84dqD0ZRy\n/Pxfa6VSydRxx9i/05udR3sybsghrv3zEgtzO8LC3qBQpFKkSGEWLlpC+3btP/s8/0Y8PT0ZN2oU\nPs+fk6pQ4OzggFuZMpgZGjJuyxa09QyxdXRFEARsXJphUqQkOoYmWJVyITUlGb+75/G5tAefKwco\nXLgwjiWL07ixG23btk238fw/IolLPiGKIss9lnP63Ho27O6Y5/6vX0Wy1uMqt675Y2Kmz8bdWZ22\ncsLncQjFS5p+9Pbp5LHHdGy2If15RETER0uR/tcIDg7m7NmzjB09GkGhYEjDhlS2t0cj065RvRkz\nqNllIg36z1Z52ibEEBXkx6v7lwj0Pse98/uxLmrL8GFDad+u7Q+Zue17IYnLF/LgwQMmThqHv/9r\n9PUN0Nc34rjnSYoWLcLr1284eKY/dern705LZpRKJR2bb+C0pw+mZvpsP9wTl0wJsq9deUmLequR\nyxUUL2HPxQuXc3QV/68w5dfpLF26FC19I8IC/PitUydqZZNtTRRF3Of8SaEyVYgN9iMsUFX6w9ah\nJNWqVMGtYX1atmyRIS+uxHuk3aLPxNfXlxUrl7Nu7Vp69Hdm2IQ6pKQouH7lFcc9oVPPkvw8sg8F\njb+t7SE8PJ4GrssIDozh6MWBzJ1xBrdqy+jYrSIrN3UiNTUVj8VXmDpOtQXu4lqZJYuX/t8Iy40b\nN1i1biMD1z9Br6A5W8c3Yann8QziEhkfz6n79zn16BG6ero0dCnFyJEe2NvbI5PJvkpqCYnP5z+9\nclEoFLRp04pX/ncZ/2sDmrd2/Orn+Bw2rr7OuKEHsSxsyNkbQzE1UzliHTnwgG5tNmNhaUBwUCwA\nVtZW7N2zF1tb22+y8/KjsHPnTuas3E2rX/cAkBAVxvx2Foxs2hRjfX1OPnjAXT8/WrZoQb+BA6ld\nu/ZXTSfx/4S0cskDV69epU2bNjgUt0VDK5q9x/tkWy7je+D/JpIRA/ZRorQ5sxc2RyZ7/4Vo3ros\nPfq7smn1jfRjr/xe5ckr9b+CtrY2Cvn7LeSUpHh0DIxZdPQoVStXpu+IERz96acssVMSPw7/OXG5\nceMG7u6NMSqoSaee1nTt3TrDF/h7M3bIQQCePg5h2byn3Lu7h5ETa9CpWyVmTjrL8cNPmTxlMjWq\n16BGjRr/l8ICqjgfNQ1tvA4s5/mlnQT5PqBH1y707N6VqlXzlqJB4vvwnxOXnj27U9G1MPtO9Pne\nU8nCvFlnOH74MaDKW/rrr78yf/58xo0bx+4tD6lXtxXXrm3C3t7+O8/0++Pp6cm9c3spYqhk/vSx\nuLm5pWfsl/h38J8Tl8OHj+LqWokA/yisrAt87+lk4PlTVZmPmzdvUqlSJebNm8f48aoQgqpVGrJ4\n0RLJxTyN8eN/oV+//jRp0jjnxhI/JP9Jg27RotbUa2zF0tXtcm78jXjoHUiN8qoC5omJiezdu5du\n3VRZ6m1ti/D48dOPRjJLSOQn+WXQ/XGMEV+ROXPmcnD3I7yuZU25+K3xfxNFh6abadtoMwMH9adU\nKQd0dHQYMEBV3lVXVxtPz5OSsEj85/hPikuXLl1wa9yY7Rtvf7c5iKKIx5Ir1HL6G+fybrx+/ZYV\nHquoWasGYyY1ZLdnT8wtCrJt+47PLsMpIfEj85+zubxDTU2kTLlv73Amlyu4deMNvTpsIygwGi8v\nrwzRukN+HkmFChVYv8KLzVu24d7U/ZvPUULiW/CftLnExMRQqJAFd33HYm7xbfwgwsPiWTL3MhtW\nXsPQ0JB27Tsxbuw4rKyyJpWKjY1FEIT/RBYziX8/khNdHnj58iUJCUkYFcjf8iAKhZKt629y5sQL\nLp/zpUPHTjx8uBFra+tP9pMcvyT+H/hPrlwAjIwMcK1ehG0Hu6Gp+fU09Orll5w48pQCBbU4ss8H\nbS1zmjdvTbu27fI9xaSERH4grVxyQWJiIhMmTODhI2+USpHTxx+TmqrkaxSni45OZOzPnty8+pau\n3Xpy1vMMHTsMYMzocVJMi4RENvxnxEUUxQxZ1dZu74x7K0d0dL48TWFQYAylCv9O9+5dePDgbNp5\nZn7xuBIS/2X+M+IyYuQIANxblWGhRxssC+WtQLcoity8/prbXv7cvx3K1g1XOfnPzziUMKVNo43U\nq1eXVavWSv4oEhK5JNc2F0EQ1ICbgL8oii0FQbAFdgAFgdtAd1EUUzP1sQEeA0/SDl0TRfHnbMb+\nIpvL69evsbGx4be57gwfl/d6PEqlEjvj34iOTmTAwH5UqujCiBEjKFBQBwMDbVq27My8ufMl13yJ\n/yTfPROdIAijgEqAYZq47AT2iKK4WxAED+CuKIorM/WxAQ6Lolg+h7G/SFwGDOzH6lVreRs/M8+J\nsaMiE/i5117evoYTJ85gbq4qSKZUKjl58iRqamo0atRIEhaJ/yzf1f1fEARrwB1Y88Hh+sDetMcb\ngTYf6/7Zs8sl6uoy/lzaMs/CEhwUS8Mqq0BhxenT59OFBUBNTY0mTZrg5uYmCYuExGeQW5vLImAc\nYAQgCIIJECmKojLtdX/gY4WBbQVBuAXEAFNFUbz8BfPNlmrVarJi1SwGDK2erRD4Pg/jzIlnXL/y\nFqUC4uOTePwgiLDQGCZM/IWpU6Z/7SlJSPzfk+NtkSAIzYCmoigOFQShLjAa6ANcFUWxeFoba+Co\nKIpOmfpqAPqiKEYKglAROACUEUUxLlO7L7otUigUODk7UqOuOX8ubfZumUfg2xh+7rmfxw9CaOre\nlNq16qOpqYm6ujqVKlXC1tZWyrMq8X/P9/RzqQG0FATBHdABDIDFgJEgCGppqxdr4G3mjqIoyoHI\ntMe3BUF4AZRAZQDOwPTp09Mf161bl7p16+b6ImQyGVcuX6dO3Rp0b7eNgNex+DwORKkUmTBxAqdP\nTP2/zegmIZGZ8+fPcz6tkFx+kicPXUEQ6gBjPjDo7hNFcWeaQfeeKIorMrU3BSJEUVQKglAMuACU\nE0UxKlO7r+KhGxUVxZq1a3B2dqaKaxXJzV5CIhd8992itEl8KC52vN+KvgN0E0VRLghCC6CSKIrT\nBUFoC/wGyAEF8KsoiseyGfe714qWkPh/5YcQl/xCEhcJie+HlIlOQkLiX4UkLhISEvmCJC4SEhL5\ngiQuEhIS+YIkLhISEvmCJC4SEhL5giQuEhIS+YIkLhISEvmCJC4SEhL5giQuEhIS+YIkLhISEvmC\nJC4SEhL5giQuEhIS+YIkLhISEvmCJC4SEhL5giQuEhIS+YIkLhISEvmCJC4SEhL5giQuEhIS+YIk\nLhISEvmCJC4SEhL5giQuEhIS+YIkLhISEvmCJC4SEhL5giQuEhIS+YIkLhISEvmCJC4SEhL5giQu\nEhIS+UKuxUUQBDVBEG4LgnAo7bmtIAjXBEHwEQRhuyAI6p/oW1QQhFhBEEZ/jUlLSEj8+ORl5TIC\nePTB8z+BBaIolgSigL6f6LsQOJb36X1fzp8//72nkAVpTrlDmtP3J1fiIgiCNeAOrPngcH1gb9rj\njUCbj/RtBbwAHn7+NL8PP+KHQZpT7pDm9P3J7cplETAOEAEEQTABIkVRVKa97g8UztxJEARdYDww\nAxC+eLYSEhL/GnIUF0EQmgHBoije5b1ACGQVCzGb7jOARaIoJnzQT0JC4v8AQRSz04QPGgjCbKAb\nkAroAAbAAcANsBRFUSkIQlVgmiiKTTP1vQhYpz0tCCiAX0VRXJ6p3acnISEhka+IovjVf/hzFJcM\njQWhDjBGFMWWgiDsBPaJorhTEAQP4J4oiis+0XcaECuK4sIvnrWEhMQPz5f4uUwARguC8BQwBtYC\nCILQQhCE6V9hbhISEv9i8rRykZCQkMgt38xDVxCEHWlOeLcFQXgpCMLtTK9/0tFOEIQ1giDcTfvb\nlbYT9b3ntEUQhCeCINxPm5/sS+f0leY1RBCEZ4IgKARBMP5B5pRrp8svnZMgCC6CINz54K/1R/rX\nFwThVtr/b70gCF/8ffgKc2qQNqc7giBcFASh2A8wp4tpfe8IghAgCMK+XJ1YFMVv/gfMB6ZkOrYH\n2AmM/kgf/Q8eLwDG/wBzavLB423AwB/kvXICigK+gPEPMqedQIe0xx5f+736cE6ANqCW9tgSCH73\n/IP2AvAasE97Ph3o8792zibEpjCM479/vrLAwtdEooiNlYUsUBaTlbJgzIRIlFEWkiSykIWlUoSa\njA0rNT6aCfkqpUm4NRkKiWIyYkNNajwW73vN6brj3rlzzj138fzq1nnf+77n/O45nffrPOfm6RS/\new0sjdvtQEfeTmWu87ZqjjXu3qNGWoB1xUQi0O7naBXM7EcsK8JTq7Tnc7U49SSSvYw8GcvbqxDL\nZvXof8xOhKDLtrjdSbiZz2fhZGZDifypwO8y5WcCQ2b2NqbvAkeAjhydiPkz4vYM4FOKPrU6ASBp\nGuE67qzmQHV/cVHSGmCgeFHHEmgnqQP4DCwDzjSCUyw/EdgO9FQqW0+vLKjFSVUGXablFPNWSuoD\nCsDexLEBMLOvwCRJK2LWJlLsHGpxiuwBuiV9IISAnGoApyIbgbvFjr4SqY5cJN0B5iazCCOMo2Z2\nI+a1AVcSZf4G2sWOdtSbxsx2xd74DNAKXMrbKXIWeGhmjyv51NlrTGToVC6vqpFnjU5HKudqAAAB\noUlEQVSYWS+wXNIy4LKkbjP7VbL7VuC0pMnAbUIsV95OBwjT7aeSDhKi4/fk7FSkDbhYySW587p9\ngAnAADAvkfeIsDbwDvgOfAX2VdjPWuB6IzgBxwnxPg13rkh5zWU8TsAXRub3q4DurJzKlLkHrKiw\nn2bgap5OwCzgTSK9AOhrhPNECDcZBCZXe8x6r7k0A/1m9nceaWZri9saCbQ7W1pR0mIzextHLhuA\nVw3gtBtYT5iHpk3NXklF0h3djMfpPrCZsLC7A+jKyknSIuCjmQ1LWggsBd6XVpQ028wGJU0BDgMn\nc3b6DkyXtMTM3hCi4PtzdirSAty00Uc1/1DvNZctlAzL/oekW5KaYoPSKalAmBs2ASfydIrJc8Ac\n4El8VHcsJadxeUnaL+kjMB8oSLqQtxOjBF1m5LSa8LufEd7cbzezb2WcDkl6CbwAuszsQZ5OZjZM\nmAJdk/Qc2Ep4YTg3p0TZljL1/4sH0TmOkwn+N5eO42SCNy6O42SCNy6O42SCNy6O42SCNy6O42SC\nNy6O42SCNy6O42SCNy6O42TCH3NeLX15dxiAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10920a860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "districts.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changing the CRS (Coordinate Reference System)\n",
    "\n",
    "### WAY ONE: Just changing the Projection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x109bcbe48>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zIXLkKE6iRsPLiMgP6vWtVhGAMWPGsGLFikz3o/BhMuXEK6U8AhzRXQ8Dhr1H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S+NohxGSynv5XLvxny7gZZktv9JlOfRAmgKbDF5999Rr1mYyO6PYn3JXKovCEX57pkj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\n/wGEUbQvsWNfcgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109bcb160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Go into the crs to convert it...\n",
    "# ignore the datum and spheroid,\n",
    "# just change the PROJECTION to MERCATOR\n",
    "districts.to_crs({'proj': 'merc'}).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10a1ea550>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kafMWHI8V9D9wSq87edp0ypUrl9bXo5AKinFT+KqJi4vD3X08VavO1huxq1cX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109b05940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Give it the SECRET CODE from the PETROLEUM GROUP\n",
    "# (which you can try to find by googling)\n",
    "# (or hopefully you have a list because they're\n",
    "# all very confusingly/similarly named)\n",
    "districts.to_crs(epsg=3857).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Opening a CSV of points\n",
    "\n",
    "geopandas doesn't understand a CSV file of lat/lon points, so you need to convert each line into shapely geometry, then feed that into a new geo dataframe.\n",
    "\n",
    "Once you do that, you need to set the `crs` to `{'init': 'epsg:4326'}` so it knows what kind of datum/sphereoid/projection you're measuring from.\n",
    "\n",
    "**Let's try opening the earthquakes CSV**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>depth</th>\n",
       "      <th>mag</th>\n",
       "      <th>magType</th>\n",
       "      <th>nst</th>\n",
       "      <th>gap</th>\n",
       "      <th>dmin</th>\n",
       "      <th>rms</th>\n",
       "      <th>...</th>\n",
       "      <th>updated</th>\n",
       "      <th>place</th>\n",
       "      <th>type</th>\n",
       "      <th>horizontalError</th>\n",
       "      <th>depthError</th>\n",
       "      <th>magError</th>\n",
       "      <th>magNst</th>\n",
       "      <th>status</th>\n",
       "      <th>locationSource</th>\n",
       "      <th>magSource</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-05-03T01:58:56.924Z</td>\n",
       "      <td>59.804800</td>\n",
       "      <td>-136.833500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.10</td>\n",
       "      <td>ml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.59</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-05-03T02:03:56.653Z</td>\n",
       "      <td>94km WNW of Skagway, Alaska</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>automatic</td>\n",
       "      <td>ak</td>\n",
       "      <td>ak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-05-03T01:35:24.350Z</td>\n",
       "      <td>39.398167</td>\n",
       "      <td>-120.255501</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.42</td>\n",
       "      <td>md</td>\n",
       "      <td>21.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.1314</td>\n",
       "      <td>0.05</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-05-03T01:57:52.525Z</td>\n",
       "      <td>10km NW of Truckee, California</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>19.0</td>\n",
       "      <td>automatic</td>\n",
       "      <td>nc</td>\n",
       "      <td>nc</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       time   latitude   longitude  depth   mag magType   nst  \\\n",
       "0  2017-05-03T01:58:56.924Z  59.804800 -136.833500    0.0  3.10      ml   NaN   \n",
       "1  2017-05-03T01:35:24.350Z  39.398167 -120.255501    5.6  2.42      md  21.0   \n",
       "\n",
       "    gap    dmin   rms    ...                      updated  \\\n",
       "0   NaN     NaN  0.59    ...     2017-05-03T02:03:56.653Z   \n",
       "1  73.0  0.1314  0.05    ...     2017-05-03T01:57:52.525Z   \n",
       "\n",
       "                            place        type horizontalError depthError  \\\n",
       "0     94km WNW of Skagway, Alaska  earthquake             NaN        0.3   \n",
       "1  10km NW of Truckee, California  earthquake            0.21        1.0   \n",
       "\n",
       "   magError  magNst     status  locationSource magSource  \n",
       "0       NaN     NaN  automatic              ak        ak  \n",
       "1      0.26    19.0  automatic              nc        nc  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"earthquakes_1.0_day.csv\")\n",
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>depth</th>\n",
       "      <th>mag</th>\n",
       "      <th>magType</th>\n",
       "      <th>nst</th>\n",
       "      <th>gap</th>\n",
       "      <th>dmin</th>\n",
       "      <th>rms</th>\n",
       "      <th>...</th>\n",
       "      <th>place</th>\n",
       "      <th>type</th>\n",
       "      <th>horizontalError</th>\n",
       "      <th>depthError</th>\n",
       "      <th>magError</th>\n",
       "      <th>magNst</th>\n",
       "      <th>status</th>\n",
       "      <th>locationSource</th>\n",
       "      <th>magSource</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-05-03T01:58:56.924Z</td>\n",
       "      <td>59.804800</td>\n",
       "      <td>-136.833500</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.10</td>\n",
       "      <td>ml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.59</td>\n",
       "      <td>...</td>\n",
       "      <td>94km WNW of Skagway, Alaska</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>automatic</td>\n",
       "      <td>ak</td>\n",
       "      <td>ak</td>\n",
       "      <td>POINT (-136.8335 59.8048)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-05-03T01:35:24.350Z</td>\n",
       "      <td>39.398167</td>\n",
       "      <td>-120.255501</td>\n",
       "      <td>5.60</td>\n",
       "      <td>2.42</td>\n",
       "      <td>md</td>\n",
       "      <td>21.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.131400</td>\n",
       "      <td>0.05</td>\n",
       "      <td>...</td>\n",
       "      <td>10km NW of Truckee, California</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.26</td>\n",
       "      <td>19.0</td>\n",
       "      <td>automatic</td>\n",
       "      <td>nc</td>\n",
       "      <td>nc</td>\n",
       "      <td>POINT (-120.2555008 39.3981667)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-05-03T01:26:38.608Z</td>\n",
       "      <td>59.897000</td>\n",
       "      <td>-136.710900</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>ml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.82</td>\n",
       "      <td>...</td>\n",
       "      <td>92km WNW of Skagway, Alaska</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>automatic</td>\n",
       "      <td>ak</td>\n",
       "      <td>ak</td>\n",
       "      <td>POINT (-136.7109 59.897)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-05-03T01:24:02.260Z</td>\n",
       "      <td>37.246834</td>\n",
       "      <td>-121.635498</td>\n",
       "      <td>2.98</td>\n",
       "      <td>2.57</td>\n",
       "      <td>md</td>\n",
       "      <td>58.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.032380</td>\n",
       "      <td>0.07</td>\n",
       "      <td>...</td>\n",
       "      <td>13km N of Morgan Hill, California</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.09</td>\n",
       "      <td>63.0</td>\n",
       "      <td>automatic</td>\n",
       "      <td>nc</td>\n",
       "      <td>nc</td>\n",
       "      <td>POINT (-121.635498 37.2468338)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-05-03T01:18:05.540Z</td>\n",
       "      <td>38.830166</td>\n",
       "      <td>-122.808166</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.11</td>\n",
       "      <td>md</td>\n",
       "      <td>17.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0.006923</td>\n",
       "      <td>0.02</td>\n",
       "      <td>...</td>\n",
       "      <td>7km W of Cobb, California</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.08</td>\n",
       "      <td>4.0</td>\n",
       "      <td>automatic</td>\n",
       "      <td>nc</td>\n",
       "      <td>nc</td>\n",
       "      <td>POINT (-122.8081665 38.8301659)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       time   latitude   longitude  depth   mag magType   nst  \\\n",
       "0  2017-05-03T01:58:56.924Z  59.804800 -136.833500   0.00  3.10      ml   NaN   \n",
       "1  2017-05-03T01:35:24.350Z  39.398167 -120.255501   5.60  2.42      md  21.0   \n",
       "2  2017-05-03T01:26:38.608Z  59.897000 -136.710900   0.00  2.00      ml   NaN   \n",
       "3  2017-05-03T01:24:02.260Z  37.246834 -121.635498   2.98  2.57      md  58.0   \n",
       "4  2017-05-03T01:18:05.540Z  38.830166 -122.808166   1.75  1.11      md  17.0   \n",
       "\n",
       "    gap      dmin   rms               ...                 \\\n",
       "0   NaN       NaN  0.59               ...                  \n",
       "1  73.0  0.131400  0.05               ...                  \n",
       "2   NaN       NaN  0.82               ...                  \n",
       "3  43.0  0.032380  0.07               ...                  \n",
       "4  74.0  0.006923  0.02               ...                  \n",
       "\n",
       "                               place        type horizontalError depthError  \\\n",
       "0        94km WNW of Skagway, Alaska  earthquake             NaN       0.30   \n",
       "1     10km NW of Truckee, California  earthquake            0.21       1.00   \n",
       "2        92km WNW of Skagway, Alaska  earthquake             NaN       0.40   \n",
       "3  13km N of Morgan Hill, California  earthquake            0.14       0.34   \n",
       "4          7km W of Cobb, California  earthquake            0.27       0.40   \n",
       "\n",
       "  magError  magNst     status  locationSource  magSource  \\\n",
       "0      NaN     NaN  automatic              ak         ak   \n",
       "1     0.26    19.0  automatic              nc         nc   \n",
       "2      NaN     NaN  automatic              ak         ak   \n",
       "3     0.09    63.0  automatic              nc         nc   \n",
       "4     0.08     4.0  automatic              nc         nc   \n",
       "\n",
       "                          geometry  \n",
       "0        POINT (-136.8335 59.8048)  \n",
       "1  POINT (-120.2555008 39.3981667)  \n",
       "2         POINT (-136.7109 59.897)  \n",
       "3   POINT (-121.635498 37.2468338)  \n",
       "4  POINT (-122.8081665 38.8301659)  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def make_point(row):\n",
    "    return Point(row.longitude, row.latitude)\n",
    "\n",
    "# Go through every row, and make a point out of its lat and lon\n",
    "points = df.apply(make_point, axis=1)\n",
    "\n",
    "# Make a new GeoDataFrame\n",
    "# using the data from our old df\n",
    "# but also adding in the geometry we just made\n",
    "earthquakes = gpd.GeoDataFrame(df, geometry=points)\n",
    "\n",
    "# It doesn't come with a CRS because it's a CSV, so let's\n",
    "# say \"hey, let's use the standard shape of the earth etc\"\n",
    "earthquakes.crs = {'init': 'epsg:4326'}\n",
    "\n",
    "# Let's look at the first few\n",
    "earthquakes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x102ea2128>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+IiJyxJT8RURiSMlfRCSGlPxFRGJIyV9EJIaU/EVEYkjJX0QkhkJJ/mb2LTPbZ2Y9Msqq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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109449fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "earthquakes.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>depth</th>\n",
       "      <th>mag</th>\n",
       "      <th>magType</th>\n",
       "      <th>nst</th>\n",
       "      <th>gap</th>\n",
       "      <th>dmin</th>\n",
       "      <th>rms</th>\n",
       "      <th>...</th>\n",
       "      <th>place</th>\n",
       "      <th>type</th>\n",
       "      <th>horizontalError</th>\n",
       "      <th>depthError</th>\n",
       "      <th>magError</th>\n",
       "      <th>magNst</th>\n",
       "      <th>status</th>\n",
       "      <th>locationSource</th>\n",
       "      <th>magSource</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-05-03T01:58:56.924Z</td>\n",
       "      <td>59.804800</td>\n",
       "      <td>-136.833500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.10</td>\n",
       "      <td>ml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.59</td>\n",
       "      <td>...</td>\n",
       "      <td>94km WNW of Skagway, Alaska</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>automatic</td>\n",
       "      <td>ak</td>\n",
       "      <td>ak</td>\n",
       "      <td>POINT (-136.8335 59.8048)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-05-03T01:35:24.350Z</td>\n",
       "      <td>39.398167</td>\n",
       "      <td>-120.255501</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.42</td>\n",
       "      <td>md</td>\n",
       "      <td>21.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.1314</td>\n",
       "      <td>0.05</td>\n",
       "      <td>...</td>\n",
       "      <td>10km NW of Truckee, California</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>19.0</td>\n",
       "      <td>automatic</td>\n",
       "      <td>nc</td>\n",
       "      <td>nc</td>\n",
       "      <td>POINT (-120.2555008 39.3981667)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       time   latitude   longitude  depth   mag magType   nst  \\\n",
       "0  2017-05-03T01:58:56.924Z  59.804800 -136.833500    0.0  3.10      ml   NaN   \n",
       "1  2017-05-03T01:35:24.350Z  39.398167 -120.255501    5.6  2.42      md  21.0   \n",
       "\n",
       "    gap    dmin   rms               ...                 \\\n",
       "0   NaN     NaN  0.59               ...                  \n",
       "1  73.0  0.1314  0.05               ...                  \n",
       "\n",
       "                            place        type horizontalError depthError  \\\n",
       "0     94km WNW of Skagway, Alaska  earthquake             NaN        0.3   \n",
       "1  10km NW of Truckee, California  earthquake            0.21        1.0   \n",
       "\n",
       "  magError  magNst     status  locationSource  magSource  \\\n",
       "0      NaN     NaN  automatic              ak         ak   \n",
       "1     0.26    19.0  automatic              nc         nc   \n",
       "\n",
       "                          geometry  \n",
       "0        POINT (-136.8335 59.8048)  \n",
       "1  POINT (-120.2555008 39.3981667)  \n",
       "\n",
       "[2 rows x 23 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read in the CSV\n",
    "df = pd.read_csv(\"earthquakes_1.0_day.csv\")\n",
    "\n",
    "points = df.apply(lambda row: Point(row.longitude, row.latitude), axis=1)\n",
    "earthquakes = gpd.GeoDataFrame(df, geometry=points)\n",
    "earthquakes.crs = {'init': 'epsg:4326'}\n",
    "\n",
    "# If you want to know how this all works, look above\n",
    "earthquakes.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10ca75358>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3ZOPYmqxbfcqwywEAWBQLHfESvGDAVnowGZt4fa6afENOmLgg05PvGnY5AACLQvACFtUg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\nANAxwQsAAKBjghcAAEDH/n/WvtlJy4WlJwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ca219e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "earthquakes.plot(figsize=(20,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using the built-in map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-200.0, 200.0, -100.0, 100.0)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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U/r8Jp+rfnbDeJ+KB9zOwboJQH7j4bQgHoDIRqhP1s9Z2dRu70mBnOlRkQjgH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\ncNu1rCrI/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k3LwjCLAp2VUjNP76sfA6sogERFpKgcjxO3x+lXtkDQXGlYg0b81WN6Q1jT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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d0dbac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "ax = world.plot(figsize=(20,5))\n",
    "ax.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'init': 'epsg:4326'}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "world.crs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Styling your visuals\n",
    "\n",
    "## Setting size, line and shape colors, widths, axes\n",
    "\n",
    "* `linewidth`\n",
    "* `color`\n",
    "* `edgecolor`\n",
    "* `ax.axis`\n",
    "\n",
    "Let's plot the community districts!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-200.0, 200.0, -100.0, 100.0)"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RwsLCd65nZK6rVCrOxMTER4UQ3zj2OtM0fWOSJK0sy5yiKMb7/X58st7Qer0+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\ne8+mEnGjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f0f1160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = world.plot(figsize=(20,5), linewidth=0.25, edgecolor='white', color='lightgrey')\n",
    "ax.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the world!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-8270000.0, -8200000.0, 4930000.0, 5000000.0)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nNpEkCb/nj/E4L91uLxRNVKrvwGn/NKCTSP8KyYwbSVLp8P4WduvikZ+2qnWh\naz5k+R+Q5XGg9lzVaiel8ltIZPqJJ4PEbuYvlyWZU2NTKHKRSvWz2K0vYDQm0HUT5XIIq2U/m76B\notqDxbwOtJ+GVrAnwmwiEKSy38Za2AQ0pmN12b2Uy4Xbwg21IgmTI+Y9hRvAbExT1cLAdgWceCpC\nqZxnYvBvcdovAfURnJJsQ6s8BnyJUlkhFHESTdQyGhrkD6FpX8VqeRqDsjs0vzVqyYLZVCQS/zGq\n2gAdvgnyRSMzy3/N5MgZ7Nbay6NcUQnHH2Q5lAK2D2c1XePy7JWbn8Zx2i/S29kHWChXElgKSVyO\nLarabzX8CiiVHyCa/D6iCTsdvhwu+7/Fbm2dfEvQNkK8Ba92ZFKZ16GWmufR7u+a4Or803XXJgbP\nM7/60h5zSoz2K7gcnyIc+wl2B/tk8zmKpVM47Y3BPhZTEovp5wAolt5BPLntYTK/FgOm8DgfJehP\nYrX8Bm7Hfrm9jeQKnyCT/xqZ/GlWN+MshRZQS8Wba3notnhbzGlMxkXAt+eMmVyG6cX6kHhZsjA1\n9j6s5t+pv7vBiNU0QCJ9g2RGZnL4R7Bb6/sIDoWweQte3STS38vqZvMkUl3+ftK5+ortFpMF4Lb4\n7cagGDg1mqMv+MuYjEW8rgexW+tt6d0BNzbL3+67Nk2z3Y6Q3Ekyk+bGkkw6+1HS2ZP7zGIknkpy\ndW6A1c14w9pL5VvpXCWK6nchS4eL8tR0DaNSH+RTrvSg6y6yhVo6XF3XSGUHKajHV87tVYzYeQte\nvRSKJpKZh6hUm9dx9Hu6uTr/TN21kf6zXNtRr3I3o/0FAt5fI5r4AJn8GQIeI0V12+Yd9Fnwe/4O\nuzVEMvOtZPOvxWHNYDF/GYv5RdhRBs1ifoH+rtewutm8dubCmkrA+2P06n+Jx/l00z6pzDhVrXWd\nSr+n9jKKp97F7MqjFNXD29TVkp9C0Umu+B50vYKmWalWz7EWjnPLrr6+VcTveStW8/849H0EgBBv\nwauZgvpeVjebp3wd7DlJOLZUd83r9FNUs7SKQnQ7HPjc10llHmUtPEUqm2JlYzuAx2Yx0xP8PC77\nF4kl30c49iCRRArwYLP8ID73P8PlmKfD+wlAw2KaYaDr90hl/gXpXL7pPaOJNH73A9BCvKvao1Q1\nN9DcPh9L9pJUfhmzydDy10S7qOXXkIsPsxzaeYC5nbXQ5+4gnoqQyV3A6/oLxOHlkRDiLXh1omnv\nIpE+h66PLUTtAAAgAElEQVQ3utlJkoTd6mI5VO+T3d91iqpWJOjvIRwLNYzr8ObQ9f9BMvMxUtlG\nW/RgTxSX/fOkso+wvnWBRHp7R50v5sgXwRDtQtc/TKfvV4EyBsM0vcE13PkBUtkq6Wz9y8ZmsWE0\nhNG0DyDLf7Q9XyFIsfQuUtlJUplEy+9hYe1WNGTrnODtMr+6sme70+Yl6Lchy/8bIdxHRrgKCl59\naFo/krTAV577labtE4PnWQ3PUihumxu6OwZQZJm18BIDXWM47D5WNqbJ5tM3290E/b9NtfparsyN\nNJRN6+lQGOn7OJpeIBz798yvNjeFQM017/zJZZz2P9hxVaJSHSFfOEeu2AUoGJUkRqMRTXsEt+Nr\nyPKf3u5drvwmz18vUFRbFzR+ORgfgJ7OX3y5l3E/IA4sBa8+iqUcs8sfb9pmNlqQZblOuAF8ri7W\nwksArGzOcW3+GboDQ0yOPMRon4n+4O/gdsyh6UpdNj8ASZJxO8MU1Bzx1IdZWMvssTqJ0X4rNutj\nVLXgjus6BmUel+Nv6A78Ln73HxLw/in5QjdL6zl0vf5XtNHws4wPdGK1vLJ+Xa+FrcRT72ij5ytr\n3a9AxM5b8OojEv8pri0093iYHHmIG0vPo2nbP+uHe0+QziWIJRurzpiMZi6cuIzF8meUyp2YjDGK\n6oPkiyeIJqeoVEx0+GbxOP4b0eRHmFlu7eM8NjCAw2Ynm9vE634jihzHYPhpFPnFun7lyi+wFvbh\ndW6yFOpkoHsVn/s32W2LL5VtpLM/TlWrYDX3M7uikM3v9eK4O5weu4DJ+K9w2psXZc7m+0llP4TV\nfBWf+w9oP9PhqwrxdhO8eiiVbcjyj5MtjACxhnaP00+5nK0TbgCrpXX191K5REWTKJXtGJSvA+NY\nzE9jMT+N1dxDuWpHkZeIJj/GzPLekYjVqswL0zf9p1f/BqfdwYkh3+00rrHk+ymoAQxKB+vhJCsb\nFvweDVmu1aTcjcmYJ+D9z2jaILK8RK7wsf2+ojuK2WRhfOAB1rdu4HX9c2zWJ1HkxtSxucL3MreS\nwmQcYbT/o7gd/wmz6XDFku9jhNlE8OrBZKxQVEuEtprbm3s6R5lbrQ8+mRg8x1Jor+rvOrnCWfLF\nIrnCJIWiiWz+rSTSLqyW2qFmKvtRZlfK7LeDXFxfuv1vs8mCxeygXDnFrVwoycxF5led3FiKUb35\ngokls9xYfIzN6IcpqL3NJ5a8aNoXsZh25/y+ewx0jzEx+BBX5p4kkY6yslGlqAab9DSTzdd8z0vl\nEtcXjEQSH6VQHLy7C37lI3beglcP6dwgoa1xKtXGvNjdHQOks/VBJiaDCVk2kC+09pMGyBVMBP01\nMd2MfoT5VRt9wXdjUL7CxtYFNmN5dvpv74/EiaFHKJVzGORuCurnsZqnUeTm+byLJZUbS2a6Aj9D\n0P9lPM6/r2uXpRdAegdu5y9TuIsHmD53B0H/IOgQjq+wsrFdn7NSrZDKuOuKQwCUyj/MVnznLxSd\n+dUKheJP0uH7ezzOxqjUVyli5y149VAq/QDhWHMBrB1I1ucLGR04x8zyC/vOazTUxD2Te5T1LQ+V\naoWlUJhL0ydvCvdB0alWVcKxRdI5mXLlBIWiCaPBvOeozWiOmaVvYSP6b8nmu3a1qijy3uOPA6PB\nxMTgBSZHLuK0ebi+8CzXF58lnmo8L4in+yiqA3XXFPnTeF1SQ99QpMBy6N3Ekj98x9Z+jyHEW3D/\nU6n8H+j6Fpn8SNP24Z5JNmMLddecdg/lcqHB/r0br8uJy/4Z1FIXVa2fbH5brI/iDXB1/hv4PUEs\nZjO69m6SmY9TLAX2HVdQi8wsGQht/WsiiR+4fb1ScVKp3vmEUKdG38Di+lWuLzzP8sbeFXViyRSp\n7A+xM0WuosRwO5oHFCUzaeZWTrEV+wiF4stnAnqFIMRbcL8jUdWSqOUNDIqNqZGH61z5ZFnBanEQ\nS0brRvV3TTC3emX3ZHWYjEb6gi9SqQ6TK/wCZtM/cWY8Rl/weOyzcyvXuDz75M0Cv5ushdd2rG+E\nk8PnOTl8nhNDF1DkehPoRjTFwuoFEukP1i5Iv0kyc7QIynYolLYoV/Yv+3aL+VUbseSP3f6czr6Z\nrbijZf9iqcj0koVY6pcoFLuPtNZ7HGHzFtzflMofQ9d7uDL3T+QKeSRJ5sTgeZBkypUiimxkcdeB\nZNDfQybX6I2ym5G+LLK0wvLm2wn6V/C500gssbIxfLwPIW3v4O1WB0O9Z4jEllndrP1aMBqMTI48\nzPrWNIn09q715MgQJmMtEMmgfICejl9hcf14l7bHUtuiXKmwuD6CLL8br+vTyHKVfNEAtH4B6LrG\n/KqKWvoZAt7/D7fj2aMt+t5EiLfg/qWgdmBQRqlUjeQKtYo3uq4xvfQ8FpMVh83FUO+3UFi+VDcu\n4OlrSEi1m54OK373J9mI/hwd3hIu+xOEY/+OjYidVPZwlW1aY0SWZcb6z4EEV+eeqmstV8pcmXuS\nkyMPAZBIxzEoRnR9Gqt5e7dtUO78L22dRnv1fuQKBVY3H8ZoWMKgxLCa7ZTK++/e18IFCur3oXX2\n43V9+jDLvZcRQTqC+xe19AFk+duIp6pMLzbaX8cGTpErZPG5uoinQ2xEVhnsHidfzBJJbLSc12wy\ncWLom1S1HqKJcfqDf8Jm7IdZCx+faBsVIwM9k1jNbmRZplzOs7h+meI+yaOmRh/BYlqnXPkSPvef\nsdM9MZ76HkKRR0imVTr9HuwWO3P75CM5CCajmYGuCeZWLx9qfH+XjYAnSSgSIBxr/7u0WSwM924Q\n8P4Wr6KcKUK8BfcnaulRJOmDVDUbz1650pAX26AYGBu8wPRCLb1rX3AYt7MTRbby0swTe859YqiK\n2/FZFtffR4f3EpXqMDPLB99x7nmPwYusbc2SL2YPfPA51GthsPsXqCWbqn/ufGEEXX8dFe1xDMoD\nPHv1fx7bmjt9fciyzGb08C8EWVY4d+I1XJl9mnKl/QNWRVYY6dNwO/8Iu3Xp0Pe/hxAHloL7E0V5\nHZJ0nuXQTNOCBuOD55hf2XYDXAsvcnXuafLFOFMjD2E0NPdm6Au6cTs+STj2fbgdKiZjlOUNy7Gu\n3WQ0IysGcoXMoTxWlkMl0tkfRdeb+HRLW+SL4xTVbrL5tcb2I+CwuUln9y4Ntx+aVuXK7DOcHH7o\nQOOqWpXZFZ1Q5CfI5A5XUOIeQ4i34D5F72Z188uEY41mBqfNRblSabqzm1t5iWhijdNjb2Ri8Fxd\nm8flxOP8FLnie1DLDqyW3yeZeX3LEmqHZWzgLNOLrQs+7Ieua8RSD6NpV9C0ICBRrf4UpfIAucKv\nIUsPoOs65fLxep8YDRbyxf3Ksu1PuVKioEZ58NTbkKSD/aIJbRVZ2fw+kpm3HXkdr3DEgaXgfkMm\nlf0pJIKsbs407dHffXLPajgdvn4uTf8TdquTqdGHyRWSROJr9HU+j6LAZnQUv/uLVLW3srJxvMLt\nsDkplYtH8hEHWNlYZGVjiYuTfwXSOoqcJBybwmEb5sr8N45nsbuoahWMBuOBzB2tmFuZwWXf4PTY\nG7g8+6X9B+zA4xhD086Tzb8Gh+0XuU8TW4mdt+B+Q8egyFyebV7OK+jvIZtP0OoPui84RDxVO6zM\nFTJcm3+GfCHNyWErDtvfkEy/E7czjtXyElux8aYmmaPQH5xgbuVwB36N6Dx//UsUVQ/fvLLFykaE\njcgcg93jxzR/PblCCq/r+OpTpnMZNL2K1+Vvq78sy5wZf5yN6CKXZ5/i8qyJSPzDqKXjNWu9QhDi\nLbjf0MnkLC2jCQOePlb2iPxzOTrZiK7WXbOYiyjKh0nnfoxK1YrE75HOvZdo8uVPr9oO1er2iyqR\njmK3upgYPM/Zibcc632S6TAOW3tC2y5X576Cw7Z3NftbjA+cZWbpGXKFmummVFa5tmAmmvwIRbVv\nn9H3HEK8BfcXmdxr2Ig0F5DBnjG24qtN2wBG+qYIbc3VXfO5XXR4P02lcoFUZgK/56+xmh/DYnqc\nkb4Tx7p2q9lORYNzJ95+rPPudp+LJELIsplCMYLPfXw75YJaaHnQexRWN/cOs4daFkZJUlDLu81Y\nOnMrGqvhD5LKPHrsa3sZETZvwf2Dpj2IovxL0rnmubftVj/LobmmbbIsYzHbSWZ2ektIdAcWMShP\nEU3+Jl7Xc5iN11nf+jlCka/hc3dyavQRIvEVtvbwC29Fb+cIHmcH1WoRHYVypUwkvkR34PhMMYqs\nYLN0YTZaUG8eUEYSG5QrKpIk090xTDwVOZZ7nT/xFlLZ1i/HO4XT5mKw5wxX5p5s2Se0VaSofi/d\n1Q4CnsYc4vcgQrwF9w+y/Bxqydq0bXzwHMuhaw3XB7tHsVm9gMT8ruCSoR4DTvt/RS39FFbzIn7P\nH7IR/deEIrUsgvHUFvHUFoPd40yNPsT8ykuoZRWn3U1fcBxdL9dM65IESKSzMbYSGwx2n8SoGJBl\nma3ECpF4vfB3BYaQZWXfpFh70ds5jMvhRdNgZvmrDPVOcWPp+dvtt15SDpuHTl8XW/HNQ9/rFgU1\nyuL69P4djxFFNjDYe44rs/unio2nsrjs54R4CwSvNCqVv2B+tVE8jAYjilzzm65Hwm7zMbN4ic5A\nL+qO6EWn3Yzf83eYTQWq1RQuxx+Syf8QmWwfUJ/EanljFkmSOT32OgrFOLKscH2hMd/GxNB5HDYf\nq5szFNTWqWIX164w2n+G2X3T0Up0eLvxODtRZOlmYhEdUEikw1xfeB671c5A9yRFtbkL3+rmHJMj\nF49FvF8ORvunmF1u361S0213cDV3FSHegvsFCZ0+XPY4uUK9//L44AWmF59rGDHSN0Umm6CiVQht\n1efy7g9GcNhqP8Nt1j8knT1NJv9meoNTbCU+R7Vaqeuv6xpX575Cd8cg61vNPV1mlvbPDQ6gllUM\nSu1v0yAb6PD14bT7kGRtO3OIDpouk80nWAxdpdLCPc/rChJPhgjHQy3vp+v3bki5ohjqXrr7oWnN\nf5ndgwjxFtwfVCp9GJRzZPJPNbTFk+tMDj/AZmyprojwwtpVJoYepMvfx2ZsO9qwL+jGYv4NKtVB\nwIBBmadc/QBzK0vAUss1aLrWUrgPSiS+yoXJ7yCbWyeZ2WJm+RKH8VdeCy8wOfLAnuItH1eRhgOk\nFHQ5PFiMFrYSh9/x9wVHSKYbizzsRaWqAFbgnq+JKbxNBPcHmu5A5wpuZ6O3w2Zsnavzz9DbeQbD\nrrzXBkWuE26HzUHQ/02c9jQGZRmDMo+mfQ8ex/vv+DPsJJoMo5bCzK68QCQR4iiBJpqmtfQCcTt8\n5I6loryEjLJvL7+ni6mRh+nw9NHhP3zec6fdjdPuYyN6sBD/UqkKuA9931cQQrwF9welcoRC8c+x\nmpsVtQWQqFQzVLRtc0d3oJ9Upr5upc9dxmH7VN21WOoCT734O3vev7+ri4Hu3aXHjkYqE6Mr0HPk\neRbWrjDSd7pp29jA63HYXJwcuYjTXhO1Dm83BoPxQPeYGn2YxfXGQs1el4+TwxdvFo64iNVs49rC\nN5lfu8Li2hVODl888PMEPEH6u040PVfYj2KpQqnc6v+RewphNhHcH1jNPwDSh8htfZGp0YeJp9bZ\njG5XHjgxdJ6FXd4kPnd3Q95uoyEK7PQVltG0IFVt7yoGfs8gL904fD6SZqxvLTI18gCb0dYmj3Yo\nV8rIkkTA20V0l5kiV1hkevEFvM4AHmcHmVyKDu8APnc3iqwQji0Ta1J/cjeapt9OV+tyeOkJDCPJ\nkC/kuLF0qWm4f76Y44CpSxjtm0SSZK7tk2+9FflinlK5H5PxxUONfwUhxFtwf1CuzhNNfJaNyCYb\nkWX6giOcGn2YUGSeXCGLhESxVLNzBv099HScZ2WzUWxNxkTd50zuO1jZiNLfZcHrcgIKmqYSjhWJ\nJApYzVbGBk6Qyiwfe6g81CrNWMxWiurRbLTXF5/j4uR3UVSfIJvfmSu7Jqpmk41ypYTT5sZodHDt\nxhcAGOyZoNPfh6ZJVKoVypUSpVKOYilHXs1RuinYJoOdiaGLKDIU1TwzKy+25eqYysTo8vezGdvf\nP3y0f4psPkk4dviXmSzLVLU7X4j5LiDEW3B/YDF9FrPx9bc/r4UXWAsvMNI3xVj/G7g6/9nbbR5n\nDwtrT5LKNlaSl6R6AZblL3JiyEFBPc/V+QTVagWbxUZv0ExvpwWz6RRX5y+RzefuyHPNr11mYvA8\n04vP79+5CU6bh57OUWRZZzP6EkO957ky+5XtDnpt67sZW+HcxBuR/Aov3Pj87ebl0HZyL7PJgsVk\nw2K24LR78Xt6MMhGkKBcVVlcu3zgpFShyDKTIxf3FW+P04ckGY4k3AAD3Qpux/HlMH8ZEeItuH8o\nluJAvR/vwto1Ftauc2LoAsDNn/AVSk1E5oGpb0dR/rHumt2aYyvez40lFf3mzjpfzDO7nOfE0Clk\nOc3YgJPFtTKpbPuFd1thUAz43d0kMluUyiqapiEd8LBSkRVG+8+gKDJFtcjs8qXbvwoUxYDf3bnD\nFLJtt3hx5gn2OhhVS0XUUpHU0bO+1rGfq6IiK/QFJ7ky9/Uj3UdRDLjsL3KfVNsR4i24H5CpVB/B\nap4Elpu069y4Wbfy4sm3ARKFYqPPdTb/dTq8v1V3LVeYIrQVRNcbPTKy+Tg3ljYwGkxMjgR4aeZo\nu0KL2cb4wENEEssMdE9iUGprt1i6Cfq3CMf2trt3+rrxe3rQNJ2l9Wu3w+F3UgvKefC2eKvlAm6n\nl1SmdabFO8lo/2lKDflI6pkafYzrC0dPY9vXacLr+tT+He8NhHgL7n3KFTua9jiFFlGEtyiWCuTV\nEFuxEKdGHyaR3iAU2f65ns6W6QrstC1LmE0fpFhqXk9xfWvj5v1LaJqOxWSmeITCDKN957gy95Um\nh3svcnL4YlPxliSZ0b5TGI1GMrkk1xcag5F2o+saJqOZUlllcf0GJ4cfIJV5eSqwe5zjXJ75h5bt\np8ceY27l2ZZZIttFkRXczkvUSsPdFwhXQcG9T7niJZOLUSy1Y7aQiKcjXJ1/BklSODX6MG6HB4Ct\nRJF0dmcFFh2D8n/S6dt/R7oWTjI+2InxgC52txjsHieaXG5ZhGG36cRld3Nu4k2cGX8joegi1xee\nZy280Na9ZpZfYGLwVqkw/cBmmeMkmZ7G5+ls2jY1+ghLocsUjnhYC9AXNOF1/fWR53kFIcRbcO+j\n6w+xFj7DRmTvQ0NZUtD0bRvv+tYSV+efIeDtZXLkQWRJIZZ6fNeoKgYlte8akpkCoa0tpkY6mRzx\nMdBlxWFrLxTbarFjs7j2PIzTdJmRvjOcGHqAyZEHCHj7eHHmC6Sza3T5D5arWtM0NiJzjPVPARBJ\nrtHfNXagOY6L+bXrOGxuBrvr7z85/BAbkVmyxxBAJEsybudLwNEr/LyCEGYTwb2PyRjh7MRnmFn+\nbsKxWMt+/V3jhGONlc3nV6+iyArjg+exmhurrmiajd1V2JsRS6nEUuvYrDZ8LjOj/QorG5BIt945\nWs02xvoucHnua3vOPbvyAhajhbxa/4JaCt1gcvjCvmtrXOsWnf4BAKKJMJMj/Qee47iYW7lKT8cA\nkyMPkUhv4vf0sL45QzKb2H9wCywmMz6PGZMhjc0Sxmq+r3bdIMRbcD+gayfQpQ/S6YsRjn2VVgdv\nVouN5Y3m4l7VqkwvPsdQrwGXY/u6WrIQDDyGzhVWNhpdC5uRL+TJF/JEEmamRnSKqoWC2nh4aDFZ\nGRu4yOXZvYUbalXVdwv3LcqVKlaznUKL9lash+cY6TvFwtpV4qkQ4wNnmD22EmwHIxRZIZVNcHL4\nTVxf+Bz5Yuusi63wuWx43Uns1iVc9hsoymXg6B5Ar1CEeAvufUymT5LJRVlce5wzY49xZf7Jprbj\ndmy7ihyv+yxLD7Cwdh2D4YChgIBaUimom0wMSWjaQxRUM3MrtaowVoudsf72hHs/5tcuMzXyCFcP\nWFg4nUvSFxwFIBwLIUsyI30nWVi7uzm5b5ErZMjmFnA7fG2Lt6IY6AtKuOwzOGxfxmRcurOLfOUg\nxFtwf1Aqd5ItpJlZeZbTY9/CtYWn6tK2WkxWypX9PQ3Mpp0/1SVS2TNsxVubYvajUBxC0yLMLK8w\n1DPOyeHzSJJMuVK5KdxHPyzUdZ1Eep3+rlFWN+cPNDaaXGega5yVzVk2omtMDj+EoihUq3ffF3pq\n5GHCsaW2wvEB3A4bI33P4nJ8ivvEd/sgiANLwb1PUX0YTa8dNKollWvzTzI18hospm379UDXSZY2\n9t5RGhQjZtO2O16p/KvEUmeOtLZIQsLt7ESRFZZCs0wvvsD1heeZW3mJ4/SrDkVWcdh8mI0HC/3e\nim/isHtR5FpGwPnVlxhtkcTqThH09XBm/HWo5ULbwg1QKoOirPAqFG4Q4i2410llz5AvjlJUt0uJ\nVbUql2e/xtjARRw2FwCKQsuCBbfwezxYTF+/OcdFcoVuNqNHq++o6ZAvWHE5XEeapx2mF59lfPDB\nA4+bXbrEieHauFJFRT5otqhDIkkykyMPYTbZuDz7FSymg1W5Kah5coW7+6J5BSHMJoJ7m6L6CNOL\nfcDuwzqdK3NPcnHyO8nm1qi0YQawmuOYjLV5srkxri80i9Zsn1Ojg0iSiWw+TW+nTDIj3w6xvxPo\nus5a+DoTg+eYWW4/a165WiYSX+TU6KOsb82yM2T+ziAxPnAWo9HM7PILlCu1Q8Xl0HXGB84yu/JS\n2zOpJf+dWuQrHSHegnubSsXRsq23c4hQ5AVyhTSZXPMoyZ1YLduJ/TO5kQMnWdrJ2EAvZlM3z19/\nmrH+TsoVmaC/g81oeP/BRyCZieN2BugKdLMZbb+ifSSxRSwZ49yJt2E02IFLx742j9NPV2AYSYLl\njevkC/Uv3GwhjaKYMBgMVNo4nwAoV4R4CwT3JG7neSSpeWSiIhtRyyUyuf2DbJx2Bw5bzWRSKttQ\ny/3AYU0mEh5nPy/N1EqXVTUHkmRnM9r+jvIoLIdmODl8sW3xliWZE8MX0TSd2eWvoiiG2y6ERyXo\n78PnCoKkUyjmmF7cOwx/bvVFxvrPtp1FsajaKZY8WEztuXHeRwjxFtzreND1paYtVouTlc3Ztmbp\n8BaxWa4AtYjN5B6BNfthMZkxGccplWuue4vr85wYuojRYDzSbv5AtFlUeHzgAjaLl+nFr6PuSBDV\n3TGI0+Ymk9//xbcTv7uTYGAIdA1dr5LKxrjepPhzKyqV8oGsNol0AlV9DIvpH/fvfH8hxFtw71Kt\ndrK03rrgrywbkCTp9q7cYrLic5tJZfNUqjJOmx2XQ8WgrOCw/a/b49TSW8gWDp/31GhQyBdnUWSF\n6s2CBFuxFYZ7zjCzcri83MeJJMmMD5xFUQzEUxvYrP464QaYXrzE6bHXtp2GdbD7JHarg1wxfegq\nN7dIZaINRaFbUSsQ0XGk+92jCPEW3LuopQdI51rvkBPpNSZHTlOpfBmLOYrVPIfF/AKZ3JtR5Dgm\n0w0MSpJbLnulcgea/pNk8xHAe+h1ZfI5lkNXsNtspLMZZFlmoOcs1WoRg2yoq6N5x9ixe5UkiZG+\nqZtJsyRAYnH9OiaDiZMjb2dp/YmmUyxvXGG0/zTzq1eatjvsbvo7x0CS2IovsbyPK2a7bERWamaf\nNsQbQJJela6CQrwF9y46/RgUmXILLZTlJDbL/4vdWh/y7bTv/oltBQpo2g8hy6fwewIUS6usbrbe\n1e9HIn1r5y4xNfoYV+e/iqZpTI08QigySzx1NBfE/an5bQ/3nsBscrC6OUOuUJ/kSUInlblBZFdd\ny1tkcin6g+N112S5liDLZDBQLBW4vvg8dyIP+EEyHWra/lXr70OEeAvuXcqVKk67l4JafzBnNpk5\nf+L16GxhNdd2jQW1A02boFK1omknKKgBdN2D2/EwFlMXmv4OkNaIJnO4HWY8zp4jiTfAYPcYDpuf\nhZXnbvuYX5l7kvGBM7jsHpZC7dnjD8NaeJZTo4+g6dWWVdZLlTKyvHesRzS5QV/nMBo6bocPXYeV\njRvki3em7NstktkYwcAA4WhjIrHdaPqrUrylVumDBYJXPIWik7z621yZ3c5j7XXZOTX6TuAJFOXH\nAEhlH6Za/RBLoSUAMrn6JFEGxcijZ7+bqvY4BuUbTC9+lp7OMbK5DPNr1w68rsGeE9itLiLxZSKJ\n5hGD/cFRDEYLi8fg0XELk8FEp6+XTC4JElhMdgLefsqVHDPLjZ4uw70nAFhcv7HnvA9OvYuVzWfY\nih+tUtBBmRx+oK3DzhND63QFPnkXVvSKQuy8Ba9ULEBjJr6dWC0Z1PLvEfC+h3gqw0ivjQ7fGJr+\ndoyGWo6Pomoml//nzK60tsdWqv8/e28eJlle1vl+zhr7HrnvW+VSa1dVd9HdoD22wrD0BVFUQFBU\nHGRxHHVUuCJwRy8OoyIOMIODcx2vXkFHUVBAAWnp7uq9qmvJWnLfMyMzY99OnDhxzv0jqrIqK7fI\npfb4PE8/T1fE7/zOiciIN97zLt+3yNTC0zTUfASERrpaHuO5s39Lc10b7U29TGxh3ACa6zpxu/yA\nwFJsism5zY/R9Axh187j6mvP347bEWY5MYvfW0fY349RSlEq6RRLa+NKfR0PkkzPMb+8+Wg1gHRu\nilii8rb1vaOyhibr/vS8q8a7yp1HOvuL6MarkcX/gs/z4qZr/Z5n8Lo+hCC8F8v6VYzSn68YbgBN\n/w9Y1tY1wJHlRXzuBygWT5PKTgEWM5EJ+jtPXJdkFAj5agj6G5BEgXKsV0AQVOxqkMHR7245j/Eq\nS/EIjbV719rtcQVWwiPLifmV5GFbYz8BTwt9HXYujZ/C4/LR1niQydmzpHNbNy4BjM8O0tlyiKHJ\nW1spk8xEqQ+1bDlZ3rR2Nr3oLqdqvKvcWeS1/aQyR/G4NCxcFR0jij8BgCCAel0IN5v/N4jCAaYW\nNgwvzrwAACAASURBVP/yAxSKRc4Nry1xsyzo6zqBYWSxLJlsLsn4zIV1ZioKDHQ9RCwxzcImE3Gu\nZ3TqRQ72PMrYzNk1ycTt0FDTgraBlvdsZASvK0QiFWGg60G0Qo7z25Sh1YsFZOnW6J1cz9zSFP0d\nR7c03vep512NeVe505CIJX8JVfk6bufFXe2kF52USl/nhfNP7mIXgd72o1yeqKzRpL2x94pmR+Xd\nlH0dR8nm4ztOkHa17GcpNkcqG0eRFVob+lBkCRAomRaR5QlS2d11IDbWtGJZMF9BAnEv6e84eqWi\nZWO6WlI01/3BLbqiO4aq513lTqNE0Pf7u96loPeR0/5Pphee3+VO1rbqiCfmLuP3BDnQ8whDk6fQ\n9c3j9gAj0+fobTsGbM94i6JEV/MBZElkX/tjZHITlEyLmYUh8oXtT6LZjLmlKfo7j99y453ILFMf\nbmFheWPv27LuS3XUqvGucveyHH8nJbMDt9OLIn8eVZnkas2xUXoHRsnadH7kzSKRjpFIP8tA14PE\nknMsLG/RbGJaCIJIwBsinqps8ENNoJ66UCfDU6co6Bp9HSaXxitXEtwJRUPH5fDsKsSzXeaXpujv\nfHAL431fhk3uy1+sKncomdyb0HR/RWtTmQeZXTzEpXGZlwbziOJ3ufp5zmldiMIhHGoX/Z1H6W45\niCjc6i+4xYXRF7ApDnraDm260jANzo+cpKVu83VX6Wjuw+MKcn7kJIUVz/7mxqQ7mvpRZJn2xt0N\np9guXS37mVsc2XSNRdV4V6ly2yjodkzznWRzn8c0H9p0bV5rZDH2oyTSV71qi+mFL3F1ooplvZdC\nsUgic46LY6eYXRylp+0wve1HdnRtu/HsJueHWYpOc6DnUWzq2sn01xNLTVITaNh0TVfLfgqFHGM3\n1J+bZjmMspfUh5vp7zxKX8cxosl5Lo6dwrSK3Hy976sI2FQnya2myN+fYZP78kVXuQOxqRo29WdQ\nlb9BFDcWNsprKrHkB5hdLBtuQRAJ+QJ4XeWQQSr7CKbZztT8HKPT5bbvfCHH8NQrCDv8vGfzKQLe\nnYsfJTJxzg+fpKv5EE21bRuuW1iaoibYseHz7Y09aIU0c0tr486x5AIN4Y33rhSXw0NfxzH6O48i\nChIXx05xafxlUplywnMmMkRXc/+uz1MJ+9qOMDa9dROTZam34GruOKox7yp3DjY1j039m03XZHLv\nY3Sm3HRSE3Cxr/31CMLvIolfQi+6MM3vRyvkiadWe2s1gSYEcWf1wIvRSVob+4mndqNHYnFh7AWO\n9r8Bl8O/7qQbwzQQhfXLv3paD2FZxoYt9cuJyI7vLARBpKvlAIosoxd1Lk+cWlcfHcp6J8113Ts6\nz3ZQZRVRFNH0rROvprW9uZ33CFXjXeXuwkKiNhimsdaPyxEBHkcSI+S1HjT9Nzk7NA6sHV8WiU6T\nySXY33UCWXIxvXCOWIXGWDd0ZGlv7lKz+Xki0SkOdD/C8NRpCvrqhOrE3CD72o5QNHI47eUpMbJk\nY3TmNJlNtbUthAo7Eq/SWNt+Ra9EuKJXUpkMrlbI4/MESKa3CGfsgo7mA4xUOMrNqjbpVKly51Mb\n/ENCvl5MqwVJ/BYA0cQDqMp7gLOAZ8Njs/k0g6PPoyo2etqO0dp4lPND3+FAz2PoxTjFksnk7CD6\nlZmKq9mbhgjTtMhpGc6PPMtA54PEU3PMX1eNksmlsCwTj6uZhehF0plkxWV/gigR8tcRTWw8as3r\n9tNY242ARSwZ4eLY9rsmx2cv0N95nGR686k4u0EUxW1I596XzSpV413lbsNCki4hUW7/TqTfTCL9\nOhpq0oxM1QJblwbqxQKDIyfxuLz0dz3MyMyLZLJJjg28hbbGErIkoqohdD2GhchCdO9qm+OpCLXB\nZmYXx7kw9gJtDT3sazvE0ORZ/J4QiXSUfCFHPH2R5XjlMygBookF6sOda4y3KEh0thxEkUUKeoFL\nG6gMboub2N3XWNtGIlX5rM/7tNqk2mFZ5e4llfkFhiY7yeazyJKyTsv69tjfdYLB0RubegTaGnrw\ne1vQi3EMw2J64RKavrP6cUEQ6Wk7zNDEtQG/Pk+AruZXky8sI6BTMg0uT+ysZntf2xFk2Y5Z0gAL\nhHK1zNTCZfJ7KONaF2xGlmVmFyf2bM+r7O96iMFtTONpqg3T3frBPb+OO5yq513l7sVpfxVXhwTv\n1nBDWQO7u2U/I6sqHCwm54eYnB8CQFVstNT3IktyeWCAYJW9UOH6IwSwBECkVDLIF9JktSSpTALT\nLK1JSibTceaWzmBZJpEKp8dsxNDkK/R1HOHSxCu72mcrIrEZ+juP7rnxbqnvYim+vfdAlioT2LrH\nqBrvKncvBf1f8XseIruLeZPXk8zEaKrroS7URCS6vlSqXiwwOl25bomq2PC4/LQ3niCbm0cUBWLJ\nteEQ0ywhS3dX4s2yxFUzQvcCl8PD9MLo1guvw6ZuL7x0j1Ct865y96Io38HldNDT2oUg7M1nuVgs\n4Pe04PcE92Q/vVggmoiQ1+YZnjrN5YlTLMbWGptkOorT7t2Tc5a9/pvP/NIYbQ09Wy+8iYiihNe9\nPWN/j1A13lXuXkzTwu9R8Xtbaa6r22DV9gxZLDWLKEq01A/Q13mUkK929xcKbDVYoFDUkKW9Sbzl\n9Tw+994NetiIZCaG3ebe0z2368Q77U7s6s0bJ3cHUzXeVe5eBOF1aIWvYrc5qA3WocjlMGBt0IOq\nlBs3jvY/RkNNa8V7hnxNTM2f5dzw01waO0Vrw4P0dzxAX8dROpoGULdocd8VwvbqtDdidnGU5vp+\n9ne9ak/224y914zZnk2yqwKSFNvja7grqMa8q9y9SOJJjNKPUyr9MHbbUbpb38j8kkZTbRtL8bPU\nBAKIYoSgt4G8liWR3lyxz+3wAtYq1byl+CVy+TSx1CIel4+Wun1XYtMmCNYVv/6qu3jFy7cELERM\n02R05gymaVbo/+9NuMMwigyOnKSvY2cdl9uhrHWyNwjC9l+/qgJs1rx0z1I13lXuXmR5DFVpQJFn\nKRpJnPa3sr97CIGD9LYLeFyjRBMCYzMX6G7ZT22ohaFNqjDamgYYHHlu1WOL0WnaGvuJpRZJZ5Ok\ns5UnK7taDmNT7OQLOSRp6xZu05QQRQnTrFw/fDNujc71+ucQBIGAtwa/O4yi2BGuv6uwyhU5RUMn\nmpwnmS57zq31vURia7tjN0MSdaDSZp57iqrxrnI3k0eWnCRS78C0BhDFbyFLf0mpdI6A9xXiqf/E\n2ExZnGpkehC308P+7lexFJtaMwm9raGHpfhaw6EbOtIO1fpkSSboCxMO9BBLbt3oE0vN0xBuZnZx\newZsI7L5JEFvLbHU1sODRUHCtCr/0bCpdhrCnfg9D3C0v5GCvkyplAcELAQsSyCnpViITZHboBrI\nYXdRG2imPtSOIJgIgrwye7Ny7tvQb9V4V7m7kcQ/whAHsMvfRhKfxTAeQpb/mXzhLwl4f5/mup9i\nJlL27DK5NIMjz9HeuI/+jge5NPESlmWhyCouR4DJ+fUTX4K4/dv5oLcGh72GdG6ZM5e/Q1/HUbwu\n/6bjyKKJefa1HWY9bZbtIosyLocfVXFWZLwP7XstenEJo2SS01JIkkgyHSWRjnFj+7nD7mJf66PM\nLZ3nzNCXcKgu/N46FFkpG2EsBEGgVNI3NNwAeS3L5PzlXb1Oo+SlbMD3Jl9wF1E13lXubuy257Hb\nXiSnPYymv5Nk+hgt9Tp29XGGpyIsxtYmsybmhlAVGwOdDxFPLxDw1HNxfP2W8YHOB1lOrF/zvRn1\nNW28cumbK/++NH6KA92Pcmn8hQ0biizLQthAVXC72GwOiobO2My5Ddd0NAWYXkhjlAwWls8hSjIL\ny1P4PTWUSjo+Ty2dTUcolnIUjRxe135euvAlmmt7uDD2JMUrGjB5LbvuD0RDTSv7u17FdOQyqa00\nuXeILBUBifvQeN+3txxV7hHyWgOpzE+h6+/AKNXidsb53suf5NTFP2UxtnEiSy8WGBx9HrvqQlWC\niBvUiZtWcU2IpRLMdQz0hbFn6e/cqgJkb5KWRUPHrjo3XRP0BTFK5XjxQnQGnzuEaZrEkhFUJU/I\nv0gm/11EcRSnPY0gxOhtO4zd5lkx3JsxvzTF4Ohz1AYa6e98ELdzj+rYr2MxliGdfXTP970LqHre\nVe5ujNLbGZ9tIuDNk8xcHZiQJl+oTHtkbOYCkjhEb/tRUpkIMzfEm3ea9LPWMcKmaTI+e4b+zge5\nOPbiusfZlBCSJFMq7SwJZ1MdHN73JkpmgfPD/7Tp2lIpjU21U9A13E4PQd9rUJXz6MUCTXVFpuYd\nRBMmsHjlv7EdXdNVuYGe1sNYGIxMbT1goVIKeoFU9iE8rif3bM+7hKrnXeXuRSv8Wxz2n6OjuYXx\n2QyxZJpYcvvDcUumwYWxF3C7QmufK5VQ5e1NanE7PNjU9Ts0M7kUseQsXS0D6z5vYdIQ3niazlb4\n3G4shjCtDIViYdO12Xwar8sBwLGBXyaXH6Wz6SCSKKFI9UQTexvqGJ46Qzy1xP6uV214p7MTtEIj\n96Etq3reVe5O9KITRf5hSmaaoYmdeYQ3YpRKqKodfWWoL6SyyxzoeS2J9DQ21YVpFhCE66syLMrS\nfVe9bRG9mGduaeOqiUh0DrvNSXNdOzORiZXHG2paSWVncTm8iKJEQ7hl28JP+UIe05wkntxa3Cmr\nqbgceZbiYBhLeN1HKehfJ+R3kM6NAXs/oSaaKJdc9nUeA8sknoqs0jPfCdk8GEYjsry7fe4yqsa7\nyt1H0WhC4Etoepql2Etk89rWB1XA7OIIzXXdjE2fRxQl9rUeRhAELox8G6fDQ22ohcsT2x9esB6T\ncyPsaztM0BcmllymrXEfkiAwNnuZI70/RG/7USzLxOWIrmoaAtjX1sP80gzp3NrQkGkK6MVDNNTU\nMh35u03DL/GUQU+rB9DIFwZZWpjF5XBTKErY1JsnkqUXC1wYLYeN2hqv6ZnvlHgqiaYfw31/Ge/7\n7lajyl1OqXQMWRpDEJt5afAFJud3M1dyNXkti11x0Nt+tDz8dmaQi+MvoxW18sg0a28rGoYmz9BQ\n00Nf+3FKpQJjs+WyuVcuf4uLYy9yafxlOpoOrTlubGaCzpaDax5vqe+kpb6Hc8PfI51d4Hh/LXa1\nHBYJ+rzcmAzNa1lkqTx5KJ46R9GIY1kiyXQKVXavSAzcTCbnholEpznQ8wj2HUoPNIS9wH2nLFg1\n3lXuLnTjAOncC8RTp7devAMU2c347CCXxl9GN1bHjNdLQu4Wy7LI5hPMRNav7Z6cP09/x/FVjxml\nItl8jLqQDyh3M/Z3Pohplbg0Xr4zOD/yNJbQRHfrc/R1xOloKqxov1yPaWq4nV7stn001WZxOZpo\nb+wlnZsl7Hft8atdn2QmzvnhZ+lsPkRDuGnL9Q6bg6baIG2NEge6p2ht+DhuZ+XDG+4RqmGTKrtF\nYDnxZorFDtzOHJaVQFG+g8O2vKdnKegOTPNtyPIcw5MvEU9VrmcR8AQpGgaZ/Fai/QIgo2+Y6Ns7\n4y1LMv2dDzM6c3rTRpbW+hAWSbpb+xmZurjy+Oj0KEf6HiKePkNv24MMTb60ZphxNv9lwv6vkMwM\nMBP5OYrG2tcvy63sa/OwFB/D7/km2VyC5vonKBaTSNIZItEGSnvUrr85VnksXOM+9rUdZmid4cM2\nVaW5Tsfn+Toe59PArbiuO5aq8a6yU0SSmTeSyjzE7KJCQdcAH9BAY+2DhHzfIOj7zp6dzabmyWkG\n8BFqg5GKjbdNsdFYu4+SWSSZXmR+eXrlufaGHhwOD6ZlglVugdf0JPWhFhai0+vstjfG2+300t50\niMHRk1vqmIxOz/LQwQ+wGHuGlvoOphfGgbLHvhQb5WD3o7x84V9YrwvS7SjPgSwWTxCJrv/DZVku\nPK4fwuUIIoozqL4ngd9FsqnYbSW6Wj/ByKRYfo9uAUuxaY4OvBu3s5bBkacoFMv5DK/LRXvT8wS8\n//uWXMddQHWG5Z1KvhBG4CiKsg9J/Czx1BPYlKdxOm5Op9pqJPTij7Ecb8QoyZQ72CzstiVApWjI\nFI165pdAL67frBH2O+nvfAJB+CkEYfe3tKnsm3DZ40wtPMHUfOUJygM9jzI4chLLsmhv7EGWbBSK\nWTyuGhajUywnFtYc09d+lEvrJCa97iBBXy0Ts9vV37iGzx2gqa6XC6PPbb34Cq31HXjdPjS9RDKz\nyFKsbJR72x/AaV8gEltmbnFtU9CBnhFCvj8nlW1kOf7LTC9ksKt2vG4VmyIgSUnCgYO4HO8E1n9P\nC7oDvfgmlhNHmF4w9nRqzka4nQ56Wv0oykOMTD1NLBm9X+dUbkbV877zEEik3ovD/jOcuvhd+jpa\nUJWLRBPfT9D3agThUzjs16RN46lfJpUJEA58B5fjyV2f3TTfTtF4PaPTiyzFb7ydb77u/zfvsFtO\n5Hj+3N9xpO99OGw7N96J9I8giu9E1+1kshmm5i9UfGxfx1EmZs+tGJyJuWFC/lpU2caFzQbcCut7\nw6lMjMZw5drgN+J1BWiq7dmW4QaYWhins7mJgDdC0PsYuXwWTdcQBBG9GKUh/AILS8dWvGO/x4vb\nKSJgv3LeOUThc9QEDuOwTyJLY1Qqo2pT89jUv8bj+gfC/jezsHyQuaW9k4Fdj0wuz+CoSX/n07Q3\nHiWV/i4I96Vy4GZUjfedRjTxAS5PNBDynUUvFijofrTCLzK7eJqcFqK/8xssxv6KoO+tCPwMMIXb\n2Y8ib2UgZdLZ16IVGrHbwWH7NrI0jVE6RNHII4knUJU/RRThlcv/Ga2w+/K7xpo6HLb3UNB/FZu6\nfcH8fKGDheVXE4meJeyvoS5cHndmVXAL39bQTSqzTCa3OlwQTWwt0rR5eGRnnqfH6aOlft860+kr\nY2xmltqgm5b6/8bBno8STw0xNnMORZbo60jTUONidjFNZ7ONmsDnsNvGVl2r2zkOjO/o3GXyeFxf\nwuP6Z4K+t7EQbWc5vnkT0G4ozwoV6WoZpLfjOJnc2hj4fU7VeN9JxJI/y8hUE0WjwEK0rKdxeeKa\nYJLPXccL576FUXLjdZ3kcO+zCPw6Ae+nEcWryapyo0g5mSOiFQ6Qyr6LVEZiKZ5DLxqIosT+rk9j\nU6NYlkwinWAmkqegf2JPX48kGRil30QSt59YyuYVbGofUPbylhNLpDJJ9nc/gmVaLESHiCbWLxMM\n+WpQFDuT8yM7um6jZKEqtk0Sl9vD4/TR2ti/Rit8uyzGMtjVY4T838LleBi9eAq9CIn0YwR9z1Ib\neguq8kHs6sbKhZUhk9f24bCvd5cTI+T/Ag5bJyHfjzC3FCadrUyKYLtkcnlkqY6CXkCWVcqf7Wqc\n9wrVmPedQiz5DsZmDm274eSRw+9CklQEQQGew7K+gFF6P1rBYjE2iVEyiUTXj5PvpYFaj9aGIC11\nv4ksb1XlsT557TO8cD7BjV9Yl8NNW+MBRqZfWdUNCaDIKvvajjE4+uxOLxuH3UVDuHNdRb59bYcQ\nr0x8yeRTzEQ292Yba9vwuWu4OLa+auFOONLXiiQKXBhbIK8VCPv9tDaMYlOnUZWvspHCXjz5KkpW\nF2H/X9zwjEg0+SlU+U/xuM4DKnntf+Gwv33La0llXkMy84MsLKvktL39LCmywvH9P4RAI9Hk13E7\n/xi3c+/ex7ucqud9J5DNPcHUwgNk89ltH3vyzP+LIAgoskx9KIBpvZFk5jKWJa4JGdzIzTTcADWB\nw8BngPfs6PjlRIz1QhjZfIYLo8/T1/EAgiAyvzS+MuKst/04F8Z25+HmtSyqsv4Ahus7AXvbj7Jx\nKEKgv/M4mdzynhpuAF2vQxC/TmeTRlYbIOT7HjYlhaJ8e9Pj0vnXkky7sSkjeFzXh29MMtk8Oe3d\nNNX9PS77ZQp6EUcFPTNe91N43U/hc/8g8dTrmVsqbJjE3i5BnxNREEhl343bKVAoPoGbqvG+QtV4\n335kLH6OvLZzpTXLstCLRaYWKonn3jqW4ifpaPrwjo7N5TtJpPxsnFizrjSkCHQ09dJY046ieBmf\nPY1p7q6sLeSvRRC2/m4IGwwMrgk2UBdsZ3jy9Eqp214R9NWg6VnsqkRN8E8IV3hcTmshk3XRUqcA\nL6953mGfY2KuDr34FlRFQhBi2G0+7LbKEpte97fxur+L1/0bnBu2VZSX2HQ/l52gbwFZfpCgD1KZ\nX0MUNp9Bep9RNd63E61gI6d9jEvj5+lpe4BEaoG5pa3HZd0tWNbO26uz+R8kVlEtt8X4ldK9mkAD\nrfUDXJp4EcPYXkXE/u5HKJWy2NQwqcxsRd6yXizS1/Egl8avybv2tR+jUMxyfmTnYZuNEASBprp+\nSsa3cTv/+5brc/nj5LTXYFlOJGkMRVGxqb+Nw762csPtfBqv66dIpMsVRqIg0lj7Guy2f6j4+kzr\nffg93TzQ9wwzkR4WY9uPhfvcbmqCUTyub+C97u7A6/7Utve6x6ka79tJMvOLXJ4oYlkWF0ZfoLWh\ni76OY1c8yrs/GSGKG3cObo5ATmtnq3LEG1mKzxNNLNLf+RAL0WGiicq7PA1D4/LE9ioaxmYGOdj9\nGnpaH0CSBERBZGLuEjlt49cd8rsJ+6NML3jIadt7fQe6H0USvkpK+ww1wc0/H1rBxuzSTzO3GGV/\nlx1JGqQ+dHlVmen1mKYNo3TNWzYtE8Mot98nM69BllK4HOu/PyXzAKLwAeDzCMLn8LigsfYQAe8T\nDE/ZKxqo7HW5aKhZwuv6a5yOvdP7voepGu/bRTorUzT2YVnXRmxNzY/icrg50PMw0/MXSd6k0VG3\njhqKxh9gml/AplY+qzCn9RJLOdiu8QYwrRKDo8/S3XoAjzPAxNz6cylvZKMQyGb4PSGcjjYuT/0V\nul7ZtSZSefweJ/u751mKNzA1Z2zZvShLMl3Nh3A66rCrf4jPs/V5LLy47Iv0dyaw25ZxOwfRi+8C\nTrOeY1A09pPTcqsey2uN4INY8gn0oo3Opj9EUdbG+CVxEPiFVdkJn/ssPvcF4ONcntj4OmuCNfjc\n0/jc/1BNRm6PqjDV7UIQeolE1w4OyOYznB8+SV2olY6m3ttwZXtHKpNHEj+DILye7WhDF439pDKV\na5esx8jUeQp6nv7O41svBkRBpqOpn76OI/R1HKav/fCVYcAb01jbxcuDX6rYcAOUzBKj0yWGJltw\n2eMc2pdeEZhaD78nwOF9P4CiPEk2/xT5wgPrrivoQeKp96EVyu+zw7aETa1HkVNI4iRL8Q+RSL+a\nq9/5klmPUbo2MMLl+KU1ey4nwmiF4yhygmzeoGS9cc2aolGHabave01aQSJfKDuIbqcHl2P1WLa6\nkEpL3f+iqfZ3q4Z7+1Q979uFKO4nu4kg0dDkGepCTQx0PbiifXy3IQgipiWiKn+4reMMY2fSoDcy\nvzxDOpfmaP8bGJk6uenk9khsmoKukcld+9Hoa9/ceJdKRQxzZ51/yXSOZNpFQ9hOU+0MQV+YmYhM\nOnut4qgh3ExtqIOS+SuE/M9SlilYG4JIZR5mKf4W5pd0jvb/G+CbgEo0YTC/3IGq9KIXCxzofnbl\neMv6Eqb5FyD9DwAK+i/QEH4L88vXEqyJdJ7phffQXLeAw9bFUixOS/11ryFznJz2k6SzTkK+EUL+\n3+NamaJA0fgUWsFBS32S5ro/Ia+1MTn/GPFUORYe8k/hcd13aoB7RdXzvl0o8jySuPn7H4nOMj0/\nxEDnQ7foqvaWTC5HQd/+SC+j5Niza2ht2Mel8X+lLtxBW0PXhuuiicgqww1sqUNVKpV2rXk9v6zx\nyiUfXtdrGejK09msIksyzXVt2G0e9OJX8XmuJj9vNNwiseR7GZ99CzORPM11TmzqRYrGAaBEwJuk\nszlLS90y+9qyeFxfRS9+nIL+MLL0A6jK/1jZx6aewO1qRbhhPFkkGiNfaCMSvURBr6E8KchJNPFr\nTC/8OEMTCTyuWhT5YbL5j68cF0u+h8HRHB5XgPrwFKpyAZ/nG3Q2T+C0q9QE3Hhdf7+r9+4+p2q8\nbxc5rWVlcvdmpHNJIrEJ+jqOs5eSpLcCvaiTzDy8gyP3Jlnb3dLPcnyWnJZlePI0RqlEX8f6YYd1\nr2KL4cPR5Dx1oZbdXiamZfL8ua+RTDsI+3+f/s4LhANh7LaTuJ1/su4xeU1lMfoxLoy1kUiXPVm7\nbZGicRzLagJK1AQ/Skv9pwj6XsBp76RUUjBKZygab+X6Rh6j9H4k6TdprHn7mhK/jiYZl+OTBLzz\nCEK5wzGVfQfnR5xEE+W7hHR2GIvPYhjPUjQeIJH6ecZneynoBSzrMk77Z1f2U+Q/5UjfY9hVAZt6\n3w1Q2EuqYZPbhSRO4rAdIV/Ibbk2mlikqGv0dRxBwMIwTUamzt0ShbfdMhNx43a8Fa/7bys+RhJ3\nL3xUH26kZMJibG7lsdnFCTzOOAe6H2Vk6mU0ffMa7Kue9UbNTPHUErXB3Rvvq1waz9LR9Kt43Z0o\n8m/jc6+vg1LQHSTSH2N4SseyrjkA80u1+D1fQ1XKbe2pzBsxSo/i936ZxJKAKO3H4/wK8JVV+5VK\nT1DQL3B26HtrzrUQlbCp/wGn/RVKpThgUSpdH7sWqA2eRVXOMhv5LWITOQpFHdPM4/f48Xn+jut/\njFXld8jkXqQ2JFA0PCjy9gdGVwGqnvftw2G7TMi//oTx9UjlUlwaP83F8VeYiYzS33mctsbum3iF\ne0NeKzA2c4Kc9lGKRkNFx6jK9jtNr8flcBPwNDM+e3HNc+lcksHRZ+lsOUxtsH6do68RS85vbZx3\nUKWyGeOzBQq6jVTm6IZrMrmfYGiysMZLVlUZUbxWHinLDRSNBQqFx/F7/wyP81vr7CZhU1/L5Pzg\nukMXMrkcOS2N0/E97LZuQMBpv7wSLurtOIDT/jK5/BuYXYxeGYBcoj7kpqfNwOt6cmWvUqkWAzfo\ntAAAIABJREFUWEYUTxFPKSRS79rOW1NlNVXjfbuQpCSytLP3P69luTD6Ilohx/6uE9zp4ZRkJk88\nNYBl/XJF6x32IZz2ncW9BUGgs/kIF8c3TvJalsmF0edxO4N0NvdtuC6WWsLl2LgSBEDYZYgn6Auh\nyOrqPQUJp312gyNA031c782KgkhzXQO1wXFU5VqXrdP+RepCf4TD/gc47Sc32K1ENv8d8hskzyVJ\nJuR/EkUeQpKW0QpdeFzfoiFc/uwq0mlUZRhNv2GmpiAjCH1cb2MkaRFB+BSpbBdjM1H04s0bcnwf\nUDXet4u8JqAbu7tljETnGJ0+w8GeVyOK62tx3CmMTF1mcs65qUd5FUW+RMC7s0Rgf+dxhqdeppK4\n+djMBTK5FAOb/QBuoO19FZsS2v5FXsfBng9ysOfIqscsS0DYRL/abpuiuc5Pc52XzmaRg/su0tbw\na9QEtlfVA5BIv5+cZqCt08bfWNtOQ7iN0pUEsiT+OXqxAzBx2Ms/EiVzgVTmLSwsr74LWFhOous5\nMrk3rHo8k/s5onH/lWNXlw5W2RbSxz/+8dt9Dfcn6ezbGZtxs9vknFEyiKfmGeh8mFhqbte6HjeT\ndC6HTX0QRf4XVGWz6zTJaceIp7b3g9TV3E88vURqG81N2XyaVDbKQOcJJEkik1tdTlgTqGM5EVn3\n2L6Oo8iSg0h0ezrZbY0NOO12Mrkci9HnqQ2mkESFVLZcLx7y12NZLiwuoSprxcWc9osEfd8k6Psn\nfO7vYredRxQrExnTi7WYViOSWNZXL5kuZOkAbudlwoE0bkcrsqwgizbC/iaMkobTfhRB6Mbp+DI2\ndQwA02xCK3TSUPNVluI/ylJ89XX63R4cDgfjMwGc9g7stvJkIlU5jdetUBfqweXowrK+iyztrf7L\nfULV875dZHLtuxbvuUrRKHJh9CT9HQ8jy3f2rejUfAZZ+s9brvO4vkbY76543/pwE6ZlsnRdgrJS\nCrrGueFnaK49UfEx/R3HWIxOk0hP4/dUnrsAaG/8ebL5smedL2hcGteoCRg01FyTmRoczTM28xFS\nmd/d1t4boRfLVTZF423MRn6RaOJ1ZHIfJpfvx+38CRpq/oj68OcJB/6YruYn6W49weT8INMLY8wv\nT1M0nl61nyBcpLXhKSzLQzq7+u7kUE8XtWEvYzMz+DwyonhtpNxy4jc4O/Qopy5meGlwmGTmHRte\nc77gpWjUcaeHBW8T1WqT24W5RRnadimZJQZHT7K/6xEujT9HcZvCTCDQ1tCD0+HGskwsSyCZjlIs\n6UiSgiorKIoDRVIRBJFocpbl+Nr5j1thWSbLiVrqQkFkaePpOj73Way6cywntq4Td9rdBLyNXBzb\nXTPTYvwsHpePdPZavbdliThsTmqDbdhtTgShhCCILCxPEE9FSWRiDHS+ikT6mYrO4XWppLOfwzCu\neZvZfJ7xWQeHez+Arl8LfTSEa8hptchyF0776Lr76cVmVGWe9Zp3svkOBHwoyhvIFx5HVX4ISWxn\nZjFJjf8NJDIabQ2rDaPbeQ44h5b6QbpbapleiKIXBVS5HXhqZZ3HNQgMks4eo7nuIj53O9MRg/pQ\nmGIpSzyZp7d9Bpfjy6jKtaEZHmcXdeEoE1dC+pHldrTC7xH2K9jU3wFBRiv0k0w/QFZrQUChNvh1\nvO7KBbLuE6rDGG4XYzOfYnph6zLB7SIIIvu7HmY2col4emMJTUEQ8LoC1AZbkSUBC4FIdIp4anll\nn7pQI5IoUzIt9GKegp4jX8hhmiYtdd14XH4S6QhzS+tNWt/0KunrSFEX+v1NVxmGj6mFjzG9sJku\nucDBnldzbvipTdZUhtPupK/jcbLa9EoiUhSdaIUU0cT8Fa2ZtV8Yj8tHU203l8bXSq3eSG+7ik09\nytmhtZrjnc06oKAqR7k0fhpVUehtnyfo++zaja6wHP8QYBAO/DE3GnDD8JHN/xlzS7M018l4XB8g\nmf4wr1wWEQWR2qCPxto/RlU6yeS6sduexCg9jix9E0maAevPGZkeJppIcrh3Er/n/1lzfk1vQ9cP\nIMsFCvrjOGxBtIKIqv4BTnu52ieTayGZfjcuZx+K/JdI0klSmQ9ycazsPNpUle6W48wvX8TtcDO/\nvLDK+ehokmht+OiW7+19RtXzvtewLJPzI8/Q2dxHfbgVa8XYWGW7I4CFAKaAVswyOX9x3TpmyzJZ\nWJ7Z8DzTkfKIscaaVga6jpNIR5lbrCz267A5UJXXoBX+Cbvt/IbrZDlJOPAXZPPvIJZcP7nb13Gc\nuaWhis67FTktRy4/y+WJV7Z1XDqbJJ6cp7N5gLGZjQckh/wh6kI/ydT8l9Z9vlRyYCGjKuW/WV3I\ni8f1yU3PrSpnyeZ/lJz2aVTli8jStWERspzEps7S3pjGYf8wBf0givJmRPHreFxuuloeQDfSGKWP\nMjrzr7TWvxmnPYggPI5d/QyJ9FNEE+VkpWmu1W+JJt6KILyPuaUx2hv7CXh/gFz+bSjK2RXDrRed\nxFIfZHwmT11Io6PpMWzq14lo12xPQdcZHC1Xw8SSa/MVsaSHgPcQHtfZNc/dx1SN9+1CVaLA3rWB\n38jYzKWbtvf1zC1NMbc0RX246Ur34vWyogLjMxcoGte++D2tBxFFhbND36O348PYCl8g4F3bHHIV\nr+tlGmtasaxHiafWlrPltfiuW9RXsUV1yUZEYnMcCHZuuiaaiDK3+Hmc10m3PHrk7aSyn2N2sROn\nQ8Y0ozjtIXpac7id30SRMyzFRALePiyaUOTVtdpe978iSf8Op/0XgbUSuHbb+wEo6P1I4l9gU/dz\n4mAdmdxzyPLrMK0etEKGkE9BVV7BtPajF1/Bsh5hfDYI5OlsbsHr/p9r9rap78W0gvR3PEzRuEip\n5MfpWP3DFE/9e8Znyh2gseQiLfXfxsbVSpPK7jyTmQTx1DuRpDGc9p3KDN9zVI337cLj+i5B348Q\nS96c4a23moXlWRaWV9cmy5JMV8shRFFiYnaQnrYHGZ89Q/qKQNTl8WEOdPcAGxtvgJD/K8jyFDWB\nExQNL6VSAE13oBfBprqZnN+ep3yzmJg9S3/ncS6OvYTHZcPn9jITWT0keWTa4GCPSW+7j1hSJpX9\nF4K+/4rDdhyH/WWMkh+sv8LjugB4SWWeIKc9yuS8jCwJ7GvL43SsTh4q8sdIZeqxqZ3Y1PWFnmzq\nRXT9PwFfQlWacDsngTyqchZVeRyvW6Eswft3ACTTP0IqU/5s+jwnSaRfiyLP4nN/k6uhI9N6GYEe\noI6C/gXsthvDdCqZXA1QDnuF/C5UZZZSqYacVrnxBhifzaPIH0ES/y9sarU6harxvn343C/QWHOQ\nWHLv2qvvNIySweWJUwiCQHfrYWxqHQFPzYrxBtAK3or28rlfxue+FlM2Sn60wq8TTZ6iscbDQlSr\nSPR/a3Ze2ZDJp4gl5zjc+zim+T2M0mkcth7yhTyKrGCUSlcahCQeOfJu6sMhTPNvWU78LAXdQSn+\nBD7P48wsvIzdZqEXTeKpHMUryU2Py40krQ0riGIbohgHygOTY8kfRpJUFDmKJI6tlPep6peB/w2Y\nK6GZMhY3aqcbpbryMYoNSRwhnf23LMV66GxuIhz4IgBe12+urL9eYzyWPIws/Ucc9k9gmtdi1w1h\nGUUeRi+G2El/2vCUwYHut2JT/7/tH3zvUTXetxO/5++pCfwaS/G9T1zeSViWxfDkK8ArDHS+CkWa\noFi68qUWKi8HvB5ZSuB2fhi3E8BJbeiNLMePMhPZ3VBly9pdWVokOkckOs+R3scRBNjXnmBsJkBP\n6yR6MUMs2cvcks5Tpz4LCLidLjK5ZgA6m/uIJ8euDF5eSzqbIZM7jk1dPWmmVHoTbmdZjzubO8LU\n/MMkMzkkUcLneT0N4WnCKw08lfzAiYjiYzhs44QDEi7H93A7DjCt11I0Nus4FcnkXksy80aC3m+Q\nTP8Wc0uj1AZt1AQCFIppsvnXUyw6WYpvfx6lZZmYu/z73ENUjfftRJKW8boSLMXVrRffA/g9QSRJ\nRVZUiqUidtWGx1musIDdiFHl8Ln/Gpfj27idH2Bkyl6RYuP67IVxsLg0/gxdLcdIZc/S13ERwziL\nUXo3Qd8CHpfC5QkJsMjkMjjtLjqbD7EQHWM5vn5D0FVyWiNrezoFTLMFUZwGQUORy6+hZJaIJdMU\n9Abstjfgdn59yyvPa40IwoeQJB+qIiFJWcDC6/4TOps+icN+rTw0nvo+DOMYhaKAadoomS4iy9Df\nOYKm93BpfBSHXaGl/ttIYpqL42+jqbYTRR6mLuRjYTnJdpvURKFaHneFqvG+3UhSGtb5Ot6LJNJx\nmmoL5LUsoiDS3RrB695+S/dGyFKcutD/jSK/j5GpVvKFymOjfk+I2mA7BX13olhX0fQ8FiLLCQFJ\nPIDfG2EmoqMV3PS0ZWlt8DA1Xz5XV8tRzo88XZFKpFHyr3nM4iVMK4jINC7HJRprnyOdO05BL6Aq\nKu2NPhT5XzbcM1+oIZF6HyXTRUE3SaRFCvpLWJZFe1O5ksematSFfw9FLsu4JjNPML3wfcRT179f\nBgGvG1FUuDwhAiYF3aRovI6ZqEE6m2V+uRGPsxOHzYndlkcrVHan5HI4GOh6E7L0z0A1bELVeN9e\nCrqDvNYN3O2zKivFIplZpCHcgtc9Sci/cf3yzjEJ+j5Pd+uHOD8S3sAgCjzQ/3pEQSaXn8O0LHJa\nisn5QQpbyMRWiihK5AsxfO4AE3Mz7FMeoaPxDDOLh5mal+lpSxFZdtBQ08H0woWK5X2zeR/pbB0e\n1zUP3a7+JdeHQwLerzDQaVHQfdjURbzub3JjuCSRfpxk5jE8zouYVhuj0yolU0OWFCSphCTK1IZk\n/J4vrxyjyOWEdCrbgyg04nZ6bzDe4HPX4nH9Cpb1CQBMs8TZoWthwWRaJ5nWuZrErBTLgoK+jGa9\nTHBzrbD7harxvp1k8u9iOrLxaK57Ea8rjCim8Lg+B+w0tLE1Qd8Xaa77KFohwNINoYj9XScYHP0X\nDKPIQOcJFhaHVpqT9gJZknnkyK8QSz6JTXGS1zIMT6VorT9KR9Mwl8ZbSaRUaoIObKqLRLry4czx\n1BJtDQ8C13cc3vg+mpvqp2dyv8HUfB3xVJJw4BgN4VkO957BtBzYlCUUJY1pChQNY83eBb2XXP7t\nzC66ODbw80wvfGLV85PzE1h75BkHvU7CgTlcjgg21aRkRjCMvanpvweodljeLjK5n2V0updE+t5O\nVl5PX8dRTHORgPcT2G3b7crcPsnMDyDwS8xEJlcSZF0tB0imF1lOXJNO7Wk7RKGQZWph/Rb0nXB8\n/xEWlqeZiUQ50P0olydepGjotDU4cNoFRNFNOhfDrh5idOYspW3E6A/tMwh4f3vN4zntEWTpzJZ6\n6HlNpWT+RwrFXs4Pj9FQ00hbw2S5PX0DDMOHJH2XouEknnoGl6OVRHqC0emNpWsrQRREvG43oiCQ\nyGRWKoYaa2w01Pwlbme1MWcDqp737aCgP4Zp/jiJ9EYay/ce3S39FPQkAe8Xb4nhBvC5nyRfOIHb\nuY+leJT2xl5KpcIqww0wPHmW5rp2etoOMDy5ccfndrAsO0XDjsflQpYl+jpOcG74KSbnNfo6VPze\nj5DT3o9lWYiCWFENyFVyWj0Bb3kk2VUSqZ9kdOYQAe+P0RD+NA775IbHO+w68DuYmYcJ+X8EURDQ\niw5sG+TNjVKAVPb9RKJPsxgrV8K01qvMLlaqbSPgcTrwui1kSUcUs8hyClEo4nTM43KcphwfP0Qm\n14woFLHbnsPtrHrZm1A13reDgv4uTl+6fwx3Q7gRw4SAJ4rHtVbT4+ZhYlk6qiLwqsM/wfjMU0Si\n63uKM5EJ+juP01zXXR7AIJQQrtyW2m21vHJ5vSk0GxOJjtLX8X6y+Wd4+cJ3cNidDHSd4MLo8yzF\n1fJMSdOJwyav6kDdbOzaVVKZLE21QaB8N5HMPMHQ5AHyhRyZXA6X46047J/e8hq97mdpqUujKm8D\n/vu6azK5E0STP87EbAq4VsK41V2KqtioCThw2GdwOyewKYPYbcNsFipz2udXdZ9W2ZSq8b4dZHLn\ngLVVA/ciqqwS8LWQy7+ITV3fQNws9GItqvx9BLxO5hdf3NBwXyWamMUwSsxc0W25Sm975UOLr2Ja\nkMp8Fqf9OLIkkctnWYxNcKTvQVT5t3DYT4PwSbK5NMcGmkmkJ7CpaUL+n2Bo4mki0Y1DH0vxAq35\nR3A5vgZAOrt/VWWNVqg8o+fznAeu3W0UdDv5whNk813YFJ3ZxVoS6a2Ti26HG79XwKYuoCoxXI4h\nXI7n2F0JaJVNqBrv28H9lGbY136cRPoULfVfRFW2r7W9G1RliWw+y+lL51ZiyoIgbqijvhhbf5q5\nhYUgCNsa+Dy3uMRiVOHogMmxgX0YpTEUOUBOu0zJ/ALZvIYofBqv+0Wc9qkrzUYAn8Ht+AgRNq79\ntyyTeOrEivG+0Zt12JfWHlQBpVKYeOrXGZ662q1qB9avvnE7XQS8Eqoyj9M+h9NxBrt6geu1barc\nVKrG+3ZgmvfHvWFv2xES6RHqw3+Lqkzd8vOXSmEWljVKJQNJkmlvNBHFWoYnt6dDXixq1IfaiSZm\nMS2LkN+LqhSoCRzG6TiBaabJaUNkcjOoso/ZxTEcdjet9YewzAym2AS0kM6mAD+WlSOZmaS1fg5R\nXPu++DznUOSHV4VTbkTgmiaOIicBN3bVRmtDCZ97O9UeNjK57yOdPUAiXcdibD2PX6A+7MGuxpGl\nDKqawOV4Gaf9HPeXK3JHUa02ufVIjM38ly00qu9+Wht6MM0iDeESTsfP3rLzLsdfRck8jE2NY1NH\nEDhIJu9FFJawqdNcGP0/yGl5/B4PiXTlM0Sb67rxuGowSilE4RRFw8SmRnE7Z3HaX6Ts/eqYZggQ\nKJmPo8h/xrX6aplM7jEyuUP43K/DwoVhfA2ve+1UIaMU5PLEb7EcX7+M1Gl30Nfxj3hcZUGvTK6X\nZOZduB0z+DxrQ1Op7EGy+ccwTRG7bRlJ1CmVVPRiN6lsiFgyg15c+0PhcToIB/K4naM47V/Fbkuu\nWVPltlE13readPbNpLM/jV7MMzl/b2bTw/46Ar4aZPEMtaFPslGSKqd1oxVeQ9C3VuR/u+S1EPH0\nh4gse0hly0bZYXchAK0NWey2Czjtp0llfhBBeJR4KsFMZPu13X0dD3Bp/PTKv0VBJBxwocgKIGIh\ngSURDvwTAe/f7Oi1pLKvZXDksXUNqt2m0tFUpDb4sS33SWdltML7mF/uJJ6qzFmQRInGGjse1zAB\n79PI8sb65FVuK9Wwya3Goo65pTFsip2BzoexKGIYRYanztzuS9sT7KqTulAHopjA74HNqgtMcz+Z\nXOuedMwlM+9keBLgmjed18ohgEvjAAMEvEdxOWzI0gQzkZ02CK2O6ZqWyWJsrQfvdtbvcH8oFL5H\nTeANzC7qKLJCOOBHlvLY1AW8rst4XFuPBEtmDpLK/CQTczqmubXhDvttBLwxXM4RfO5/5EaVwSp3\nHFXjfavJ5cNk82my+TSxVDmx5HJ4GOh6iKKhMTx565oSPE4vFgKZ3N7cDteHmwn6GskXztAQ/jNE\ncXDT9aLwHEHf3ohyWdbWldLxlEY8tdv298qEq/Ri7Y7PUBPUEMXLeFwmfs9FTPO5K7XZlSARS/40\nc4v9RJNbDy5oqPET9F4g4PtHJHF3DTdVbilV432r0QpObvRGs/k0F0ZfoLf9KIf2vZazQ/9806+j\npb4Tr6uOvJaitaGPaGKaSHTn1SDdrQcwSjq6fo768FPI8uaGG8DpiAB/veNzXo/DvoAsNexCTXBr\nREFEkb34PSFcDgFZThH2CxT0UXRDQhQMHDYnRklAEMZ2da6Q/79t+5h8oReBLzI8dRKtsLnhbqjx\n4vdMoCr/Fb9n+/KsVW47VeN9KzFKfvIFB9ff2l+PaYIoinQ19zM6c3EPzyxQF2zC56lDFE0EQSCa\nmGdw4dmVFb0dRzc03gd6vg+jmOHSxKk1z4mCSH/nQ0Ri47gdSUKB30WRb71ei9/zFQa6ZLRCLQW9\ngUhUQNO3r+0tSzIhvx+XQwOWkcQsspzB5QgjS8sIwkm6Wy/ickxxtdLiWpnf7UIinnoXlvVjlEop\ntML605kEQaCp1onfcwmf+6+R5Xs7aX6PUzXet5KCfozoJmPPJElGKyxhlHT6Oo4zNHkK09x+3Wxn\n834cdj+lUjnma1oi6UyUkanTmOvUOCuyUpZt24DJuTO0Nx3jQPfDzC8NE01eS/QNdJ1gaPIUYb9J\nTfB/Yldvl9CWScB7VQFPIOR/K5cnjpPNrzXgbqcLj0vF7bChKAI2xYVpLaHIJWxqAVH4M0Rx/XFi\nAKpyk17CDsjk9pNI/zgTswL72k0ujr20Zo0giLTU2fB5LuJ2/hWqcv/o6dzDVKtNbiWx5Ps4N7xx\nIktV7UiiRF7LYlcd9LQdZyZysULFO4F9bYeRZYXphSHS2cri2Iqs0tdxgvMjz6zbvCKKIgNdDzOz\ncIlEOkpX834kSWZo8gzdLQPEUstYVoqulr/F5djY4N16RHLaH5HLv4BluZAkFyVzEbfDhSKfQpZP\nY1lfQBDew7U49t3zZdAKNrL59zC31EUsWf6RrgnU47C5mVood4gqskJznYXXdR6/9yvA7qYMVbmj\nqHret5J0tm7T5/XrtKQ1Pc+54ac40P3opsZbFCV6Wg8hijITcxdWKiwqJeyvo2jkNuw69LmDYJXn\nMwKMzgzidfk40P0IBT2DUUoz0KljU1/c1nlvPiZO+wc31cooG264E412Nq+Q0/4dguBFlmaRpUdx\nOt7GzMKnsCwFo+RhdjGPZV37e5sW+DytKMuTNNeZBLwn8bi+QbXr8Z6k6nnfKnJaH0OTP0syvT3j\n2t1yiOnI0LpDAjqaerHbPIxOn9tSzGgzPC4/7Y37GZp4icI6+0iixL72o+TycSbnr+l+NNSoNNW8\niMv5lR2fG6CgfxCj9DVcjo2V8O5FioYbRV4/sRhP/Qbnhp1YlklTbTvhQDeXx59B09cPu0miRGuD\nj7C/FotncDk+R9Vo39NUjfetYin2Xi6MNW37OIfdRUO4k7GZc2ue6+98iItjexWqENjfdYKl+ASJ\ndJyBzu8nmhhlOnJNPa4u1EhNoJ3zIydRFYWBrufwub+2yZ6Vkc71YJkuvO5Xdr3X3cBSTEQUfwyH\n7Z2oyjfI5L+A33Ot1DGRfiPw79F1HQSIJec2TCbbbXa6W2pw2E9jV7+BKO6dJnmV/7+9e4tt667j\nAP499rn43I8viZPGTtO0aZvSXWg1CTQm2B5AaJo08YCEhBhC4g2QUBEvFRIC7Q32AmIIDXUbMPEw\nCVY0bQKEEKSlmzRptF27tE2TNGnuiR0n8S22Dw/p0rFc7KR2nH/y/Uh5iHN8zu8lX//yz/+yq3HY\nZKfki5FtvS+XX4KqKDjW9WkMjFxZnQpn6lbdzltc4eODgUvoTpxAR+uj+O+Nv6I9lkBv92P4cHDl\nPMPZ9BRiXhIxT0M8lodrVV8sUgvbuFmX++x2lUonlnKnkM0/jrtTRSTiOfj+Z+HZMlKZOQBhFJdV\n3Blvgar0I72w8RS+WNhEzBtFxF2AIv8I3L1v32HnvVNGJn6A26PWtt+vyioOJ08CkLCQTUORVaQy\nU5v+gteDpoTQc/AUxqZvoj12GIOjl3Hs0EU41p8b+ty9IpV5EpnFJ1GuGKhUdIxPz67O+AlIATx8\n7Et4/8O3arqXIqtoi2ow9CF49p8Q0kYbWTrtbuy8d0rFbwWw/SlaxVIR1wdX5lnHvDg0taXhwQ0A\nheU8rt66iId6nkQqM4gjB2NwrDca/ty9YCb9DYxOnsT8QhbA4r2v+yp+BaVy9bnW8agHy5iEZbwH\nz34b7LIJDO+dsZTrRTpT27LqWsykJzGTnqx+YRVyUEGpXD0IXCuC5VIajnkFpv4iduPsjN0jhFLp\nEPLF72JgJIN8YfMP7FJp/aEv2zDRGi3CCI0gGPwlXKt+ByTTnsDwrg8V6YVnsFxyoGsuVOVNVCph\nBAJFFIqnkcp8qqbTSHaSY4bR1fEISuUcrg28s+F1gUAAybZezC/eQkfrZS7w2EQq82XMzX8R6UwF\nB1o7UKnUMNfe9+HZFqJeCpp6F/BNGPoSNGUAstwHflDSBjjmXQ9Tc2dxe9RAobjSxcajLQg7DoJB\nDYOjt5HNP+hmSPUVUkM40nkKV29dhKGbOJw4heuDl1Aqre3CT594GuPT76Kj9VeQ5aGqJ5PvV7l8\nF26Pfgcz6ZWhkWBQRk/y4XW3FPiIa5voOqBCVX4NI1TP7RBoH2Dn/SBm088iEDiIkQkTheL9Xd8m\nZ6cxObu9o6gaTZFV9Bx8DFdu9gEAsrklfDBwESe6P4Ph8Sv3TntZ8eixL0CRv4+O+HEYoeobTe1n\n2cLnVoMbAMrlEqTA+kNlnm2hJTIN13odpl6f0+pp32F4b5+ExexpDI2VIcrex5Zu41DiEXwwcAEf\n/3O8Uinj6q0LONnzBK7e/De6Oo4j6h5HIHAOmtoHoK9pNYvCrwTWvDaTuotk2xGM3Fuu7touYt4s\nXOtV2ObObf1LexLDe3sCmEn9EGPTQdw/5mp38+wwDrQcXe2415Oav4NHjj6FmfQgJGkSRugXO1ih\n2AKBtVvRTqcmcKL79EqnHZ6Dob8Cz94fC5Go4RjeW7GQTUBVPo/FpQ70D5kolcXouAHAs2OYX9x8\nhsr84iQ0dRiWkUZx+T8wdS6vrpXvr+28LUOHHLyJw8lzsAwOO1FdMbxrlS+0Yjb1PUzN+cgV8hCl\n4/7I/OIoerufQTz6Biq+grn5k7gzfj+cHdNDZ/tVRL2XmliluMqV+/vEWoaBeHQBrvUX2CaHnKgh\nGN61yix9DcPjYk6TswwLDx89A98/A9tc2URKlfsAnMWd8Wl0J4Joi70IRd6bByLvhHKqau++AAAF\nUUlEQVQ5BNsw0N4yDcc6D1PfeJYJUR0wvGsVkGIQrdsGVraMPX3iDHz/BiTphdXX9dAYWsIlZHMh\nxMIvQ5H7m1il+CLuUZj663CsC80uhfaHteN0tD7bfAHxqNPsMrZMUzSUyz+FJB3/xE+CWFiaw4HW\nfujah02pbS+RpLMMbtpJDO9aaWoKRmh3rZKsRaGYRzZ/HR+fGuj7j8P3s1gumQg7f2hecXsIV57S\nDmN4b4VjiTfM1BG3YehfWf2+XDkASerDtYHfwLX6IMocdSL6P1wevxX5Qi+Gx57DxOzuWu6+HlMP\noS1aRtg9B99PAXgCwUARFb8H6czj8HEdifiPwb0ziIQkXifZTCHtOlqj/ZiYPdjsUjYV9XR0tv8N\njvl3AEBm8VlcvnEa5crKP1w9exCHEufB4CYSFodNtioYyEAO7t4PvWSbhY7WC6vBDQCq8hbaW1YO\ngggGZSTiN+CY7zWrRCJ6cLs3hHYrRZ5AMCivHke2m3Qnooi4P1tzkG9IK0DXxqAqERxJphH1zjWp\nQiKqE4b3Vi1kT657knszqYqGY10tMPWfQ1PXP4Hdsf6Ik0ceu7dIh8MlRIJjeG9VrhBvdgmrwo6F\nsJOCZYzCCP0Emprb8FrLGAEwsnPFEVEjMby3olAMo1AIA6jhhJQGkiQJhzpUeDa3FiXapxjeW6Gp\naRh6Cs36R69lhOBaBhzzLmzzeeghztEm2qcY3lvjQ5JyAMwdf3I8auBAy9sIae/wKDIi4iKdrUov\nPIR84evoH9p4fLkePNtES3gKFV9HoeghHn0JlnGtoc8kImGw896K+cWn4ftJpDIKgMaFd7JNRVvs\nVRihKwAkFIonoKkMbiJaxc67Ogm+/xLKlRncuiNjcnahoU9rjajobH8Zps69tYloQ1xhWU2p3AlJ\n+haGxzxMzS1Wf8MDCDs6Otv7GdxEVA0772omZp5H/9By3e8bdhw4poPh8VEAgByU0ds9gIjL1Y9E\nVBXHvDdTKn0bd8alut2vLabDtQaha7Mw9UvILH0TwaCKcrmMw8klRNxX6vYsItrT2HlvZrn0Mi6+\nP1SXe7VFdXQn34Qi/+tjrwYwN/8ccvkEIu5voYfG6vIsItrz2HlvZDHbi7n5+iyCUWQFLZHLnwhu\nAKisDJO4dXkMEe0fDO+NHcXg3QfvhC1DQ1fHEiLua3WoiYgIAMN7Y5JUBiDhQXbgUxUNhzquIeL+\nrm51ERGBUwU3JuEC4tHwtt7r2R4S8TC6E9OIuL+vc2VEROy8N2ToKTjWMCZn7U2va4048JxBGKEJ\nBKQKiiUbrvUPyMERcN9sImoQhvdmTP2faI18FVNza5fCRxwDyfbrsI3zCAZnm1AdEe1jDO/NuNZ7\nCEhRLGafQjafh2MasE0dsiwh7LwG17rY7BKJaH/iPO9azKSeQ67Qg7BzHpbxbrPLISJieBMRCYiz\nTYiIBMTwJiISEMObiEhADG8iIgExvImIBMTwJiISEMObiEhADG8iIgExvImIBMTwJiISEMObiEhA\nDG8iIgExvImIBMTwJiISEMObiEhADG8iIgExvImIBMTwJiISEMObiEhADG8iIgExvImIBMTwJiIS\nEMObiEhADG8iIgExvImIBMTwJiISEMObiEhADG8iIgExvImIBMTwJiISEMObiEhADG8iIgExvImI\nBMTwJiISEMObiEhADG8iIgExvImIBMTwJiISEMObiEhADG8iIgExvImIBMTwJiISEMObiEhADG8i\nIgExvImIBMTwJiISEMObiEhADG8iIgExvImIBMTwJiISEMObiEhADG8iIgExvImIBPQ/lP4/IB9F\npX8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eeb9dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = districts.to_crs(epsg=3857).plot(figsize=(20,5), linewidth=0.25, edgecolor='white', color='pink')\n",
    "ax.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setting the projection\n",
    "\n",
    "You can use `to_crs` to convert to different projections. In typical pandas fashion, you can do it a lot of ways, but the easiest is to send a `epsg=` and feed it the correct EPSG code.\n",
    "\n",
    "You'll also probably want to do an `ax.axis('off')` to turn off the splines and axes!\n",
    "\n",
    "What are the EPSG codes for some common projections?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10c7dd160>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VQGAEAAAAQIfACAAAAIAOgREAAAAAHQIjAAAAADoERgAAAAB0CIwAAAAA6BAY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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eeb99b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "earthquakes.plot(figsize=(20,7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Styling markers\n",
    "\n",
    "* markersize\n",
    "* color\n",
    "* alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-200.0, 150.0, -40.0, 80.0)"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5lVkvwzCkLzQoDptN3E6nmjMj33hz3x7Jm5YpToddEomkHo3FRERkKBrVhoaH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\nlFIbVq/btPnpZ7yeFNeVuNI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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ee4d978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the earthquakes:\n",
    "# BIGGER CIRCLES\n",
    "# all one color\n",
    "# make them a little transparent\n",
    "# NO AXES OR BORDERS AROUND THE MAP!!!!!!!\n",
    "\n",
    "ax = earthquakes.plot(figsize=(20,5), markersize=10, color='pink', alpha=0.5)\n",
    "ax.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-200.0, 200.0, -100.0, 100.0)"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xWHskEknatt1m2/Y2KeVdCCFCKf0O/OWNvK5QKHyyVCpNWZYVsW075DhOxLIs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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f4aacf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the earthquakes:\n",
    "# BIGGER CIRCLES\n",
    "# all one color\n",
    "# make them a little transparent\n",
    "# NO AXES OR BORDERS AROUND THE MAP!!!!!!!\n",
    "\n",
    "# Save the first layer as ax\n",
    "ax = world.plot(color='lightgrey', linewidth=0.5, edgecolor='white', figsize=(15,5))\n",
    "# Pass ax=ax to the second layer\n",
    "earthquakes.plot(markersize=10, color='pink', alpha=0.5, ax=ax)\n",
    "ax.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Colormaps/ramps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Auto colormap\n",
    "\n",
    "Giving your `plot` a `column` and a `cmap` will colorize your values. You can try `plasma` as your color map, or check out [more here](https://matplotlib.org/examples/color/colormaps_reference.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>depth</th>\n",
       "      <th>mag</th>\n",
       "      <th>magType</th>\n",
       "      <th>nst</th>\n",
       "      <th>gap</th>\n",
       "      <th>dmin</th>\n",
       "      <th>rms</th>\n",
       "      <th>...</th>\n",
       "      <th>place</th>\n",
       "      <th>type</th>\n",
       "      <th>horizontalError</th>\n",
       "      <th>depthError</th>\n",
       "      <th>magError</th>\n",
       "      <th>magNst</th>\n",
       "      <th>status</th>\n",
       "      <th>locationSource</th>\n",
       "      <th>magSource</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-05-03T01:58:56.924Z</td>\n",
       "      <td>59.804800</td>\n",
       "      <td>-136.833500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.10</td>\n",
       "      <td>ml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.59</td>\n",
       "      <td>...</td>\n",
       "      <td>94km WNW of Skagway, Alaska</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>automatic</td>\n",
       "      <td>ak</td>\n",
       "      <td>ak</td>\n",
       "      <td>POINT (-136.8335 59.8048)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-05-03T01:35:24.350Z</td>\n",
       "      <td>39.398167</td>\n",
       "      <td>-120.255501</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.42</td>\n",
       "      <td>md</td>\n",
       "      <td>21.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.1314</td>\n",
       "      <td>0.05</td>\n",
       "      <td>...</td>\n",
       "      <td>10km NW of Truckee, California</td>\n",
       "      <td>earthquake</td>\n",
       "      <td>0.21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>19.0</td>\n",
       "      <td>automatic</td>\n",
       "      <td>nc</td>\n",
       "      <td>nc</td>\n",
       "      <td>POINT (-120.2555008 39.3981667)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       time   latitude   longitude  depth   mag magType   nst  \\\n",
       "0  2017-05-03T01:58:56.924Z  59.804800 -136.833500    0.0  3.10      ml   NaN   \n",
       "1  2017-05-03T01:35:24.350Z  39.398167 -120.255501    5.6  2.42      md  21.0   \n",
       "\n",
       "    gap    dmin   rms               ...                 \\\n",
       "0   NaN     NaN  0.59               ...                  \n",
       "1  73.0  0.1314  0.05               ...                  \n",
       "\n",
       "                            place        type horizontalError depthError  \\\n",
       "0     94km WNW of Skagway, Alaska  earthquake             NaN        0.3   \n",
       "1  10km NW of Truckee, California  earthquake            0.21        1.0   \n",
       "\n",
       "  magError  magNst     status  locationSource  magSource  \\\n",
       "0      NaN     NaN  automatic              ak         ak   \n",
       "1     0.26    19.0  automatic              nc         nc   \n",
       "\n",
       "                          geometry  \n",
       "0        POINT (-136.8335 59.8048)  \n",
       "1  POINT (-120.2555008 39.3981667)  \n",
       "\n",
       "[2 rows x 23 columns]"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "earthquakes.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-200.0, 200.0, -100.0, 100.0)"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5//PV2u6BEkKcHobh//V9vxKGYUBW4JzbiOi3ciDrlFKXUvourXWOEBIDgAVoBm6mjtsh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JC7AWAKY/yt9Z4DIYTB17sVwkedCCaXCZrFJkw++RBk+188GF735eCcv2t2dnYXAIDVau1Op9P3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\nQdW50CVqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b9da080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the earthquakes:\n",
    "# BIGGER CIRCLES\n",
    "# all one color\n",
    "# make them a little transparent\n",
    "# NO AXES OR BORDERS AROUND THE MAP!!!!!!!\n",
    "\n",
    "# Save the first layer as ax\n",
    "ax = world.plot(color='lightgrey', linewidth=0.5, edgecolor='white', figsize=(15,5))\n",
    "# Pass ax=ax to the second layer\n",
    "earthquakes.plot(markersize=10, alpha=0.5, ax=ax, column='mag')\n",
    "ax.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-200.0, 200.0, -100.0, 100.0)"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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H67XdYyWlvFAI8X+DIKgLIUKyBufcRcSgmwPZopRGKKVvMMbkCSFxAFiCTuBm67idQDYo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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ef81630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the earthquakes:\n",
    "# BIGGER CIRCLES\n",
    "# all one color\n",
    "# make them a little transparent\n",
    "# NO AXES OR BORDERS AROUND THE MAP!!!!!!!\n",
    "\n",
    "# Save the first layer as ax\n",
    "ax = world.plot(color='lightgrey', linewidth=0.5, edgecolor='white', figsize=(15,5))\n",
    "# Pass ax=ax to the second layer\n",
    "earthquakes.plot(markersize=10, alpha=0.5, ax=ax, column='mag', cmap='plasma')\n",
    "ax.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>continent</th>\n",
       "      <th>gdp_md_est</th>\n",
       "      <th>geometry</th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>name</th>\n",
       "      <th>pop_est</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Asia</td>\n",
       "      <td>22270.0</td>\n",
       "      <td>POLYGON ((61.21081709172574 35.65007233330923,...</td>\n",
       "      <td>AFG</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>28400000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Africa</td>\n",
       "      <td>110300.0</td>\n",
       "      <td>(POLYGON ((16.32652835456705 -5.87747039146621...</td>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>12799293.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  continent  gdp_md_est                                           geometry  \\\n",
       "0      Asia     22270.0  POLYGON ((61.21081709172574 35.65007233330923,...   \n",
       "1    Africa    110300.0  (POLYGON ((16.32652835456705 -5.87747039146621...   \n",
       "\n",
       "  iso_a3         name     pop_est  \n",
       "0    AFG  Afghanistan  28400000.0  \n",
       "1    AGO       Angola  12799293.0  "
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "world.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Auto colormap again\n",
    "\n",
    "We can also try with the world. What's the `gdp_md_est` column looking like?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1120c6048>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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W/Pop3t6uHDsWQ7Nmwfj5PfqcPvdDZlY6S5Z9z8yZXzJmzBjj20mLFi346aef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9FoLkeG29B8ceRdazQajWZM0E5Bo9FoNGG0U9BoNBpNmGE5BRG5RUTKRSQgInNP2faoiFSJyOci\nsmxQ+XIRqRSRIyLyyHDOHw1s27Yt0hLOC61zZNE6R5aLQefFoHEkGO6bQhlwE7B9cKGITANuBaYB\n1wPPSQgT8DvgW8AM4DYRKR6mhohysVQUrXNk0TpHlotB58WgcSQYVpdUpdRhADm9D9UK4M9KKT/g\nFJEqYAEgQJVSqsY47s/GvpXD0aHRaDSakWG02hSygeOD1uuMslPLXUaZRqPRaKKAc+YpiMhWYPCA\n4AIoYK1S6i1jn4+AB5VS+4z13wGfKKVeMdZ/D2wBzMAypdRdRvk/AfOVUqfNyCIiOklBo9FoLoBR\nHRBPKfWPF/C9LmDwvJQ5QD0hh+I4Q/mZzqvHVdZoNJoxZiTDR4Nv4puB74tInIjkA1OA3cAeYIqI\n5IlIHPB9Y1+NRqPRRAHDamgWke8C/wFMAN4WkQNKqeuVUhUi8legAugH7jHGrAiIyD8DHxBySH9Q\nSn0+vJ+g0Wg0mpEiasc+0mg0Gs3YExUZzSLyr0aS2wEReV1EUgZti5okuKGS9YxwWLeI7DM+zw3a\nNldESg2d6yOp09gWNfY8RdfjIuIaZMPl59IcCSJtp7MhIk4ROSgi+0Vkt1E2XkQ+EJHDIvK+iIz5\nRNci8gcRaRSR0kFlQ+oSkX83rvcBEZkdYZ1RVy9FJEdEPhSRChEpE5F/McpHxqZKqYh/gOsAk7H8\nG+BJY3k6sJ9QmGsScJRQ24XJWM4DYoEDQPEY6CwCpgIfAnMHlecBpUMc8ymwwFh+B/hWBHVOiyZ7\nnqL5ceCBM5SfUXOE6mnE7XQOfceA8aeUPQX83Fh+BPhNBHQtBmYP/o8MpYtQsusWY3khsCvCOqOu\nXgJ2YLaxnAQcBopHyqZR8aaglPq7UiporO4i1CsJ4DsYSXBKKScwkAS3ACMJTinVDwwkwY22zsNK\nqSpOblQf4LQyEbEDyUqp3UbRH4HvjqJE4Kw6w0mF0WDPM3Amuw6lORJEi52GYsDBD2YFsNFY3sgY\n1L9TUUr9L+A9pfhUXSsGlf/ROO5TwCoiNsaAIXRClNVLpVSDUuqAsdwJfE7onjkiNo0Kp3AKqwk9\nUcPFlQQ3SUT2ishHIrLYKMsmpG2ASOuMdnvea7ze/n7Qq+9QmiNBtNhpKBTwvojsEZE7jTKbUqoR\nQjcTICNi6k4m8xRdmUZ5NF3vAaK2XorIJEJvN7s4/VpfkE3HbOa180yCWwv0K6VeHbTPqSjO7MxG\npMX8fHSegXrAoZTyGjH8N0VkOkPrj5TOMbfnSSc/i2bgOeAJpZQSkV8DTwN3Moo2vACiScuZuFop\n1SAiGcAHInKY6NJ3PkSbjaO2XopIEvAacJ9SqlOGTvj9SlrHzCmocyTBicgq4Abg2kHFw06CG2md\nQxzTj/HaqZTaJyJfAIUMrT8iOs+iZ9TsOZivoPklYMCxjZoNLwAXY2CnC8V4OkQp1SQibxIKZzSK\niE0p1WiEM90RFfklQ+mKpuuNUqpp0GrU1EsRiSHkEP6klNpkFI+ITaMifGS06P8c+I5SyjdoUzQn\nwYW9r4hMkNAIsIjIZEPnMeNP2i4iC0REgB8Bm874bWOgkyi2p1GJB7gZKD+H5kgQcTsNhYhYjCdH\nRCQRWEZoFOPNwI+N3VYx9vVvAOH0uvhjY/nHfKlrM6H/CSKyCGgdCImMESfpjOJ6+V9AhVLq2UFl\nI2PTsWgtP4/W9CqgBthnfJ4btO1RQi37nxMaN2mgfDmhVvcq4BdjpPO7hGJzPcAJ4F2jfKCy7Ac+\nA24YdMw8Qn/OKuDZSOqMNnueovmPQCmhHj1vEoqPnlVzhOpqRO10Fl35hu32G/XtF0Z5GvB3Q/NW\nIDUC2l4h9GTqA2qBO4DxQ+kiNLz+UeAgg3rPRUhn1NVL4B+AwKDrvc+ol0Ne669iU528ptFoNJow\nURE+0mg0Gk10oJ2CRqPRaMJop6DRaDSaMNopaDQajSaMdgoajUajCaOdgkaj0WjCaKeg0Wg0mjD/\nDxfiXpBTUopkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1120be6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "world.plot(column='gdp_md_est', cmap='inferno')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10e312d30>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dn8uXU6mp0aHVVnHtWjr9+vXF1taWp556kt27dyOXy1m9evUd2woef/xxIiIi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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e3120f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "world.plot(column='pop_est', cmap='inferno')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting multiple layers of data\n",
    "\n",
    "Let's try plotting the earthquakes on top of the world. **Save your first plot as `ax` and send it to the next one as `ax=ax`.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setting the projection by `proj` with named projections\n",
    "\n",
    "Instead of using an EPSG code, you can also set the projection with `to_crs` by  `.to_crs({'proj': 'merc'})` or something similar.\n",
    "\n",
    "I don't recommend this method, but it is a little friendlier than EPSG codes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the world with the default projection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x112b0f390>"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AX/925JGVwtP+Bd+PG1v6duz4Dr2+jIYNG5KXl0uTJi+Rnh7Nxo3r2bhxPQB7\n9+6ldu26CIIctdqM9PRUjh//ne3b5/Dmm8tRqcxZv/4rGjUKxtzcmqioPRw7doSaNWvetX9vb2/m\nzZ1Dpy7dqf3CIFz87uyDSL9+gbBNP/DHujW0adPmb43x/PnzFb6N0N2xxF7NR6EQOHk0nvS0fF54\nsR1ffvH132rzTmRlZbFp02ZmzJiNXm9FrVpDOHHie+QyGQsHmhz6RqPIjqgrzDh0ivTiUhrUrUP8\nhXCWDelN3/o3d2O5W1sSHXuWoqJ8NBprAgM7sn37TLTaAp57ri8WFjYYjUZ8fZsik8lxdfW/m1iP\njEZjg0bzzw798KwTFmYyG4WGhj71d8a/1tF8L44cOUK/fn1JTTWFiigsLESr1dK/by9y0uNxcbCi\nU1MPerQNoFZ1x4fux6P7d3j4dKRLlzeqSvQqJS3tGtu2fU18/GVWr15NSEgIZ86cYd68eVy6FE1a\nWgpXrsQAMHDgQI4ePUqHDp1ITEwiIMAflUqFQqFg69atXLt2HReX6ly/HlnRvlptTmJiQoVivhfL\nf1/BG2+9Tcex31Gv45BK9y7sW82uOa/zxeef89abD/csdTodsbGxJCQkkJCQgE6no3nz5gQGBj7y\nIbbMzEyGDx/Dvn178PfvSJ06I/D3D+bHOd508rFm1Sv9Ksq+tHQ98ToD7036gE8+nMw7zevzZpvm\nFb6oG2yNjKb7wpU4OHjwxhvLKq4XFeWhVls+lhWBxMOj1+sQBAG5XIlOV8zWrV+Tn5/Nq69+f9c6\nWm028fERJCVFkpeXRGTkUb744gs++uijR5JFcjQ/BK1btyYlJbXStYnvT+D4iZMUHvgQheL+nv/T\nl5J5+X+bWP5pLzyqWXMsIoGGNV3wdrV9XGJXKampV1i9+gNmzfqaESOGV8xOGjduzC+//ALAjz/O\nJTExkQEDQnjnnQnEx5ts2F27vkV0dBk6XQElJfnExSXQvXs3LCw0DBsWwp49+zAzU7F69ar7mnZu\nMHTIYBo1bECb59ujzc3A0t4VR68AXPwaUlZaRMPGTR9aIQCoVCpq1qx5z1XLw7J69Wqio7WMH5+C\nUnlzG66NjTf7r5yv+ByenMbBq3GkpqejVqtZ9PN8PGysKikEg9HIL8dO886m3ZirLXjppYmV+pJm\n7M8OOl0xBw4s5vLlg+Tn51CtmheNGr3EoUO/kZeXiZfXTb+eKBoxGPTI5QpiYk5w5swfJCVdpmnT\n5wgObk/lpW0+AAAgAElEQVSdOoNIS0sjODj4KY7IxH9SKfyVoUMG8/sK00nNUdO2Y2upomsLHzq3\nvN35WVKqZ+HmM7w5czsAK3dFMGv5MczMzLDQmOFsb0UDf2f0BiNJ6Xkkpa/nSswR+vb7nMLCbK5c\nOUlQ0OvIZE/30e/fP5+ZM6czcuTdd0W98ca4ip9DQ/ciiiK9evWlrEykZcuQinstWgzg4sVQ1q6d\nR2JiIlOmTCEpKYkePXoxevRIhg179YFkqlu3Lnt27WDWt3MoSj7Khl+O4OBVh7TrF1j9+28PP9jH\njIeHByqVopJCKCnJQ2PhRnb6mYpr/o72POftTtuWLTh2Kox6gfV5fdVK9l6NJzwtkwtJKeQVmg5I\nOjp6MXbs4n90Frh/MqIoUlZWglyuRC5XkJ+fQUpKDHZ2rlSr5kNq6hWWL3+PHj26s2zZUby9vQkJ\nGciGDbMBMDe3wt09kM2bv0IUReLizlFaWoJMpsDLy4uPPprAgAEDnsmwGf9J89FfOXfuHB9Onkxx\nSQndgoM5dPgwmzdvxsvVngAve6w0KuyszVn4UXemLtjPZwsP4u/nS8yVq/Ts3oXmLdrw8iuv4Orq\nSnh4OBcvXkQul3Pk8CFWrVpFVnblQHMqlZrg4Hdo0CDoiYzvTvz442BatmzGN9/MfODZ88WLF2ne\nvAXBwe9Rp0672+6vWfMB3t6OjBw5jI8/noKtbW0uXz7IokULKiK+/h0KCwvZuXMnDg4OtGt3e39P\nAlEUWbVqFTExMWzcuJHTp0/fZvONi4ujfv2mvPzyYYzGMo4e/Yzz59cCsG5Yf/o2MM0YD1+LZ+KO\nA3gFNmTVepOfZveuXQR17oxcLqNJ8xqcPHYFgJEj595zB5lE1ZOXl86BA7+QmBhJbm4WMpkMvb4M\nhUKJSqWiYcPGHDoUSt26rYmMNEVp1el0KJVKTp8+TUjIQCws3HFxqcPJk6sYPHgw1ao5YmdnR/fu\n3VEqlYSGhvLyyy8/Vr+BdHjtMZCfn8+PP/6IvqyMAwdC2bc/FH8vBxrUdGfTgYuUlempW6cWZ8+F\nP9Dp2LNnz/J/r4+htLiAwqIioq/GA9Cr1+SnphhSU68QHr4LuTyNCRPexdPTk/r169/zeH1mZiaD\nB7/M9etpDBz4daX8zAAFBVmcO7eN+Pgz1KrVgcaNu5GaGsPq1R+yfPkSunfv/riHVeX8/MsCPv92\nNkmXLgPw08/zGfvamNvKTZnyGfPmzUOlUtOmTQuSE+O5EH6emEn/h6OlaQXRfel6mrzUhw8//BAz\nMzOOHj3KD999x6q1JgViZaWmqKgURydfXh/zy5Mb5H8cg6GMEyfWc+LEGsaPf4thw17F2dkZjUZT\nviuvGLlcjpmZGevWrcPMzAwXFxe8vLw4fvw4o0ePoaSklKCgN6lTpx2ff96R9u1fZP/+vU9lPJJS\neAyIokhERAQ7tm/jg8kfckOOTz/9tCLURJfOndn+l8QyD8rmTZvoWX7cPSCgNcHBb2Nt/eQTmBsM\nZWze/BVGYxk5OSlotTm89tprjBs3Fm9v7zvWMRqNeHn5EBQ04bZDT3fjzJmt/PnnLHJycrC1/Wf4\nXG7QuUd3FM8/h8pCw8ZxE3jt9TH8PG/+Xcu/2LYNmfFxRMQn4uLiTB1ba34b0J0/IqKYuucIF6Oj\ncXZ2vmNO5QA3N+IyMtAZjISEfIqvbzMUimfPvPBvIjb2HHv2/ECtWr78/PO827Zc34srV67QtGlz\n2rd/jcDAjhWTpNDQpURF7ayIOPykkZRCFZKfn88Xn3/OzFmVk9SPHTOKr6bPxNbWFp3OtMvgUePn\nnDhxouJEtbdXIMOGz3mk9qqCnJwUjh9fQXT0cVxcXKhTpzbW1la8+eY46taty5YtW/jxx3nExqYy\nePCsB44hU1CQyZ49P5GQEM7w4cNo1aolvXr1eqZDV2dkZPDqsGGYmanY+MdG2k8aT+iM7/D29SX8\nzJmK0NF/xc/bi+yMDHKKb54AdrO3o1nLVnTv0QMfPz98fX05efIkAwYMQCGX0TjAhTKDkbOXTZsf\nzMysKC0tAOCVV77Bx6fx4x9wOVptNjExJ0hMjCTmyglkgozAwE506DDqicnwJCgqymPFikkUFKSx\naNFC+vTp87dNOtOmTWPz5lN07vxWxbWkpCgWLhzL7Nnf8s4746ta7AfimVcKgiDEAnmAESgTRbG5\nIAh2wGrAG4gFQkRRzPtLvSeuFN58Yxw/zv0JdzcXvvjiKzp07IiDg0OVp0i8dOkSderUoWXL1pw7\nd5aaNdvSq9cHVdrHoyCKRuLjI8jLS2fnzrlMn/45NWrUoHv37rz44ihatRpwm+noQUhNvUJMzHFi\nYg4RHPwiM2ZMfyZTHy5duozx775LbnlY6Bu0GD4UM0sLIlZt4ML585VyPJ8+fZqIiAgmTpxIRoYp\nfIRcLkelUtCoUWP0egUREWdxd6/PlSu3J2lxc7ImJbOAl15aRMOGwwCYPt0ag6GU0aPnU62az2MZ\na1TUYXbu+gmdrgidrgR9WSlKlRqNjSPVG79IWUkxFw+sRSaTY2PjjLt7bS5cMJlFJk/eikr15NKH\n3o+iolzS0+MwMzPH2dnvnk76y5ePsGrVx1hb2zJw4ACOHz/FoEEhZGVlsmbNWuLiYu/b39KlS/n2\n26X06jUFgMjI/axf/zkNGjTkzJnbfU9Pin+CUrgGNBFFMeeWazOALFEUvxYEYRJgJ4riB3+p98SV\ngiiKiKL42Hd8pKen4+xsOgV88OBB+vTpz3PPDaZRo+CHetk+TsLCNlNUFMHevbvo2bMP4Efjxt3u\nW+9e5OamsmXLDJo1q8vKlcurRtAqZMzYcVzIUqGysCN0yVS6BHdlx7btNBnQh5BVi9g5cQppuw4w\nedJEhgwazNChr/J7+e4oG1tzlqwZjI+vAxfCU/EPcKRF3dk4OtZj1KjjqFQWGAw6CgqSycm5RlLS\nSfbunYyzcwN6916Os/PN8NP793/CwYNfYGnpwPDhc7C3d6vysX75ZWf0eh0vjPgce3d/XP0b4+B5\n8yCc0Wjk3PbFFOams+/Xj7B2cMOr/vNcObENOQLjx69+6iYuo1HPtOnd0ZeVIivPTy4AAbVaMyDk\n83vWjYo6TEpKFNWrN+HAgYXExV0E4Nq1a/j43FsRJyUlUbt2XcaPX8/WrV8THX2cFSuW06NHj3vW\ne9z8E5TCdaCpKIpZt1yLAtqJopgmCIILECqKYq2/1PtXZ167ETJi6dKluLi40LlzZ/r3/98dd/U8\nTQyGMpYufZPmzeuTmJiIk1MrmjR5eIdxQUEm16+f4+DBxTg62hAVdbEKpa0a/PwDyC0qQ1eUR+fO\nXVi3egUA70efxtHfF31pKVOsPalZ0x+Drozo6OiKvNlnr0zEx7fyYb32TecQFVnApEm350NOSTnH\nggWNkMkVyOVyNBoHzNUOqM0dib1uinF1I5/G4MHTKgVHvBdGo5EDB5ZyPnwnRqMBV5eatGoVgqdn\nIMnJUej1ZcTFnSc0dDGWDq68t+7v2b91JUV8P8ALpSCnfv0gWrToT15eanmojQeb2ERFHWbduk8x\nM9Pg5ORD8+a9H+r7n5OTwpw5g2kybDAhi3/CaDRyeccelnYfQLdu7z7w93XLllmcP78Lb+/a/PTT\nTIKC7r8JpHp1X1SqahgMWezbt/uuvrgnyT9BKVwDsgER+FkUxYWCIOSIomh3S5ksURQd/lLvX60U\nbiUvLw9XV1d0ujKcnLzo0GEMfn5/L5PZ46SsrISjR1diMJTRrt1w5PJ7+1OKivIID99NSUkBJSWF\nODl5o1Sqyci4Tnj4DjQa8won3LP4O46IiCAmJoZmzZqh1+srktyoraxwq+lHbnIK2X85/Ahg76jh\nWsbNIIrHj8Tyav/fSUu5GS7b1bUhHTrMxNfXFD6lqCiTmTOdqNm0Jv3e7ceFwxeIvxhPZlImNo42\nzD40G4PBwGCPweRm5OLpWRcbWxeaNe2Jh8fteRWMRiPLl79PbOw5ZHIF9ToMxExjzbVTO8lMuoKA\ngOlPUUAUTWHUlWbmfLij6G8/J212Kt+GeCIIAga9KXifWm1Fjx4T8PCog7W1I3l5aWzbNoe4uLOI\nRiMWFnbUC+yIu3sd1q6dip1GTYfAQE5fu87VtFRq125HSYmWoqIcHBy86NLlTSwtb0a6zc1NZf/+\nxXh61sXBwQtPzzrMnt0PK29X3jx7ENUtzvv1o9/i7G+r+WDStvuu/kXRyJdfdqZ+/UacPXuq/Nr9\nv5s///wzy5atYNmyJfddWTwp/glKwUUUxVRBEJyAXcBbwCZRFO1vKXNHpXBrUpn27dvTvn37xyrr\n08JgMPDiix05eDAUAJlMjrOzD3Z27o/FLpmZmUha2hVGjZqHm1tAlfVhMJRx5MgK9u9fcts9T08v\n+vXrh6enB5988j8KC00vSh8fX6ZM+eSBD7g9aU6cOEGPni/RqWMnFHI5v/32Gw4OLpiZ2dKx408c\nOvQlcXEHMBr1AAR1q8Vv64agVqtYsuAE48ds4IWBL6Av03PhyAVyUk1WVLlcgUKhorS0CHNLc34K\n+wnPAM97yrL8i+WE7Qgj/lIC+dl5KFVmfDi58g64des+IzJyP0ozDRM2pKHS3IxoqteVcDVsN/7N\nu4JMxuUjm7B398fOrQYq9cP5BoxGIzKZjBJtPgqVmt8ndSb2XGilMtVs7XipcSOUCgUR8fGcjY2j\nRKcD4MPevXixnslkNnfnTo5GX8FKrcLe0pLolFRyCguxs3NBoVCRn5dOcUkh9pZWZGsLKto3s7Tk\nnchj2HlVfn76sjI+Upl29dnZu9Kv79RKkWNvJSsrkTVrJlK7dh1OnQqjqCiPyMhI6tR59s+KhIaG\nEhoaWvH5008/fbaVQqXOBGEqoAVGAe1vMR/tF0Wx9l/K/mdWCjdISEhgwoSJrFmzquJanRpVn09Y\nFOHS9XQEAEFAbaZGqVSjN5ShMbemRcuBNGrU7W/5Vm7keQDTC69Vq0EcOrSMN998k0uXLuHh4cFr\nr71Gq1at6NRpLK6ufhQV5VekeXxW0mTeidmzZ/Pee+9hZVUNpdKcQYN24OhYOW1jVNRGNm8eSXFx\nNv2HNKRRUw+UKjnvjzMFOrOwtKFQe7v5CEChUuDXyI+4yDiKtcWYmavpP6Efwz4bdsfy18Kv8X7H\n9ykt0DNp0pZK92bO7IUok9Hnk5X4Ne/86IP/G9xQEF8FW1JWbErwZGdpSd/mzRnStu1Dtbnm6FGu\npqejLSmhjrs7LQMCqFGtGh0++wyllSXWrs7U7d2drtP+d8f6ZaWlpIRfYOOYd0m7EIWfb3PiE85T\nVJhP9+7v0qRJD0TRyNat31C/vitLly7GaDQyefKHvPLKy9SqVeuO7T7LPNMrBUEQNIBMFEWtIAgW\nmFYKnwIdgGxRFGc8S47mZ4WQvr0I3bebjNyix5rTQRRFDp6JI+xSMkkZBViYKzkdlcLuE9cRBBkt\nWg7gxRdH3rcdna6YadNuxmypXas1ffpOYfbsPuh0JWzevJnCwkLCwk7z22/LcHFx49y5sEptnD9/\nnvr161f5GKuCpKQkPv98GuvWradRo7do3XrybWX27v2Ew4e/QKFQoi83pdzA2roaTk7VuXr1JAJQ\n29ODNjUDOHDxIpdTUvB1dkYul2GlVnMhIZHSMlP9vu/0xTPAk6BXg5Ar5BzZeISo41Gs+WYNAB06\njqZN68GV+oqPj2DTphlkZyfRYfQ00i4dQW3tiGutFjTucfuhu6oi5co5FoxuhEyhxGjQMzn+AqUF\nWrZN+JjoHXsZ1q4dLz//fJX199Hq1ZyMiUFvMADQYEBvBq9afNfyep2OBc93ozgnl+L8fApS05k8\neQsqlYa9e+ej1yewc+f2it1wu3btolOnTlUm75PkWVcKPsAfmIyYCuB3URSnC4JgD6wBPIF4oL8o\nirl/qfufVQpz5swh6vBKvhzzPHbWT372rNcb6f/hGjaGXsbc3Iq33lpxW2IVo9FIXl4aomgkPz+T\npUvH42xvSesGHuw+lUrffp+yevXHFBcXVKoXExODn58f6enp7N27l5ycHLTaQt5/f8JTDxl8P1JS\nUmjWrBUdOizCx+eFSvdWrOhOTMzWis8KmYznfb3YFxN7zzbnjhxJHQ+Pis9nrl/nvd9uj/MUPDqY\nbb9sw93dnaSkJFq06E9Q0Njbnpkoipw8uY4dO36iRas2dO3cieXLl5OjLWXcijjyM5MJ3/Ub18J2\n4xnYlnYvf4zsEZLEG8rKiD6+hT0/T0SmEek2+0ssnZ3watakosxn9tXxNNfwRpcu+Lu6onrI/hIy\nM3GytmblkSPsjYwkJScHzxbNMLOyoOGQEJq8PPCe9ZPOhXNx0zYOzPiepg17EBQ0llOn/iAsbA2X\nypM0WVlZodVqmTt37l1zgDzrPNNRUkVRvA7cluxYFMVs4J+RveYpIcBTUQgACoWMP74eyPGIRDqM\nW8a+fQsJDr55ECcm5gQbNnxGSUlRhdvSxdGKFZ/15s9D0RRoo1iy5O1KbdrZ2TN9+rQKp221atUY\nNGjQExzV30cUxUovXVdXV7y8fCoctLcyePAWPv1UwNfBjqFN6zPiuUaEJSRzPDGNouLiu/Yx7tdf\nebFuXT7q04eI+HiOXr5cce/06dMUFRXRtm1btv2yDYC09HSAu9rGT5/+k0uXtrNv3z6ysrLp378f\nHgGNadzDFPhw7lA/FBip6WjPyZWHOLpyGi+M+JJWAyf8/QcEzB9Vn6yEy9j7+BCydD7eLW/fIFGv\nX0/Or1jLm0uWIADP+foypV8/1H8jGNzGkyf5frspCKVKraZGh+fp/9UUXOvXu0/Nm/zQpD0qpRob\nayc6dBjFnj3zSE09y/HjR7G3tycvLw+tVotGY8mePXswGsVKQSH/Kzxbm+IlADh/NowGXk8/HESL\nQA8C/ZxISr6M0WhkxoxuFbl6+7xQm1Vf9EWpNJ1KnvX7cXp/sIFuXbuwd+9eOnTogEZjwVdffcmQ\nIUNwdHz4vBRPmujoaF4e9jLnz57HydkJc3NznKo5UVRUxLmwc2g0nRFFIz4+L3Ly5A+kph5EpTKZ\nHa5m5XCoBGbPnM+F91/Hv5ojtZo05cTp08TGxVfqx61BIMnnI9gXGcm+yEgEQGNmelGuXLmSxo1N\nJ5nPnj1LZGQkvXv3RqVSsWnTJj76aAobNnyBUmmGi4svDRsG4+1dn+rVG7J//y/UrFmzIllUox7/\nR8MuJke+aDTw25CetKzugYDAT0dO8eWCiexZMBFRFJHLFXR9ey5NerxWIeeVkzsxlJUStnkuupIi\nHDxqIQgCais7rBzdyYyPYuLVM9yNPgu+p88CU16BY/N+Zcs7k/lo9Sr6NH+O6k5OWKjVFBQX425n\nd0c/1rW0NBYfOIAgCHycHoPG3v5vnyUK/fo7RKORatVq0LJlf9at+wQHBxWnTp3Azs6O2NhYRowY\ng5dXY2rXfoU//hjPH3/8Qb9+fXFxuXPa0n8rUpiLZ5Bmjevz5fAGBLV48Dgsj4Oo65nUHjAXpVKF\n0WDAKBpZ9HEPOjb3xcP5ZpiHMr0BVasv6NO7N+s3bABMCesVCsVdw0E8y0ycOJGZM2fi7u9O406N\neWnsS+Rl5iEaRRZOWsS18KuUle+ekcnk/P77cgoKbprJXnvtNeoEBGAv6lnYtwuDVm7G2S+AmnXq\nMGfO7eFMWni78/VLnVhw9AzLT4fj7ORESloagiBw4cIFNmz4g8TEJBwdHRgyZDB169alpKSEQYMG\nsXHjRqwdbMjPzgdRRK22xMbGkdq1a7B37262b99B9+6mw4YqtQa9roRAFyciUtIRRZFxzzfn/1o1\npVinp4aDHf2WrmFvdCyf7NWTnRTDgtGNKSstQpAJiEaRmk0DyE3LRSaXkZWSRVmpDoXajM8LUx74\nRR2zez/Leg3BoNOh1+srrsvlcmq5uWGlVpOYm0NKdg6Gcp+Bk18NXt22Fif/vxGbaN9Bjs9fxNU9\noRTlmKzTPXv2JjU1ncGDQxgzZgxmZqa8yePGvc3vv/9BXl4Cbm71cHGxYPjwlxkz5rVHDmnzpHmm\nfQqPwn9ZKQx/ZQitPPMZ3avJ/Qs/RtKytbQcuZi6Po6MeqkRPZ6vWekP/9sVx3j3u10Vn2vU8OHq\n1WtPQ9QqZcmSJQwfPhy5Qo5Bb2CPuKfSfV2pjq+HfE3o+lDeeuctvp99M7vW66NH8/PChfzwww8U\nFxby1ZdfUNvZCW1hIREp6TQMDMTLx4fNmzffUwZbWzvs7Z3Izs6mbt0OWFs7U1CQxuHDqwFo3rwV\nhYVaIiPD79pG374hLFnyK87O1SgqqmzC+uKb7uTlFjPz870o5DIOvjGMltU9CYtPptm3vyBXKDDc\n8sIGGP/zeNQaNad3n+bgukOUFpfi0aQBfRZ8j3ujO6dRfRCMRpM57uQvSzi7bA251+NwqluLFuNG\nUaNda1SWlveM3guQePocZ5esoMWbr+HgV4N1I9/g9NKVIIoVCm3FihV3NVl+8slUvvrqK+rUqcfU\nqR/RqVOnZzIEy4MgKYV/IUMHDaC6RTpfjHm2TjffoLBYx/ajV+g/2RTyefr06UycOPGZdxQ/KAcP\nHmTwq4PJzcnFycOJhRcWVro/5/U5FMcWs2jhIjxucRIDdGj3PPsOHuLDDz7gy2nT0Gq1/LpwIR9/\n9CHa8hezm6sLySmpyOVKVCoriouzAXB39yApKRE3Nx8aN+6Dh0dt7OzcUKlu+pZ0umLS0q6i1+uQ\ny5W4uQWQnZ3EvHk3kyW5u7fA3t6XiIjfWblyFZEXL/DF51/w1bfdGfhKYywtzVCpTC/ZuOtZvNLn\nd65GZbDmlX50re3PpdQM2vywmOyiO/tCLJ0cqNe/F89PeAsHn6d7gjfr6nXOLP6d0wuWkpORgcbe\nDrW5OdlJyQTP/JyU42HE7Allwfx5DBp4dx/Whx9+zL59Wi5cWML16zE4OT35qMVVxaMqBSmt0zPI\nhEmTWfTneRLT8u9f+AkjiiKW7aZVKISCggImTZr0r1EIACtXr8S/uT8lhSU4uFUOWWE0GtmxZAej\nRoy6TSEAdOtuOqvRqk0bRFHk2LFj1KlbFx9fUxa/wSEhnDh5il69+lG9ektatjQ5eG+coHZ3D2D0\n6EU0adIdZ2ffSgoBQKUyx9OzHj4+jfHyCkShUFGtmg+WVjflTEo6TkTE7wwfPoqBAwcw9vWxANjY\nqDlxOI553x0mLdX03fL2cWDnsddp38Wfbr+sIHDmPFafiyS7qBiVWoXa0nRC2MHV1L69jzcfpcbQ\ne+43T10hZFyO4Wu/RuTvP8KyxabtqF06duS7adMBUJqrObt+E9q8PAYOuPvOJIPBwMmTZ8jPT0Cp\nVN4W0vy/hrRSeEaZ8vFHbP1jOWGLhz1TL1y93oiylSnI2OHDh2nduvVTlqjquXDhAoGBplwRDV9s\nyMw9M8lNz0VfpmfBOwtIvphM2IkwCgsLSUlJoaCggPz8fC5cuIBKpeJSZCQZmZkMffll+vXrV9Fu\ndS9Poq9cRalUotfrqV7dH2vrJly6tJ45c+Zga2vH22+/y+DBs7C3d0enK0YuV6BUqikp0WIw6MnO\nTiIjIxYrKweuXDlFYmIkefnpFGpzMLOypN+vP+LdpgXzWwVhb27BlA8n07RJUzp26kByUgqCTIaZ\nRk1pYTEu7jYs3zCEJs28AFg0/xjvjt0ImLbU6o03d1lZ2VtRkG3ym3Sd8T/aT3w6YaFvxaDXszpk\nOBGbtuJZowZxV64wbvzbTHzn3YoYRJYaM7RFpSz8ZQEjR42uVD8pKYmff17A9u17yM83Izp6P+PH\nj+fbb799GsOpMiTz0b8Ug8FA86YNea1rdcb0frq+hb+ydMs5hn226ZmMW1QVlJaWEtQliPyCfKIu\nRqFUKxGMAiozFW3btqVh/YbMn78ArbYQW1tHzMwsEEUjzs61OHp0LXU8PLiYmMj48ePp06cPq3//\nnZVrVhMXn4Cl5c3zHosXL2XEiGHY2dkTGXkBZ2dn/ve/z5gz5//ZO+uwqLYuDr8zdKdKGaCigGK3\nILagYmACdte1r93dndcu7A7sADuwQUEJESQEaRhgzvfHeMfLBYxrod+8z8PzyDl777PPMJ519l5r\n/dZy1NV1iIoKQ0tLh1KlqvDy5X2SkmTOUrFYFvGlpqZFWloihSwKYVLChEe+j6g5sBdtVi0iSyIh\n8MwFbi5ZQ8Kr17wJDqFkQ0fcd29CU1+fsJu3OT1+OkEXfChf0ZSOXaowa+IZVFT0UFXVRCQCVVVN\n6tZ1Z8+eSbk+o0bTxmHfoQ1Fyn5eKdfvyd2tuzg3dS5xIWH07NeXjWvXkZqaipaWFrtmtEVVRYkt\nl+M5dvIsmZmZBAYGEh4ezvLla7h0yQdHx8lUqzaY6dOVWL9+PX369Pn0RQswCqPwGxMQEICTYx2W\nD2tAm/plUVH++UVpYt+lsmrfLXZdDONZ4K/vVP4YGRkZmJtb8PatrK6Cjo4uSUmJVK/eEnt7Z8zM\nyuZaxS2Y35JWlSsQFB1Nx379GDly5EevER8fj6GhXAaM69evU6NGDXx8fDA1NeWPoX/gfUqmb1S/\nfgPu3XvMsGEyZ3NY2CM2b/5D7gjvaN6RtxFvmZczD/SjjFcrRLZElkFdunQt2rYdnyNRMStLwqxZ\nTVm8tg0qymIunQvi0vkg3sbIZCymxIeg+ZOr6a2r1RhRbDw3b9zAyOjDNlpJy2K4VDPBLygOuyqO\nDBoyDDe3TgQF+QNgYVEJR8dZJCaG8/btQwICdhMa+hIdHZ2fdSvfBIVP4TembNmyLFmynEmb72DW\nfBnbT+UfafIj2HDEj/IeGwhMLsLhoyc+3eEX5tatWzRp4oyZmS2TJ19g8uTzNGw4EJFIRNOmwzA3\nt8llEK5d20N6egpN7O25HRiIqqrqJ1dTBgYGxMfHs2vXLjZu3EjVqlURiUQ4OjpSunRphv4xFDML\nc6tWEdEAACAASURBVEaOHMnFixdISIgmOjqExYvbs2XLUMrV/lAS1aCIAYVtvuzNPVuSSe3anRg3\n7hTu7rNzGIT09GRmzWqKWCzCvVtlRg46ytEDz8mSaGNr2wZVNW1OT5j5Rdf7HlQb0JM30dFkZGTk\nON6saVP8Y9TpM3QSRYuXpEKFCnKDAJCensLlywMxNLyFs7MJ9+/f/eUNwrdAsVL4BRAEgfPnz9O2\nTWuUlQQSktKoaG3CurEtqGr77Quv/JsMSRYT1/uw84w/Bw8dlZcR/V25ePEibm4dqFXLg8qVm8ul\nwp88ucj+/dNp3Lg/tWt3zNUvOPge27aNorF9eYy0tdl97Rr6xsaUKGlFx7ZtGTVipDy0cv+B/Uya\nPh2xkhKd3Nzo6tnlo1r8o0aNYtGiRTmOuU9wp+fMD1FHl/ZeYmanWZjYlmHIvSsof0bG8BiRvlwY\n7t/s3DmKoKC7nPTpT+26lrRtupHL54MZONAfQ8OSTJsmwtCyBGNe3v/kdb43p0ZOpFBkLHt27spl\nrO/evUvVqlVRUlJDEDKRSqW0atWOatUqMWBA/xwrtd8BxfbR/xHjxo9j1aaNJEXFyI9paqhS2FCH\n+IQUEpJl2cYOlYtzbrmnPOzwaxm44AyhSTps3b7zl8pM/q+4uLRESamMvDiLVCpl3bpeREeHYGBg\nSrt2+UswP358gQMHZI54y9o16LR7I7GBLzj751SqW5fFs3NnGjZsiJaWFj29D6CkrMytZWt5cOwU\nphbFKF26DK7NmxEX/47jp04THxvFuLFjGThwQI7riN7ni2joaDJgUT+cezkD8OrZK/rY98XG1QXP\nfVs/ea9zLOxIj0tg9Kgj8hyUEycWcf/+abKyMpk+34U/RstCo+dOO8vcqefo1u0yJUo4Mm2aCIMS\nxRnx9AaqP1nhVpKSwlKbGmxcsZJWrVrlOu/gUA9f3yssXLgQT09PeeXD3xGFUfg/IjMzk1K2NrwO\nCcWyRAkytTWx7ezG2yDZ3r5F1UqYV6nIhgYtqFDCgB1TWrPhyD36u1WluGnOfd/Yd6ncevKawgZa\nmBprc/3xa/5ceZEiRrpIsrJpWq0oYrGIQe2q0nL0IRav3oLjN1S5LMhUrFiFihW7YGhozqNH5/Hx\n2UFmZjru7nMpWbLqJ/tPm1YfRCLmSeUVaEl4HYHfjr0EnzrHq3sPUNXWYlTwA5TfZ9SOVTKiXtfJ\nFClpz8ubxxGJRNg08MRn+wykWemEPLwKgLm5Da9f+zPhtT/qhgYc+2MMtzdsw96pAnNOziY1OZV2\nhWQRT9W7ueM4bjiFypTOPcn37OzYg4d7D/Hnn0dJS0skJOQ+x44tpO+Q2vQbUpuSpWXx+pERiVQs\nOR8rS2c6dJDJgT97doyDhzyQZCShoa9Pk1kTqD3w85y0WVlZn0xI+xJS498xzbAE+/btyxHx9Td+\nfn6cPn2W4cOHyrOYf1cURuH/jKPHjtLK9cObkNtfy6neu2uONq9u32NVzUYgCKhqapCVnk7A3kGU\nKmqIJDObrSfuM3b1ZSpVtCcqKprIN1G8jU/Ezs6OtWvXkpWVxdpVy1BSUePxvas417QiScOGVWvW\n/ujb/aEIgsCCBQuZO3c+GhrGREQEoKamibm5LR4ecz67zOSq1d1RKqzBiMc38jz/9kUwWoWMUP+H\nBMgE9SI4D1lJ5ea9c7Q9ONOdR+e94L30oEhJiXqjhuA8d6q8TfgdPzY0aU1GUjIIIH0vDdHM2Zmw\nrHS6nj6Yb1jzvJIViHsZKv9dSVlM/UbW7D/VQ35MKpVS3XYJ8bGaDBz4IkdWu5dXKwKDTlCuQSce\nX/BCu5AxrivnY9+utbyvJDUVdW1tAs9fYo97P1Lj48jOzKT3+aOUbvDtXjTWOjgzoFUbRo8a/c3G\n/BVRGIX/Q+o4OHDN1xcAFVVVGk/6k3oTc6pcprx9y91tu6k7dACrqzqRGvyC18eH0WCwFyraRVi6\nYjUVK8oEbCMiIt4XIbfJETIpCAI62lqcXd6ZRkN2Ef8uAdUvULb8ldi5cxfDh49ES8sIF5dRrF7d\nA1fXP6lUyfmLx9q0+Q+UimoxwNf7043fM83Qkppuo3HwyFmrIT4ymOXuVvLfJ7z2R9fMNFf/rKws\nnh4+TtyLEO5t9SI64Dm+vr70GTgALXtbGkwbi6FlCbIkEqSZmahqacn7LStXg7dBwUSlz8jx9p6V\nlUXjWut48jACUGbAgAD09XP6Pa5dX8LFixMAKaVqNue1/02S30YgUlJC+i+ZDIBSpV2wLt2ckydl\n6qOWdWrS/ws+p/x4uO8wOzt059GjR5Qr9/nKqb8jiuij/0NsbD8UqdPS0uLqktVcmbc0RxstIyMc\nhw9CLBbT9+ppEtMycRm2kycvo7lw2VduEADMzMyoVq1aDoMAsi9XC5emnLkVTCUbC1q3aoVIJEIk\nEsn1an4Hzp07x8CBgylevCYhIU9YvVr2lnzixBIePDjzid65SUmNR03320SxGJhaUrVFH4qYmNCg\naRNurFifZztlZWXs27XGacwwRjy9Sfstq2nWvDnjR/9J4+IlWVu9EV6tPZiuX5wZhUqREvtW3s/G\n1YXsbCnLF1zJMebEkSfxuxNGo0bLGDIkOJdBAKhdazjjxibjUHcSkY9ukxIfjbKKOupaH7Yr/16l\nFC/uSOdOR/C5IiscZWKkTfDVvFdTX0LC6wiODxrNrVu3/u8NwrdAYRR+QTasW8/NmzextbfnXXw8\nndq359T46QSdv5xne1UNDZovno3vkzckJCYTFRX12deat3Apy/be4d7TMOrUrSt30H2pdHFBRSKR\n0KaNGy1ajOHOncPy4yKRGFvbjhw+PIf581uTnPz2s8fMyEgh/l8y2V9D/d5zyMiUMm7UaO5u2E7o\n9Vuf7FOla2esnOri6emJpqoa92/fxtnWnoy0NCRpaay0r8NOlw6cGD6eywtWUKiwNrExqQzvf5RR\ng46RnJzB1HnNUFVVJjr6Edra+ctHi8ViHB0nMGxoGGP+jMPRYSqWRf9ZLkWEqWlVatUajZ/fJpKS\nY0m5Mo66FYuhpPJ1fgVBEDjUawj9+vbh3LnzxMXFfdV4ChTbR780q9asZvBA2TJ86dKlTJ05k5br\nFlOurWue7e9u8yLt6FmO7j/wRdfx9fHhzGlv3Np3oGLFiowZM4a5c+d+9fwLAqNHj2HPniNkSDKJ\njnpJtWoDcXFZBUBWVjqzZsmiasRiMQ0b9s0zFPXf+Pmd4ujR+eiamjDE7zK6nxHpkt/20d88PLOd\n61vH069vbzYfPYzH4R3oF82tvfRP7u8+gFdnWTnV9u6dOXXyFMnv3qGhqcGqlavQ1tbmwcMH+Phc\noV49J9RU1TA0NOTS5fO8iX7I/XuvSUxIRUVFnfHj8y8UlO89TROhpqpEuZJFuOsfgaamMdnZGThV\nKoz3ck+Uak7HxL48Q/2ufHqwPEiNi+fU8PFk+AdS3LQ4R48eYPTo0cyfP/8/jfe7UKArr/0O/Lv6\nVkFi0ICBGOjr4+HuwdGTJzh76hQurq6IVVSwbZl7LzzuZQjVbW0/a2ypVMqaNesYPFhWkrBpU1fK\n2Nihp6fHq1evvul9/Cz8/PzYuHEzxYtX4f592b62uvqHbQ9lZXVEIhE+94dy9MAjFs5az/37x3F3\nX4C+fv5vzhUqNOXJk0u8eHGLWSZlMCxelLjQVyipqGDfsS2tVy3I4WT+HOybdOHIvO5UsLenfUoy\nB7v0p+el4x/tU7GTG48OHOXx/iOc8PZGWVsL3r3Dc7InC9cspJBOIU4eO4nmjJwJaJ06dcLZpSnJ\nScE4OEzA2jp3DsPnYG5eE3VREKZGMv9FaqosM3zdOFluRYNqVpy7+ZDDA4bTbMEMfBavIvZZIIGn\nLyJIpdQbOwynP3NW8EtLSCDE5zpRTwK4uWwtHdq1Y8ze2VhaWgIwfPjw/zRXBR9QrBQ+wunTp2nW\nrBkdO3SgdZs2uLm5FciCGydOnKB06dJYW1tz9epVWrZzY+TL+6j8K3b87ORZlE3MYMXSZbnGiIiI\nwNfXFyUlJapWrcq0aTPYvHljntebOHEKI0YMxcDA4Lvcz4/CyqokoaFhSKUyh2iJEvXp1u1CjjZz\n5miwdH1L3LtV5XX4O9yabuaZfxS1anWkceN+ucb08zvFae/liEXZTO/rRGUbU9qN3Ud8YhpNmy7B\nx3cmaWnvsHF1xu2vpWi/z/uYqGlCtiQTJeX8v1+ZGbI8lGvXruHg4MC0pPBcf+N/k5WVxfHh43h1\n4w5RT/zJypBwNvsMyQnJtNZvnW8IJ0D58vbExanSu/dtoqMfUbhw+c9+QQoMPMXNm0t48eJsjuNz\nBjVkbLe68t8tWy0jPC6VrAxZ0SJNTT2KFbcnLPQRqanvMLQqgdOYYRiVsiTkyjXurNtC/JsoBgwZ\nTFd3D2rWrIkgCKiqqtK8uSuHD3/ZKvh3RBF99B3JzMxk165ddO/eXX4sIyOjQEfgZGRkoK6uzuCb\n5ylaPaeQXlxwCGuq1Cf05Uv0/6FX4+vrS1MXF8o0rIff4eO069SRGVOmEhoaSpMmTUhJSeH69eus\nWLGSY8c+FIfp2NGDceNGY2trS3Z29i8nOfzPB5y6hh6VK/WjceN5OdosXlKE7v1smDHfRX5s3Qpf\nJo48iY5OIQYM2Iqysirp6cl47RrDq3B/+rSuxKrRzVFWlvld0tOz0Kw3m4oVe+LquoEHD7Zx/sJY\nkpOiKNXIiaazJ/JX/ZbUalGNOq0/rjq7d95ehvUexl9bt2DWriWOo4Z89oP64IDhPDt4mO0vt9FS\nW/b2L5FI8n3RCQgIoEGDpkgkUuLiXtOr103Mzat98joSSTLLlxejffvWODo6YGlpiYeHBxEREQi3\npuRoe+F2MA0HbQNARUWdrCwJpqbWODl1Y9eucaipqcnlK4aPGkkHt3Z5ZtQnJiairq5eoP9v/igU\nRuEHsW7dOvr37497pw7s9Nrzs6eTL38bhVYrF1BzQK9cDuGjA0dinpDKrm3bUVJSIj09nRGjRuKv\nLsZ54UymaJtz5eJFqlXL/Z9fEARKly7Nixcv8rx2japVGTdxYp4ZpQWRjRs3smzZUdq2PZJvm7Vr\ny1G9jojtB7rkOB4Xl0qV0guJj0vBpEhJYmNDMdJT59xKT8qVyu1DKNlmBdnKdnTv/mH/PCDgCKfP\nDONdfAgAk/dPxtHt43H7KwauoG7JujR3aY6rmxtle3TGYfQfebaND3tFiM8NHh86SsiVayTHvMVz\nkieaupqcXXsW3yu+mJl9XCYlKSmJV69eMXToGIyN+1CmTN7+qr95+HA758+PoG3bNmzYsAYlJZmI\nY2RkJGXKWNOiTil2TZd9P4YsPMXKvR+c5iNH7mfr1hHExoahoaGFt/dJfK5fY+qkyWRlZvL48WPs\n7OzyvXZB3ur9kShCUn8QHh4eALRxa/+TZ/Jx1NTU8PPzI3izF1ubtOXOlp1kZ2bKzzeePYm7LwIx\nNDamrH159AwM2Lx9O9Evghkj0ic9JQV7e/s8x46KipIbhGvXruU6f/POHVq3bo2RcSFEIhGXL+cd\nDVVQsLW1JSUl8qNttLQteBWakOu4oaEmL2ImYlXSmDdRL1g4tCERJ4fnaRAAYhPSsbJqmuNY2bKt\nGPpHMNraxnQc0/GTBgGghmsNpk6bSkBAAEf27+fqopUkRceQ+u6DMurjIyeYqGHC3OLl2d9zMI8P\nHKOigw07gnegqavJjqk7+GPoH580CAA6OjrY2tpibm5CQsLHfUm3b6/m+vUJ+PpeYPPm9XKDAGBq\nasrTp/6cvvkS/+AYwt4ksHLvLZrOnsyQ2xcB2LVrArGxsmukpaWgo6PDrTt3yHr//bWxscl90ff0\n7d0bsVjMiGE/v87Dr47C0fyZaGtr/zL1AypWrMgNH1+2bd/Gtq1enB03nYrd3anW0xPj0iXpe+Mc\noTduI0ilaBkbsrBMNZ4elqmeurt75CsDYGhoSId27Th95gzJycmcPHECH19f7vv5kZWVxYiRIzE0\nNOT8hYtcu3YNKyurPMcpKMTHxxMV9RJf37lUrz4YVVXtXG0MDayIiLydZ3+xWMyOw57UsV/K0E4f\nFwlMScvA3Lx63uMoKSPN/ry8j50zd5GSlELf/v2JfvOGbl26MLPIBxkLsbIy0qwsbBzdaDdlL2Kx\nmJVdy3DH+w4zQmeQHpfOgQMHaNa02Wdd728cHGqyZs1FYFCuc4Ig4O3dl6ioS1y7dlnu9P03FhYW\ntG3ThvO3g6luJzNIgafOUr2PLCNfoplJibo1CfG9DkDlypUJCQlhQK/eODg45BsGLQgCR48coba1\nNbt372bx0qV5tlPweSi2j/4P8Pf3Z/XGDezctp0idmVR1tQg7OZdbJwbIRGk+O3ch5KqCtmSTOzK\nlaVMmdLExsZQvXotJk6Y8ssWMP8Ubdq04fDhw6irqSDJzMbVdQvp6e9ITX1LUtJrAEJDL5GUFEKM\nZJa8X1ZWFpERSRza85BVi31QRUzY0fzfUMu0X8OL8HhGjJCFZf6Tly/Ps317I9oOa8vAJQM/Ot+s\nrCycVZ3pdsSL4wNHsmvTZurVq4eamhq2Tu1x/mMlL257kxAVRl2P8YjFYpLeRrK4newBvGbNGtq2\nbUvhwoW/+LPy9/enbt3GDBjwAmXlDy8NoaE+nD07AGXlDG7duvrJsR3r1iI4KICouGQyM2UO/n9n\naY9XLYSWpgGJCdGoqqoSGhqKiUn+0V7nz5+nUaNGNKxYEb3ixTlw+HC+bf8fUPgUFHw2EomEY8eO\nkZ6ejqOjI5OnTWXLxk2Ubd6E9MQkQnyu029IHQqbajN3yjkyM7MxMSlCZOSbnz31b87fcsr3d/Sj\nfKnC9J1znI1H/ABQVVPF2FgbZRXZ9kf9xiVZtr4Nh/c/ZFCP/aQkyxyf2pqqGOppsnmSK06Vi+f5\nJnvyaiDNh+9i5MjIPBPA5s7VwdBch/G7xmNTI//tEYALXheY7T4bAJFYhCAV6NK9G9u3bKXLwrNY\nVZEljGVnSnj15Bo+m8YRHepP9+49Wb500VfttwuCQIsWbUhPr4yDw2T58ePHu9GwoQlz5sz5rITG\n4OBgzp49S6tWreQP+jnZcYjFYqL8n3FlwXKeHj1F6ts4xGJlVFXVGTiwH4sWLcx3zAcPHsgz9Bcs\nWEDPnj1/OznsL0FhFBT8ZwRBYMjQP1i7Zi3Z/9KpEYlEmOrr49y6NRs2bfpJM/x+JCYm5lgBlS9V\nhEdBUbTrXIENu9xztA0NjaNNow0Ev3hL204VKWFlwOJZF3m0ewCJKRk49NlCtlRKmWLGFC2iQ/O6\n1hy8+JT0jGxCIxOIfpdC3TrjaNhodo5x09PfMW+eAWv91lKqYqlPznnbtG3smL6dQgZa1LA1497z\nKMKjEihewpJidTpjWbkhz3328eK2N0pCFosWzMfNre03UwW9efMmHTv2o3v3D/UTzp4dRcuWhRg7\ndswXj9eubWsOHDqCSTkbqnh25NzMBehqK5H4LpWM9CyUlMSYmdlhaKjC/ft3PzqWqooKmf/4DsfF\nxf3yIdP/FYWjWcF/RiQSsXL5CjIlEnbt2sWgQYMB0FRT49zEidhbWmJXvvxHx0hISKB2rVo0d3Zm\nw4YNP2La3wTdfyWPPQqSSX/s93pAvcrLcXb4oAg7sNteIsIT2LzXg427OjNpZjOKFjegXKc11O61\nCUtDfR6M6o+2oEJoSAJjV5wjPioDtQwlDNVkeQS+V+fkmkNgoMyPo6KWf27ChnEb8CjhQah/KPsW\n7KVVvTK8OTWSI4s68+rYMHS11AgNCcZn52wOTGmNa/XiHN67k4jwMKysLPnrr7/I/EegwddQqVIl\n4uPDePs2UH4sIyPmP4eBDhg0BIA3j/05MXYqGckpTJzeiKi0WWzb74myshIaGjqkp2d8YiSoVasW\nAOXff18NDQ1ZuDD/1YWC/FGsFBTk4PXr11hYfJBPWLVqFQMH5t7rPnnyJGNGj+bx06c5jttYWzNn\n/nyMjY0pXbo0ly9f5siRIzx79owDBw5QrFix734Pn8uRI0do3Vom8WxRSJfOTe04dT0IKSKevoim\n75DaVKpiwYDuezl2oQ8TR50kJUVCXEwKSckZZEqyEYlENCljhXc/zzyv8SwqlrJzZbIZU6bk/D7H\nxj5j1aqy2NSyYcmVJSS/S0bfOGfdi+aazclIy8C8tDnZ75J4dWSoPP8BwKjRfOIS0yhSxJTdu3fx\n+PFjvL0vcOLEIXmbsLAwihYt+k0+s/nzF7Jt2yXatZNlU2/cWI7Dh7dSpUqVT/TMTUBAgDyiKD09\nHfsK5YmPj6BhU2t2b/dD38AEYyNTqlWzY9eu7fmO49y0KZ09POjWrVuO4/WdnLhw8eIXz+tX52tX\nCgiCUCB/ZFNT8DPo2rWrAAiAoKysLLx69UoIDw8XFi5cKNy9e1dIT08XNNTVhVEtWwrqqqrytt7j\nxwudHR2FclZWgnnhwoKqiopgamQkP79p06affWu5uHv3rqCtrSVM7OkoWBTWE3Q11YTbW/oIYrFI\nPm9A0NZREwChbacKgq6eugAITbo3FfSN9YSWdtaCsGRKnj91rYrJx+jU6ZgwZYogTJkiCKNHvxU0\nNAwELTXZWLqG2gIgVGpQSXBs5yioqqsIKmoqglgsElRVlQRAOL+6qyDcmpLjZ9+c9vLxrayqCzVq\n9BNatdoiAEK5Bp0FXX1DIT09/Zt9XqmpqYKOjr4wYkSE0K7dHgEQ/vrrr/801qlTp2SfS+fOgiAI\nQmRkpPxeNDX1BFVVNWHq1GmCRCLJd4xZs2YJgLBu3Tph6ZIlOf5mixcv/k/z+tV5/+z8z89exUpB\nQS6Sk5Nxd/fIkb38T0wKF8ZMV5eF7u40mD4dgHrlyzO1bVt5m6zsbOJTUiikq8vT8HD+uniRoOho\n9u7di7Pzl9co+J4EBwdjZWWFkY42mdnZpGZkUMJMj8h3Gay6u5oHlx5w88RNrh25xvXHw9m7048l\ncy4hVhIjEuDZ2EGULJTbsXnvVSRVl/yFSARSqcCECWmkp79j0SIzQKCQnj7r+/ahzYIFAIye1JD9\nu+4TH5eGVSlDylUwo1Eza+ZMPYv/46hc2cB/s2z3DYYvPoOmpj5lyrbHwqImR4/2xMK2FrUrlGTP\nR96y/wuenj24desNgYHeGBoZEvc2juvXr39x7e5Vq1YxeLBsyzImJkZe6lVbW4eUlGTOnDlD48aN\n8+2/adMmevWSCf4JgkBiYiKFCxfGytIS/4AAAN68efNbl97MC4VPQcE3R1tbm6NHj7B9e86HSY0a\nNQBZfP8Cd3dEIhEda9dGBJjp6hLw+rW8rbKSEoXe79vbWlhgaWxMcnIyLi4u3Lr1aennH4mlpSWD\nBgygXPESJKamkZUtJehVPGIVJSxKW9C8T3OGrByCSATpaVnY2MmiZqTZUiwM9HIZhFSJhEUXr9Fu\n2z5s7IoQljAVgFmzNFi0yAwTA0OOjB7N3mFD0dfUpHMdmbTFs6dR+AX9SUjcFC7cGsLyv9xo0cYO\n/8dRqKvln1I0tFNNYs+OolfL0jwP2MbRoz2xrNwISWIUQwcPyLfff2XJkvloab1l5co1iJXENOnW\nRL6n/yUkJyfL/71121Z5HtDVq76EhoZ+1CCALFFz6dKl8toeO3fuJCMjA/+AANq9/67ev3//Y0Mo\nyAOFUVCQL56engiCwNWrV5k0cSJnzsgKzjQsVw7x+/DGTnXqYGJgwEk/PwZs2EC3VasYvjVnwXip\nVMqhW7fQM9Kj95ze1K1bl06dOrFq1Sp27txJWtqXyzJ/a+YvXEjM+zKWTQYtBsDY7ENOgfcmb3R0\nNahU1QIziw9O6tC38Qw8dJp3aTKxulSJBNOpixl97Cwhb9+xdnsH/lopS8ZqXrkyi7p2weuPwehq\nasrH6NuoEdPat+f4oSfMnHQ6x7zEYjEnffojycymy5SD+c7fUE+TYZ1qkpmVTYkKDtg5taeUZTFq\n1679lZ9MbgoVKoSf3y0GDepP6TKlCX0Sitb7Sm5fwpgxY7h7VxZVNGrkKKpUr0ZqaioVKlT4pO/p\n+vXreHp6su/QQVJSUgBZ9rV7p04A7L95E4BSpT4d1aUgJ4rtIwVfxLRp07h34gTDXVxyndt88SLH\n790jPiWFC5M/xLJnSaU0njEDsZKYPa/30N5EJhVSpWEV7p6/i5aWDn/9tZ7OnTv9sPvIjwMHDtJ3\nwEA0jIvz2v8W/Rf15/mN5/jf9icyJJLx05uwYdUtoqPeoa6uTtu2bVEWiUgNeMwGt2a02bSHSy9C\neJ08A01NWVROo1qrSA7LYk0fWVH77Vcu8yA0lCHNnHmbnMyxu3d4Gh5OdEIiAP2H1qG2gyXNWtqg\nqipbIbg5b+K89zOm9HZkcu96OXICHgdF0WvWCR4GvcGgqC2dZp9g84DKXDjrTaVKlb7r53Xnzh0O\nHTlEvz79PjuIoFixErx6FYqDgxMHDuyldj1HgvwD0DQ0oHXLluzcsvWj/Xv26snmTZvx2LuFY0P+\nJDEqmqSkJHnlwHPnztGvTx969u7NhAkTvvoefzV+WUcz0AwIAJ4DY/I4/02cLgq+LX/++adQpVQp\n4eKUKXn+uFapIuhpagoXp0wRtNRlzlkVZWW588+mpo0ACGv91gqT908WRGKx4O5+QuYs/Gvdz749\nQRAEISQkRLCvWFkAhA6dOwg7d+4UvLy8BAsLC2HIHwOF+/fv52iflJQk2JWxlt+nrq6G8CJmsvBO\nmCe8E+YJQ0bVE5SVxMKMjh2FckWLCoBgaWYg/0yM9DSFhtUshUm9HIWG1Ur8w8kvFmo7WgoWxQ0F\nQDApZyMgEgmFDHWENk5lBQ11VUEkkjnEi1iVF6q6DhDGnUwWSlaoI0yeMu0nfXqfZubMWYKWlp5Q\nvnwDwcbGTpgwcYJQpZObMCb4gWBsYvLRvvPmz8/hTP77RyqV/qDZF3z4FR3NIpFIjMwYNAQirrDX\n2gAAIABJREFUgNtAJ0EQAv7RRvgZc1OQP0FBQdRzcMDV3p6O+ewhb7l0ia2XL3N20iS6rlxBZPw7\nuk7rSqcxnWhr1JZ2I9qxe95ujEyNMLYw5snVJ4AIkRiq1qjKrWsFy9/wuWRnZ5OVlYWysjLNnJsS\n+uohNesU501kMtZljNm49ibpaZmoKSsjiAQyrk4kNV3CpbuhuNQpnWu8sDcJFHddilYhI0rUrcVz\n73NU79OdJjPG49WpJ5H3H6FuZEjUY388F5yhZNXGSNKSOTrbA+si6uzf61VgS6YKgsCCBQtZvHgl\nZco44O9/Hkm2BKcZ4zk1YgKhISE5ZC0yMzO5c+cOXXv3IiYmhjKtm3Prr600aTKA+/cPEhHxOof4\n3j9JTExEVVX1l5N1/xp+VUdzdSBQEIRQQRAygd3Ar6G3/H9Keno6rq6uJMTHy514/+Rdair1p01j\n63tl1AVHjiB5r21TumJpVNVUKVS0EPsW7SNLkkVUaBRPrz9FrCQGBPot6MejB4/Yuv3jWwcFFSUl\nJdTU1FBSUuLe3fsEBsSwfeMdzp4MYNUS3/cGQQlzfR1cHawB0FRXzdMgAIRExANQ54/+dD24g2K1\nqhN49iLqurr0OLmf8RHPsHKqi16RYpSs2piwR75s6l+JyqWM8dq5rcAaBJA9tP78czTu7u14/tyX\nqlXbQbaYE8PGIcnIYNnKFfK2QUFBqKqqUrt2bSKiolE1MODRvsNYlaxGhQpNiY6OYsuWLdy9excv\nLy+ePHnClStXEIlE3LlzBz09PTQ0NEhPT/+Jd/xr8bNUUs2Bf+rwhiMzFAoKKB4e3YiMTCIlQ0KL\nefPR09RgqLMztaxlDzj/9yU67WrbEfcmjjMPH2JsZsysPeOo4SIzInNPz2VJ3yVUblSZpt2boqWv\nhbKy7CuYnZXNzhk7OXP6DC7NXChUqNDPudFvQFzcW0QiMcXt61K5ZX8OznRnb9d21LIsiu281dQq\n/+lEsj7zTmHlUIuGE0cT+fAxLy/60G7jyn+1EgECD7w3c2XTODasW0ubNq2/yz19DxYvXoSv73U0\nNPQYOnQvJ04sIDLyIXX+sQr19vZGSUmZ7OwspKkZ6BkYomWgQyvXP0lPl0UvTZ06jfDw3LLe/0zC\njI+Px9TUlPT0dNTU1BR1Fz7CzzIKef1Fcu0VTZ06Vf5vJycnnJycvt+MFORLYGAgx48fZfDgl2Rn\nS/D1ncvdu2sZ7+XFMBcXWlWrhsZ7fZ3+i/vnK+xWpFgR5nrPzfOcWElMI49G3Lh4g8KFC9OwWUM6\nt+9M2zZtfykNm4CAAHT0jRi6LxIlZRWkUilH53XnWcxblJXEJKVn4Fip+CfHCQqNRfT6HWNE+qjp\n6iAIAtZNG+Ro8zYwiISoV/humcB13ytYvzfQvxILF87F1bUNRYqUpFmzYcya1ZS4t3Hy82ZmZhQv\nbouHx2LE4pxbRL6+XjRt2hwtLQ3Cw1+hp6dHQkIC1apVx9v7VA5RvHfv3lGvnhNBQYEIgkDv3r35\n66+/fth9fk8uXbrEpUuXvtl4P2uNGQ78M1TBAplvIQdTp06V/ygMws/jxo0bSCTpZGQkoqtbFF1d\nC0SIcLMvy/JTpxixdSs7fXwQi0REvvh40Zr8EIlEDFo5iOknptNvQT9qdq/JjpM7MDQ0ZP369QQE\nBPwS9SxkoZkCidGvuHVoJUvamSFSUuZ59Fvab91H71aVqGr78eI2Z2++QCqVki2RoKKmiVmp6oiV\nVJhd1I7dXfuTJZHVMzatJCuGtHbVil/SIAA4OjoyadIELl1aj5KSCi4uwxg2bLi8iJOrqyu6usrc\nuLE/R7/U1ASuXt3B7NnTuXv3HhUqNCEhQVYMafXqVXKDEBERwZ07d1BTUyMw8Ln8O7RhwwauXLlC\n2bJ2qKtr0LZte3bu3El0dHS+c01KSuLpv2RdCgJOTk45npVfy89yNCsBz5A5miOBW0BnQRD8/9FG\n4WguIDx58oRy5cpRqVIv/J/uITMzlYWujRlWrybddh3mdlgEz6JjkQoCeyP3Ymjy7WSL+1Xoh1ER\nI8ICwoiNjEVbV5uJEyYybOiwfJ2LP5sly5Yzf+ka3oTI4iZKFS5EG7tSrLlxl6TL4z7Zv9+cY6w/\ndA+A4XvD0S1kDsCDM9s4uWwQIiURf77wY0bhUpw/f54GDRp8bLgCj0QioVKlKlhY1KVWrY7cvLkf\nX9/tBAe/wNjYmK1btzJw4GD09AphYGBCkSI2qKio4+e3H19fH8qUKSMfq0kTZ06fPsnbt28pU6Ys\niYkJ+QoC6ukZ0LTpMEqUqMiDB2e4dGkTUmk27dt3oEOHdjg7O+cQ+/s7g9rCoijBwS/lW58FjV9W\nOlskEjUDliFbrWwUBGHuv84rjEIBYciAAaxcK1MNNdDUJHbGSLkjMzldgufOgxx5/AyAc8K57zIH\nQRDIlGQS+TKSFf1XYK5vzqL5i7Cyssq38PzPQhAELC0tCQ0NBcBUV5vo5BScKpfg3Oqun+x/wvc5\nLUZ4oaVfmBEHInM4jbMk6cxvZUSWJJ12HTuwd5fXd7uPH0l4eDiVK1elYsVWVKvWhgULWpGUlIia\nmhqCIBAeHs7p06dRUlJi69btXL58EU/PLmzbtpWaNWtx69ZN+Vh+fn7Y2tpSp44DT58+ZvLkyVy+\nfJm4uHjc3TszdOhQAIyNLWjadAglS1ZFJBKzYoUHJibWFC1qR1CQL1paYs6e9ZYXDnr16hUNGzYi\nMPA5xYoVw8/Pr0DWbfhljcKnUBiFgkO71q15ff8uUckpLGjZCLcKtvJzJWYu522mhHaj22NXx45K\n9b9vshRApiSTzeM2c9HrItalrfG97Pvdr/mlSKVSDA0MSEiUJaQpK4lREotIvjwOZeWPr3DexCZh\n6rKYobtC0DfN7X9IiApjVVdrAvyfFviSp1/Cy5cv6dKlG+HhcYSFPWX16tW0bt0aU1PTHO3+fi78\n7Szu1MmdPXu8qFChIg8e3GfDhg1yTaS8ePXqFRUrVmT8+PFs3LiFrCxVOndewMqVXShWrAKtWv2J\nIAicPLkYiSScli2bM2vWrBxjjB07lrlz5xIUFETJkiW/8SfxdfyqIakKfiEcHB25ERrOnq5uOQzC\nKf9AQt/GM3HvJDwnev4QgwCgoqpC30V92fFqB48fPSYiIpc76qcjFovp0bMnAEWL1sbUrCYZmdls\nOHKPx0FRVPJcT+1eG7n/PLcPprChFmKxmDvH1uQ5dnaWBEGQ5tAO+h2wsrLi/PmzODjIvkdTp87D\nzMwMc/OiKCkpUa1aLQ4ePIRIJMoRPbRkySIuXLiAn9897t69S/fu3T96ndOnTxMXF0f9+vV58uQh\n6elxhIQ8eP8wlekoiUQimjQZTFjYG2bNmkWRIrK8CU/PLty6dYuJEycCMhmNsmXKcPPmzV/C5/U5\nKFYKCj6L7du2MW/ieG4P7oaGqmy7pt7KLdyKfMPxlBM/bV4DKw5k27ptcrG+goQgCJQqZUv9+luw\nsKjBkSPdefBgW46HR/lSRXi4q3+Ofjcfh9NlyiECX8Xxx86XGJhZ5hp7Q+9ybFm7lEaNGn33+/jR\nxMbGMnPmLHbt2k1MjKwUrL5+EfT1TQkJkQnctWjhyuzZM7G3t2f58uWIxWL09fXx9PTk3LlzmJub\nc/XqVXR0dOjQoUOO8VNTUwkODsbOzk5eltXCwoaoqGBsbByxtXXk/HmZQY6JkYk8PnjwAHt7+xzj\nPHv2jFmzZuUQjly5ciUDBw78qSGviu0jBT8EQRBo0bQJTbWV+cNR9gC++jKMuis202lsJ/SM9aju\nUp3iNsWRSCQ8vPgQI3MjLMvlfqB9K8KfhzO46mBiY2K/WcnJb025cpWxtZ2Ara0bUqmUq1fnoaam\nQ8WKPTl1ajDRrw/y+sSwHH2MmiwkSyxGKhVIfidbDTToNRsHzw9O6n3jmjGidwd69er5Q+/nRyII\nAklJScTExHDy5En8/Z+RlJTEvn170dXVISYmJs9+Li4tOHlSVgTIoW5trvhczfcad+7cYfz4SdjZ\n2bB06RJ0dY1ISUlg2rSpNGjQgGbNmmNpWZ0HD06zYsUKudT3v3n06JHcaDRv3pzjx49/5d3/dxRG\nQcEP4/bt27g1dyHwz36ovY+8aLZuB6cDXgBgU9OGcnXLcXTVUTLSMihS3ISdITu+y1wiXkQwpsEY\npk+ZTu+evb/LNb4FXbv2IizMFCenmbnOPXrkxcGD7kzoXpeWjmWoUU6WbGXQaD4th7ej29RuvHz0\nkr72fQEYeTAKbQOZ0/PMmtFc37uQqKgouSP0/43ISJkTvly58sTGxuDq6sqYMWOo816K/OnTp/LK\nbn+Tnp6er+TF8+fP8fHxIS4ujuHDh6OsrIy3tzedOrmTkCDLMN+0aRM9evTI1VcQBCyLFyf0fRLn\nz/y7KIyCgh9Ki6ZNaKylxFDHD9s16ZIsGq3fwdUXsmibGgN6glTKgx27ORh38D/X8M2P7OxshlQZ\nwuDegxkyeMg3Hftbc/36dTp27EvPno9ynUtMjGDJEgv+zts0NtCisIEWT19G03JAS4aulkXJNFVp\nRvb7ovTaBkVIjo+W73/fuHEjz62zqKgoUlJSfitH9Me4du0aRYoUoVixYty5cwdra2uMjIxytLl0\n6RL169enRLFiTJk27f32XikcHBzkbcrZ2vLE35+srCx5yPPf+Qne3t54eHh8VI77xo0b1KpVi4iI\niFwO8h+Fwigo+KE8evSIho4OPBrRmyI62jnO9d97jK0PnzEt+TVxoaGsqFSPtHcJlKxYkh4ze1Ct\nWbWv1uQRBIEVA1eQGJjIhbMXCrRcgSAIuLt3IzhYnWbN1uc6Hx5+k6PHuhET/YyK9SuioqrMI9/H\npKfIdHoWnF+AdVVrWunJZMEqVmyGiooaVlZVsbauyb5941m2bCZNmjTJNbaOri7JSUlIJJICF7L7\nM9iyeTMDBwxAQ00NxzJliE5J4bq/Pxrq6qSkpgKyVYSGhgamRkYsW7OG9u3b/+RZ/zcU0UcKfijl\ny5fHqUFD1l69k+ucmrIyGro6ABgWL86k2Jf0On2QpHQxE5pPoG+Ffl99/SC/IHz3+7J/z/4CbRAA\nfH19uXTpOg0bLs3z/PPnR3mXEEwD9wb0ntebOd5zOZ58nO7Tu6NfSI/Xga8ZWmeovP3jxxdo0mQg\nZcvWRSxWRk1Nk6SkpFzjTpkyleSkJDR19OWZwf9v3L9/n3oODrR0ccHPz48ePXsytlUrDgwfzlAX\nF6a7uaGmosLYcR/8NMHBwZgVKkRaWhodOnTg2bNn32Quie/Dkn8VFEZBwRczeOhQVt96wL77T3JE\n0px5Hoxm4Q/VysRiMaUb12fE01s0nDSakMfBX33tzIxMrEpZ5doaKIgcOnSUMmU6o6Kimef57Ows\ndPR1GL9zPGWrlZUfd5/gjklJU5b2X8q712mYmcnOZWVJePDgQ2U2qVQWqfM3WVlZbN26jSXLluO5\n4AzZUikXL13+TndXcLl//z4N69dHNz0do7Q0KleuTCE9PRz/4V94FhFBRmYmbdq0kR9TUVFBkpnJ\nPE9PiujrU7NGja8OMw0KCkJPT48NGzZ81Tg/kt/WKOzcubPAv0n+qjg6OnL4xEmmXX9A0417uRMm\nyxOQAir5lGW0dZVVamum2ozFfRb/52tnpGX8MtshR46cAMTExub9xqmioklyQjKpyanyY5J0Cd1K\ndyXgpkwiIzEhBguLDwZDQ0MPqTSbx48v8OrVI9zc3ADYv/8AhsaFmDRrER3nnqZERScyUhJRL6BR\nWd+LcWPHUqlSJdpXrcrI5s3pXq8ex8aMYfOAnLWqbczN+cPZmXp16jCgXz8iIyO5du0aZS0ssDY1\nZeeQIUizswkJCfmq+ZiamqKqqkafPn0+amDS09MxMTFBJBLJa07/LH5bn8KTJ09YuXIla9bknQCk\n4OvJzMxk/bp1TJ86hc7lrFl2+QY2LZrR/djuPNsHnr/Egd5/kBQRwYGYA2jpfnld3/1L9iMNlLJu\n9bqvnf53R0VFhezsbARBQCwW876eIOoaepiZ1iAjI5nw8A/hkiaWJqQnpyGSZuHt048yNkUY1v8g\nOzbepVGjAbx5E0j58o04fXopJiaFWLt2FbXey0zXqOOIcfXOVGsle/hFPLvLockteBMRXmA1or41\n169fl9ek9h4/HrXPeHlISktj7YULXH3+HH1dXbrVrEl9OzsAlnl7U6xaNZatWPGJUT7O7du3Wbx4\nMV5eeUuSxMbGyqXizczMeP369Vdd72t9CgVT0ekbYGdnpzAI3xkVFRUGDR6MS/PmNKhXD4C4kNA8\n2ya+iSI19i1u65exsZkbDy89pJZr3tXbPobPbh9mT5j9VfP+UbTv1J4UrRRch7iSkpiCiooKyqrK\nHFh6gEeXHxER/iETW01ZiTfBb7Apb8KJS/0wNJRtOVmVNEJFRYUaNdpy794xjh2bw969XjRu3DjH\ntaRSAUOzD3ILrx5fpUmTpv83BkEQBGZMm0YnR0f6ODkh/sxdAh0NDUY3b06rypV5m5REzdIfih5V\nLFaMIz4+vHv3Dn19/f88t2rVquVrEAAyMmSr3xYuLhw8fPg/X+db8dtuHyn4cVhaWvLnuHGYlqpA\n1GNZON8/2du9P7NMy7C/W382NGmDIJVSpVmVL75OxMsIQgNCc4QQFmTWrV7H5b2X0dDWwK6WHdZV\nrbGyt2L0ptEMWDYAFWUlhCVTEJZMIW3+BEz0tImJTCI68oPz+FVYPEpKyty7d5y7d/dy48bVXAYB\nwKF2DUIfXJL/HnjZC4/OHXK1+51ITk7m3LlzeHTuTHkbG8IDA+nl6PjZBuGfWJuaUsvaOseWcy1r\na8xVVSltZcXWLVu+aLzQ0FCGjxjGmzdvPtnW3NwciURSIAwCKIyCgm+EoaEh6pqy7aDXt/2ID3sl\n1/1/tPcQ0+e7EJ0+k0WrW4OI/5S7sGrAKqZOmfrLFN3R0dGhR48e7J23N9e5uIi4HA8gkUjEi/FD\nyE6V0rL+ep4+jkQqlXLikD9GRiVITX2Hg4NDDpnov3nz5g1r1qyhVI3mALx7E0JcxIs8jcfvQGho\nKEMHD6ZwoUL079EDzZgY+tWuzRIPD5S/4cpIVVmZkS4uTGzViu49ehAYGPjZfSUSCUuXLMPU1JQD\nBw58szn9CBRGQcE3ISkpCWMLWaGXtY7OzC1englqhRkj0keSlkH1WrKaSpWrFQVB5nCe5jb1s8aO\nCY/Ba7YXz24/o0f33NmkBZlJEyZx6+gtHl99nOP4kn5LMNHTyXFMU1WVC/27EBOTTO3ySzFUGkfE\n63e0bTuZKlVasWePl7yQzD85fPgwlpXqU6y8LJPX/8oBXFu1+mUc8l/CoUOHKFGiBM9v3MBryBA2\n9OqFR926lC9WDKXvVJe6QvHieDg6Ym1tzZkzZz6rT+nSpbl+/ToA7dq1+2o/wY9EYRQUfBMCngWi\nbVqK+j1nIs3KwmOSB427NaHLlC6YWpnQov56po47hU25wpy9MYge/arhc9CX/Uv35zlefFQ8R1Yd\noUepHgyuPJhb+27hc8WnQOrXfwxDQ0OaOTcj5ElIrnPB43Lq6EiysnBatwNtYyPa/rUcK6e6qKpr\noKtrjLq6LFHw31tzANbW1qS8/fDQCbtzErfWrt/2RgoIT548wdzIiD+bN0dPM+9Q3++Be+3a2Jib\nM2XSpDz/BnlRs2ZNkpOTuXz5MmZmH6+2V5BQGAUF34SnAc8xsrDm2u55aBvo4jHegzFb/qTb1G5s\nf7GDFv1bsH7lTYobTOfA7vvMWOBCEVNd1o1Ym2usG8dv0K98P6KvRbN943ZiomJ46PeQcuXK/YQ7\n+3rMTM2ICcst3vY4MppUiYT995+SlSWl2MwVZIjFjIt8Ro3eXel2ZBeS9DSeP7/B4cPTMDQ0RjOP\nB2GdOnV4ExJAxLM7+F85SPize798Nbb8uHPzJq2rVv3h4eaaamos7tYNITGRNq6upKenf1Y/LS0t\nHB0df6nweIVRUPBNeB74HOOiZchIS2bhhfmoquf0GQxe8QeHE47QsEtj1i69SnKyhLr1LBEEOLXx\nlLzd66DXLO6xmBNHT7B7527q1av3S/2HyguHOg48uphb+8h1yz6Kz1xB+637UBk9g7fp6Qx/elNe\n5nFNTZlPwMtrHH36tCMk5CUaGhq5xlFTU2PF8hUcnNSCwOML2Lp50/ta0b8fR44fZ9Xp059u+B1Q\nV1FhRrt2vHnxgi1f6Hj+lfhtQ1IV/Fii30SQ8i4aBIGszLyX12KxmMC7z1FRUWLiyBMc2vcQgDun\n7+DcyxmAkMchVKpSiZo1a/6wuX9vnJycCHILIuFtAnpGevLjobFxGJUoxqQgP96FhWNib4fyPxzw\nUQHPAdnnlp9k89/07dubvn0Lrlrs74KKkhJ2pqa8Cgv72VP5bihWCgq+mgcPHqCsqsG+KW7YO1bI\nIdnwb7pO64ZNbTsO7XuCNFvArrYdw9cPl5+PexOHnq5evv1/RdTU1PDo4oGbsRtdS3fj4p6LAMxI\ne8OfwQ/RLlwIi6qVUFZVJUsi4fCQ0TzYc4CuR70wKF6UfoMG/uQ7KDiEhoair6ND2vvItp+BrYUF\nxwpI+Oj3QGEUFHw1Z8+eRcPQDEl6CvPPz/to21otamFW0oyMtAx6zenFsqvL0NaXOVGf3njK9knb\nGTV81I+Y9g9l6SKZKF5E0GvmeM6lTLOGqP5L118qlbLAyp7rK/9iV6de+B8+QXzoK/r37vMzplwg\nKVasGM4uLux+H9nzM1BTUUH8GycFKoyCgq8mITGJpLeRqGmoy/fD8yMtJQ3vTd4A3D19h/hoWfGS\ntOQ0lvddzsoVK+XSDb8TmpqaXLt2DUMzUybHvKDnqdyx61KplNS4dwCUb9cK/4PHuXr1aq4ykP/v\ndPbwwO8/bN9kZWd/k+v7BQfT1Nn5m4xVEFEYBQVfTVz8O5JiI6jgVP6TbS/svICaugrrtnckOiiU\nTuadOLrmKMNqDcOpthOdOnb6ATP+OdSqVQuXJk24MjdvKW1lZWXGhDyi/eZVvL56k1Urlsu1fBR8\nwNnZmdiUFELzKccJ8C4lhWN377LDx4fhu3bRdPZsmsyaxUgvL7b7+JCQmppv30/xPCYG+woV/nP/\ngo7CKCj4alSUlVHXMSDg5qf1559cf4KBoSYdPSvz9NU4LIrpsXzgcto2b8v6Net/+UijT6Gno0Ns\n4Av579mZmaS8jUOSmkrE/YdcX76Os6OnsGH1arp4eP7EmRZcpFIpKioqpGRkyI9lS6WkZGQgCAIb\nLl3Cc9UqXqmqolO+PHOWL+dtXBwZGRlMmDMHn7AwPFeuJD0zk/03brDyMxPSALZcuUJserpcnfZ3\nRBF9pOCrkEqlHDpylFrthnNpy5RPto94/pr0tEzWr7xGGdvCGBpqkSVRZ8qkKb+9QQCoWrkKq1as\npPiyNbz2uYH/6fOIRSJSk5MRBIEBQwaz7ubN/5symv+F48ePExYeDsDruDh2Xr3KuUePUFZSIjs7\nG1MTEwKeP8fCwiJX37Zt29KyZUvatm6Nx/LlxCUnAzCgUaNPZkRHJyRw+M4dAl+8yLfO8+eQkZHB\njJkzGDxoMCYmJv95nO+FYqWg4Ks4c+YMIjUdXtw5TYlyn36Q9Zrfm7S0bA55RTJr/G2qVGrIg/sP\nf9u4+n/TrVs3Vq5aSfpZHwa6tORlYCDJiYlIJBIEQWD18hUKg/AJXFxcmDlzJrOOH2fwtm2UrluX\n8PBwklNSSEhMJCQsLE+D8DcqKiosXrqUav/wXW29fPmTBXX23bpF7z595DLX/xVBEJg1cxampqZ4\ne3t/1Vjfg9+2noKC749EIsHRqQGqVk74es2h+/RueEzw+GS/7VO388T7Cbdv3P7+k1Sg4COkpqay\na9cuZkydyvBGjahYokSe7SRZWbgtWULgixff5O3+5s2b8lyck6dO4tzs2zmuFTWaFfw0/Pz8uHn9\nKkVK2iMSiT7LIESFRfHs1jMcHRx/wAwVKPg4mpqa9O7dm2EjR7Lu4kUuP31KQmoqe65dY9fVq7xN\nSmLZ6dMM2bYNyxIlvtl2T40aNRgzbiwA7p5dMDE3p8/AAZ/o9WNQ+BT+1959h0dV5Q0c/55J75M6\nk4QktDQQCEHAgoKIKFIVG7CI7RWxLLyWVV4sKAqLFXZVdFWkrFhWl6KAilIVCEKAUEInnUzapLcp\n5/0jQ0yAIKbNAOfzPPPkzrn3zvxy5ia/O+eec67SbFFRUXj5+JGVmoTVYqGyvBJP77Pn5pk5ZiZJ\na5Pw8fPBYrYwbvw45rw2xw4RK8q5TZs2DS8vL7756iveXLOG8ooKAD7fupWHJ0/m6bFj6dWKPY4q\nKytZ9vkXDH3l//DW6/jvw1PxbscJ/s5HNR8pzbZ69Woefep5igsNXH9HH6YtmNZofc7xHALDApnS\nawpTH5nKhAkTCA4ORtNGUxwrSmswm80YDAY+/PBDhg8fjhCCK6644pyTETaH0Wjk1ddeZfmqVVg8\nPdB2iqIzzixevBhfX98Wv766HadiN9u2JxHabQA5qz8i/qr4RuuK84u5t+u9AIToQxg+fDg6nc4e\nYSrKn+Ls7Mwnn3zCrFmzmDVrFgCzZ89m+vTpLX5tq9XKmDvGsnn9hvoyUVHFkuRkfHx8zrNn+1Gn\nbEqzLVm6lKTl72KurcE3sPEZjpff772Jdmzfcc47himKo5oyZQoe7u58PnUqQKucwVssFma8+AKZ\nZaUMm/sy/kFBzJs3j6RffnGYhAAqKSgtkJmeVr+84p+NJwjLPJxJQFAAX3zxBREREe0cmaK0THBw\nMI9Mnsy4+fMJCQ7mnnuaP9JeSsniJYu5IrE332zagL5PL9Y++xLffPUVU6dOdbhv0OqagtIstbW1\n+Ppp6dTreo7t2YSzM3xX/h0AG77YwGcvf8bAaway6JNF9g1UUZpJSklJSQl+fn7NHlhGdEtCAAAZ\naUlEQVQppWTiA/fzy57dDH7teSoLi9j/9gLmvDKLYcOG/eFcYc3hsF1ShRAvCSGyhBDJtsctDdZN\nF0IcFUKkCiGGtlUMStt59PEnEE4u3DVnLT7+Ovre0heou5/y6/e+zsznZjL/7fl2jlJRmk8IgVar\nbdFI+5SUFD5btJjwfokY9qfyw1Mv8P78fzBy5Mg2SQitoa2bj96WUibaHt8DCCHigbuAeGAY8L64\nHOY3uMR8v3YN1RWlHNn2HUZDBnc8dQcAfsF+DL5nMI89/hg7d+60c5SKYl89e/bkp59+4gZ9BEFH\n0vlp7Vquv96xx+i0dao61z/70cAXUkozkCaEOAr0A5LaOBalFfloA7nzoXnsX/8FHt6edL+6OwAu\nri54+nri5u5GdHS0naNUmstkMuHq6sobb7zBlClTLptpSFqbEIIbb7yRG2+80d6hXLC2/qbwmBBi\njxDiYyHE6dtphQOZDbbJtpUpFxFjYSG+wR3Y//MyHnztfgBMtSaWvryUA+sPcPzocSIjI+0cpdJc\nBoMBgGeeeYaff/7ZztEo7alF3xSEEOuAhpfOBSCBGcD7wCtSSimEeBV4C3iIc397OOcV5ZkzZ9Yv\nDxo0iEGDBrUkXKUVdenShZxDOwD46LmPGfPEGNZ8vIakr5JYtXwVWq220fbZ2dksX76c4uIS4uPj\nLumphy8F4eHhbN26FXd3dxISEuwdjnIeGzduZOPGja32eu3S+0gIEQV8K6XsKYR4DpBSyrm2dd8D\nL0kpk87YR/U+cmBPPvUM/123nWvGPcfnM0bWnQ3YPq+cnBxCQ0Prt7VYLI0uqrm7u1NZWXlZTJWt\nKO2tpb2P2iwpCCH0Uspc2/L/An2llOOFEN2Az4D+1DUbrQOiz8wAKik4toyMDKKiogDo0O0qsg5u\nR+PkjNViZtHiRUy6d1Kj7Y8cOYLBYMDNzY1evXrh5uZmj7AV5ZLnyElhCZAAWIE0YLKU0mBbNx14\nEDABU6WUZ936SCUFx3f48GHi4uLqn4/62yesev3B+ufjJoxj2b+X2SM0RblsOWxSaCmVFC4OVquV\nFStW8PGnS9n66xZKjIWN1qvPUFHal0oKisMwm8311xNcXFyQUqrrBorSzlRSUBRFUeo57DQXiqIo\nysVHJQVFURSlnkoKiqIoSj2VFJR2Y7Va2bVrFwsXLqSsrMze4SiKcg6OOXercsnIzc3lp59+YuLE\niY3Kw8PDufnmm+0UlaIoTVFJQWkTpaWlzHvnbebOnUtlVTUA06dPx2AwMG3aNHr06GHnCC8f5eXl\nHDlyhNzcXLRaLfHx8fj7+9s7rEYsFgtfffkl1dXVjBw1iqCgoLO2qaioICMjAzc3Nzp37tyi91u6\neBHHjx9n5iuzWvQ6lyKVFJRWZbVamffOW/x9zhxcnayEBftwLKOa3377jSuvvNLe4V02Tpw4wYkT\nJ3jr9Tn8snUbXSKC0Qd6U1JeQ3JqBu+9+x7jxo9vtSmxq6qqKCgowGQykZubS0FBARMmjOe9d9+j\nb79+lJWV4ebmhsViwcfHh4CAAMrKyigsLCQnJ4cZ05/B28VMeJA3Tz01jfsm3U+v3omYTCYyMzLY\nuH4dv+3ajT7Yj4qqWnon9CY6JpaBN9zIFVdcgaurK2vXrGH1t8txcnIiNCwcY1EBHh6eBAQGk5lx\nkuPHT1BaVk5pWTmFRcV1cVdXExffjZqaGqqrq6mpqUFKiZOTE/7+/owePZrg4OBWqaOLhRqnoLSq\nzZs3c+uwoTw69ko+WL6HefPmM+iGG1p8Znc5k1LW39/gXMrKyti5cye//rKFn9etpbS0jKzsbGKj\nQhjaN4Jp9/TD2/P3fTfsPMkrn25nW8pJOneMZNTo28kznGLFylVEdggjJiaG0LAOhOj0PPO3Z5t8\n3/LyctasWcOqFd+wctW3+Hi54+LsTGiwLy7OGq7roWPXkSLSThnx8XKnptaMk0ZDUUkFpRVV+Hp5\nEODnhYuzhhn39mP0wFiEEGQZSnn3613kFFbi7CSICPakd4yeW6+NxtXFieoaM1+vP0hOfhmb9uZy\nJKOAWpOZvt3CmXBT3WvkFJQR6OdBZbWJotIqOoT4Eh0RiNbHHV8vN3y93MjJL+OdL3ZQWmnCzcUJ\nNxcNbi4aNALMVvhy3QHyi6t455136N27Nz179sTT07NNPuPWpAavKXa3f/9+Zs18gdi4eMwWK5t/\n+JrpE/sxYeYqhg+7hRkvvkK3bt3sHeZFx2q1kpWVxeOPPszqtesYMvh6Bg4aQnRMDH369OGNubP5\n9ZfNHD+ZQUJcJFd313HjlZF4e7jSr3s4bq7nbwiQUrJtXxY//3YCXy83Rl8fR35xBcezjJwqKOPb\nX09y7U1jmfXanPp9ampqKCoqIjU1lUcefoBOOk9u7hvBA6N6o/Vxb+sqaVeV1SY++z6FpNR8dh/J\n48CxLLy9PNHrQqitrcVkMjF27N0MGjwYvV5PXFwc3t7e9g5bJQXF/saOGUFHr0LWJ2ex93A2+5Y9\nQvcuIeQVVbDw290sWHmQLb9uvyhvumO1WtFomu6kd7q9fv/+/exI2saWTRvQav0YPvI2Enon8u78\nt0hPT0frH0hZqZHCIiMWixU/Xx+0Wi3jJkwiMCiIgoICSkpKKC0tpaS4iPSTx9i6/Tc83Fz4y7Ae\nvPI/1/HvtSmcyCkhKTWflCPZTBzWg4m3XEHPaB2uLk6t+nvP+GATsxduZParrzB9xgscPXqUO8eO\n5uChowT4edNB58+0uxL4y7Cerfq+jsxqlRSWVJJbWE51rRk3F2e+2XiYHal55BaWYyiqYMSIEdx+\nx92EhISg0WjQaDT4+vqi0+nw8PBolzhVUlCaVFtby+rVq3FxcaGmpga9Xk9oaCiRkZEtvml4eno6\nL8yYTvKu3zhw6Bgpyx7B38eDiJHvcE2vTmz5cCIaTd1x+frSrXy55RS7du9rjV+rzVitVubOmc3P\nP31PdEwcybv3sOO3XdwwcAARHTqQmZFOYVER4R0i8PH2ZHvSDvILjMR0CiW+YwAJXQLo3z2c6loz\n7y/fS05+OQ+N6E6/7uFs25dJn7gw9IHeODkJisuqyc4v46NV+3ByciLE3wNfLzf8vN3w83AiNMib\na3tFEqS1T3NF4r0fsftQDoWFhfz4w/c88fhjzHr4Oh4e07v+c1Ua2388j+9+OcqPO7MwllYhJVis\nVkrKqjAUltA5qgODBw/mwYcfJTExsc3iUEnhElJTU4NGo8HFxQWgRRPK7d+/nxdmzGDFqlVnrbvm\n6qv4des2SktLKSoqIjIykg3r17Nl8yZGjBqNEILY2NhGX4Xz8/MJCAjAyanujHT16tWMGDGifn10\nlI58YzkaJxeKjMXk/fA0wf51FzFrTRZCh89n8y/b6N69e7N+n7ZSVFTEli1b2JG0neX//Q+hWiee\nHnclSQdOkV9cxbMTr2LDzpNYpSRC50eQ1pMNu9II8HHn2l6RdArT4uR06Q33mfHBRmYv3ISnhztR\nYQH8+6URJMaF/vGOyjlZLFY27kpjyONLefH5Gbw869U2ey+VFC4iUkqKi4sxGo3U1tZitVrR6/Vo\nNBqKi4vp1KlT/bYLFixgypQpjfZfsGABoaGhpKelkbxrB09MfZKYmBi8vb3PSh579+4lISGBsCAf\nwoJ9CA7wZveRPDTOrnh5eJBXUIjJZELr60VufjFB/j6MvC6anYfysEpJxikjobpg/P216PVhLF+1\nGn+tL0JA9/g4rhkwkKOHD3LgwAFOpmcRqPUhLMSP2MgAxt8Uy/ABMfWxlJRXM/Svyxh9z2T+b8aM\ntq3kPyE5OZk+ffrQK7YDI67tzM39OzMgIVLN7GpjMluorjHj46VuiNRcpeU1JB3I4sufj7B+Zxqj\nb7+LN9+eV39y1RZUUnAQUkp+/PFH0tLSiI+PJzMzk4y0k2RkpJGelkZGRjrpmdkIIEDrjauLMxqN\nIDe/5PQrYLVKTGYLZrMFD3dXzBYLNbUmNELQM7YDibF6cgorCQv0pGuYD69/toPKqhoC/P2Ij4uh\n+xW90PoHUl5mpLy0hEX//pLa2loAvpp9B6OujyU1rQABROj88Pd1RwiByWzBxbnxQVpYXEmesYLC\nkipO5hgZ0q+u95BGCLbty+LAiTzCQ3zpFa2jW6fgsy5qFhZXsmVPBi8v3MrhtDxGjbiV9z74iMDA\nwDb+JM7PbDZz6NAhNm3axEf/+oC9KfvZ+MEkBiZ2tGtcyqVn1ebDPPbmOqI6dmLk6NsZcN31XHPN\nNW1+0qGSQjv4o2acnJwcFi1axIwZM7jzpl5k5VcQqfMmKsSTSL0fUXpt3c9QP/y8W6+HRnllLa4u\nTmTklnAi28jeo7lUVpvw9nTF28MVIQTZ+WVkF1Tw4gMDiNT7tfg9pZTsPWqg1mTBYrFisUosVisV\nVSaWbz7GwTQjh9MM1JrM9O/bh/sfnMy48ePb9ez74MGDHDx4kMzMTLIzMzAai+ou3qancyD1CBGh\ngVzdI5xh/SMZ2r8L/r7tcwFQuXw8/+Fm/rMpnfcWfMiQIUPa9b1VUmhjmZmZREZGcv21/aitNVFY\nVIQuJIReCYlkZaaze89eSktLGdC7M+FBnrz39NBLso35tNST+XS7+/3652GhOrp0jMTF1YVbbh1N\nv/79iY2NRafTNSsRSCnJz8/n5MmTAHTr1g0fH58mty8uLmbfvn11j7172PrrZgoL8+nbrQORIV6E\nB3kR4OuBn7cb4SG+9Oyqa9RnX1HawqDHPmfw8HG8+NLMdn9vlRRa2eJPP+W+Bx4gPqYzffv155FH\nn2DM6JHk5RcyZlAcdw/pTkZuCSXl1cREBnJNzwi6dAi4bHpkTJq1miXf7qx//vc5s3n2uemt8toH\nDx5kzOgRHD12ksTuHUk+kAbAP+fP4/G/Tj1r+7femMvzL7xIr7gIenQJoVuULz26hDAwMeqs5jBF\naQ9Wq+RwegFb9mQwec53AGi1fhQWFp23a3NrUkmhle3atYsRw4eRa8ivL0tOTiY3N5dlSxexb18K\nZeXllJVVUF5RiclsJrZTKH1i9TwypidX94xo95jbU5/7FpJTWM3c198kPj6eiIiI+j7Zp0kp2b59\nO05OTri5ueHl5cWqlSv49NNP+d8nn+KBBx6o3/bQoUMkJSWxJ3kXS5cuZtbD1zH5tj5oNILyylpW\nbDrExJeWU1VVhbt746a3xx+dzHsL/oWPtwdV1bVYLFaklAxIiOLHf0zAw92l3epFUSwWKyOe/poD\naUaiIsLQav1B40xkVCfmzf9Hfa/CtqaSQhuQUnL8+HEKCgooLy9n0KBBPPP003z/ww8MHz4cZycN\nFeVldO/Ri1M5OSxZspi09AzuH9WHhc+P+OM3uIhJKfn8h/18tu4IaaeKySsqpaKyhi6do+gaHUvX\n6FgiIiKYOvXsM3uASZMmsWjRovrnDZuYbroqGl8fL7Lzykg/VURxaSWx0Z3pf9XVvDp7LikpKZSW\nlmKxWDAajWRnZbEvZTclxUaMRiN5+QVkZucCqIvHSrsb8PBift2ThtFoRKvV2i0OlRTayZRHHuGD\nDz+sfz7yuhgC/X0J8vMgMSaYPnFhREcGXJbdGcsqajiebeRYZhHHcys5llXC4fQ8Dp3Ipbi0guCg\nAHQ6HR07deGFF18iISGB7OxsDh06xPbt29iyaSMZGemcyjVQUloOgJOThgCtLyHBgQQFBbF33wF6\ndA0jwM8DAfj7uKL3dyM00JvQIB/0gd50CPElLNin1Uf3KsqF+G7LET75bh87Ug2MHXsHA2+4kQED\nBqDT6do1DpUU/iQpJSUlJRQXF1NRUUHXrl1xc7vwftgGgwG9Xs8Td/Xj0Tv6EhsVeFkmggtVXWPm\nZI6Rw+mFJB8+xb9WpuDk7ILJVEu3zjriI7XERfkTFxVEXMcgOoT44uSkwWS2UFhcRX5xBXlFFcRE\nBRKha3nvKUVpa/uP57F22zE27D7F9pQ0PDw86NqlE0NuGsYdd92NXq9Hq9W22f8NlRSakJeXx913\n3kZq6mE6hIdy7EQasdFdKCgsJL+gEH9fb9zdnMk2FJOY0IMePRPQ6cPQ6fXodLpGDy8vLyorK8nN\nzSU/P59HJv8PAiu5uXl4uTsRGuRLgJ87nm7OlFXUkJFbxJPjr2LSrZfPvDAXqqS8mtzCcmIiVTJV\nLn1SSjJySzieZeSDlSmkHMsjN78EDw93dCHBGPLysVisdOkcRZcuXUlI7MtTTz/Tor8NlRSasHLl\nSp58/CE2LZhIpqGETmH+pKbl4+/rQa/o37tLllXUsH1/FofSCjAYKzEYazAU12AoqsBQWIIhvxir\nlAgB+iAtri7OlFfWUF5ZRXlFNU3F+Oa0W3hqfP9mx68oyqXraEYhZZW16AO9EQJO2Jpf73tlJWaz\nuUUjnlVSaMLKlStZOP9FVs69rUVxSCmprjHj7uZ8VvY2m61k5ZWSnV9KoJ8n4cE+akoARVGazemq\nWdTW1to1Kag7r/0BIUSTXRudnTV0DNPSMcx+PQ0URVFa0yWdFGpNZopKquwdhqIoygVxhJabSzYp\nhISEsONANl3v/MDeoSiKolyQTh0j7N4B45K9pqAoinI5auk1hUt35jZFURTlT1NJQVEURamnkoKi\nKIpSr0VJQQhxhxBivxDCIoRIPGPddCHEUSFEqhBiaIPyW4QQh4QQR4QQz7bk/R3Bxo0b7R3CBVFx\nti4VZ+u6GOK8GGJsDS39prAPuA3Y1LBQCBEP3AXEA8OA90UdDfAucDPQHRgnhIhrYQx2dbEcKCrO\n1qXibF0XQ5wXQ4ytoUVdUqWUhwHE2X2oRgNfSCnNQJoQ4ijQDxDAUSllum2/L2zbHmpJHIqiKErr\naKtrCuFAZoPn2bayM8uzbGWKoiiKA/jDcQpCiHVAwwnBBSCBGVLKb23bbACeklIm256/C2yVUi6z\nPf8YWA04AUOllA/byv8C9JVSnnVHFiGEGqSgKIrSDG0695GU8qZmvG4W0PC+lB2AHOoSSuQ5ys/1\nvmpeZUVRlHbWms1HDf+JrwLuEUK4CiE6AV2BHcBvQFchRJQQwhW4x7atoiiK4gBadKFZCDEG+CcQ\nBHwnhNgjpRwmpTwohPgKOAiYgEdtc1ZYhBCPAz9Sl5A+kVKmtuxXUBRFUVqLw859pCiKorQ/hxjR\nLIR43TbIbY8Q4hshhG+DdQ4zCK6pwXq25rBKIUSy7fF+g3WJQogUW5zz7BmnbZ3D1OcZcb0khMhq\nUIe3/FHM9mDvejofIUSaEGKvEGK3EGKHrcxfCPGjEOKwEOIHIUS73+haCPGJEMIghEhpUNZkXEKI\nf9g+7z1CiAQ7x+lwx6UQooMQYr0Q4qAQYp8Q4q+28tapUyml3R/AEEBjW/47MMe23A3YTV0zV0fg\nGHXXLjS25SjABdgDxLVDnLFANLAeSGxQHgWkNLFPEtDPtrwGuNmOccY7Un2eEfNLwJPnKD9nzHY6\nTu1eT38Q3wnA/4yyucDfbMvPAn+3Q1wDgISGfyNNxUXdYNfVtuX+wHY7x+lwxyWgBxJsy97AYSCu\nterUIb4pSCl/klJabU+3U9crCWAUtkFwUso04PQguH7YBsFJKU3A6UFwbR3nYSnlURpfVD/trDIh\nhB7wkVLusBUtAca0YYjAeeOsH1ToCPV5Dueq16ZitgdHqaemnE7wDY0GFtuWF9MOx9+ZpJS/AMYz\nis+Ma3SD8iW2/ZIAPyGEjnbQRJzgYMellDJXSrnHtlwOpFL3P7NV6tQhksIZHqDujBourkFwHYUQ\nu4QQG4QQA2xl4dTFdpq943T0+nzM9vX24wZffZuK2R4cpZ6aIoEfhBC/CSEespXppJQGqPtnAgTb\nLbrGQs6IK8RW7kif92kOe1wKITpS9+1mO2d/1s2q03a789oFDoKbAZiklJ832OZMknMns1a5Yn4h\ncZ5DDhAppTTa2vBXCCG60XT89oqz3euz0ZufJ2bgfeAVKaUUQrwKvAU8RBvWYTM4Uiznco2UMlcI\nEQz8KIQ4jGPFdyEcrY4d9rgUQngDXwNTpZTloukBv38q1nZLCvIPBsEJISYBtwKDGxS3eBBca8fZ\nxD4mbF87pZTJQojjQAxNx2+XOM8TT5vVZ0N/IuaPgNOJrc3qsBmyaId6ai7b2SFSynwhxArqmjMM\nQgidlNJga87Ms2uQv2sqLkf6vJFS5jd46jDHpRDCmbqEsFRKudJW3Cp16hDNR7Yr+n8DRkkpaxqs\ncuRBcPXZVwgRJOpmgEUI0dkW5wnbH2mpEKKfEEIA9wIrz/lq7RAnDlyftoP4tNuB/X8Qsz3YvZ6a\nIoTwtJ05IoTwAoZSN4vxKuA+22aTaP/j7zTB2cfifbbl+/g9rlXU/Z0ghLgKKD7dJNJOGsXpwMfl\nQuCglHJ+g7LWqdP2uFp+AVfTjwLpQLLt8X6DddOpu7KfSt28SafLb6HuqvtR4Ll2inMMdW1zVcAp\nYK2t/PTBshvYCdzaYJ8+1P1xHgXm2zNOR6vPM2JeAqRQ16NnBXXto+eN2U7Hql3r6TxxdbLV3W7b\n8facrTwA+MkW8zpAa4fYllF3ZloDZAD3A/5NxUXd9PrHgL006D1npzgd7rgErgUsDT7vZNtx2eRn\n/WfqVA1eUxRFUeo5RPORoiiK4hhUUlAURVHqqaSgKIqi1FNJQVEURamnkoKiKIpSTyUFRVEUpZ5K\nCoqiKEq9/wfcxymbdBeOIwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112ab0588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = world.plot()\n",
    "ax.set_title(\"Default\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the world with Mercator (merc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x11351c710>"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DX18fPz+/kprSe4dsXIuZv3xnmze/OZnzmTNnqFalItO++4YDBw9ib29P1y6d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\njTHGB/4DN77UWy3LXnUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1134c0198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = world.to_crs({'proj': 'merc'}).plot()\n",
    "ax.set_title(\"Default\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the world with [Transverse Mercator](https://en.wikipedia.org/wiki/Transverse_Mercator_projection) (tmerc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x113bc9c18>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4k2csdXKhinM1zM3NuX37Nnb2Dvw2bQqtW7cuEDeHKIpMnvwTu3b9D3v7Dlha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\n2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11349bd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = world.to_crs({'proj': 'tmerc'}).plot()\n",
    "ax.set_title(\"Default\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the world with Albers Equal Area (aea)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x10f7a4c88>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IR2fcE7kbOm/M2k4Teyec7WtWPyI7N5uohCjW712PuaMVLy/7Bvf2PuSmZxO+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9iw7yKzNw9Pn1Ijo571ZlDZqgQHB3rgHx5Pr00XsLSxxqq0NVWb1qHHtHdwdHHi6pFzrBzxDckJ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\nmEoCiqIoxZhKAoqiKMWYSgKKoijF2P8DjbAvUvB801QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fa401d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = world.to_crs({'proj': 'aea'}).plot()\n",
    "ax.set_title(\"Default\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spatial join\n",
    "\n",
    "# Dataset 1: States\n",
    "\n",
    "Let's import the states and clean them up a little bit. we need to clean the data up a little"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Read in the shapefile from cb_2016_us_state_500k as \"states\"\n",
    "states = gpd.read_file(\"cb_2016_us_state_500k/cb_2016_us_state_500k.shp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AFFGEOID</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>NAME</th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>STATENS</th>\n",
       "      <th>STUSPS</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0400000US47</td>\n",
       "      <td>106797662267</td>\n",
       "      <td>2355188876</td>\n",
       "      <td>47</td>\n",
       "      <td>00</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>47</td>\n",
       "      <td>01325873</td>\n",
       "      <td>TN</td>\n",
       "      <td>POLYGON ((-90.31029799999999 35.004295, -90.30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0400000US48</td>\n",
       "      <td>676633459408</td>\n",
       "      <td>19025991684</td>\n",
       "      <td>48</td>\n",
       "      <td>00</td>\n",
       "      <td>Texas</td>\n",
       "      <td>48</td>\n",
       "      <td>01779801</td>\n",
       "      <td>TX</td>\n",
       "      <td>(POLYGON ((-94.718296 29.728855, -94.717207 29...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0400000US51</td>\n",
       "      <td>102257320053</td>\n",
       "      <td>8528605825</td>\n",
       "      <td>51</td>\n",
       "      <td>00</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>51</td>\n",
       "      <td>01779803</td>\n",
       "      <td>VA</td>\n",
       "      <td>(POLYGON ((-75.742406 37.80835, -75.741512 37....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0400000US53</td>\n",
       "      <td>172113416541</td>\n",
       "      <td>12558451099</td>\n",
       "      <td>53</td>\n",
       "      <td>00</td>\n",
       "      <td>Washington</td>\n",
       "      <td>53</td>\n",
       "      <td>01779804</td>\n",
       "      <td>WA</td>\n",
       "      <td>(POLYGON ((-122.33164 48.020556, -122.328343 4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0400000US55</td>\n",
       "      <td>140273604537</td>\n",
       "      <td>29361386480</td>\n",
       "      <td>55</td>\n",
       "      <td>00</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>55</td>\n",
       "      <td>01779806</td>\n",
       "      <td>WI</td>\n",
       "      <td>(POLYGON ((-86.95616699999999 45.355489, -86.9...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       AFFGEOID         ALAND       AWATER GEOID LSAD        NAME STATEFP  \\\n",
       "48  0400000US47  106797662267   2355188876    47   00   Tennessee      47   \n",
       "49  0400000US48  676633459408  19025991684    48   00       Texas      48   \n",
       "50  0400000US51  102257320053   8528605825    51   00    Virginia      51   \n",
       "51  0400000US53  172113416541  12558451099    53   00  Washington      53   \n",
       "52  0400000US55  140273604537  29361386480    55   00   Wisconsin      55   \n",
       "\n",
       "     STATENS STUSPS                                           geometry  \n",
       "48  01325873     TN  POLYGON ((-90.31029799999999 35.004295, -90.30...  \n",
       "49  01779801     TX  (POLYGON ((-94.718296 29.728855, -94.717207 29...  \n",
       "50  01779803     VA  (POLYGON ((-75.742406 37.80835, -75.741512 37....  \n",
       "51  01779804     WA  (POLYGON ((-122.33164 48.020556, -122.328343 4...  \n",
       "52  01779806     WI  (POLYGON ((-86.95616699999999 45.355489, -86.9...  "
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get rid of Guam, Mariana Islands and Virgin Islands\n",
    "states = states[states.STATEFP.astype(int) < 60]\n",
    "# Get rid of Hawaii and Alaska\n",
    "states = states[~states.NAME.isin(['Hawaii', 'Alaska'])]\n",
    "states.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset 2: Waffle House\n",
    "\n",
    "Read in `wafflehouses.csv`, and convert it to a GeoDataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>location</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>score</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Waffle House-Duluth,GA</td>\n",
       "      <td>33.991269</td>\n",
       "      <td>-84.153232</td>\n",
       "      <td>8</td>\n",
       "      <td>POINT (-84.15323199999999 33.991269)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Waffle House-Biloxi,MS</td>\n",
       "      <td>30.393627</td>\n",
       "      <td>-88.942691</td>\n",
       "      <td>3</td>\n",
       "      <td>POINT (-88.942691 30.393627)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 location        lat       long  score  \\\n",
       "0  Waffle House-Duluth,GA  33.991269 -84.153232      8   \n",
       "1  Waffle House-Biloxi,MS  30.393627 -88.942691      3   \n",
       "\n",
       "                               geometry  \n",
       "0  POINT (-84.15323199999999 33.991269)  \n",
       "1          POINT (-88.942691 30.393627)  "
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read in the CSV\n",
    "df = pd.read_csv(\"wafflehouses.csv\")\n",
    "\n",
    "points = df.apply(lambda row: Point(row.long, row.lat), axis=1)\n",
    "wafflehouses = gpd.GeoDataFrame(df, geometry=points)\n",
    "wafflehouses.crs = {'init': 'epsg:4326'}\n",
    "\n",
    "# If you want to know how this all works, look above\n",
    "wafflehouses.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the locations, coloring based on the 'score' column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x115cc6a20>"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ubNpBw1FDikyOUs5OzI4K4PSC3zk6bQ4hD7wxNbcHSUJCRJLEDE8h6mNJ/biC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\nJUkqJ0lSRWAgcEqSpKHAaaB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vwfNhi0lZuoofuk8pcPfe3h7s3Pk9AJuebOKTcVtIXOaO\n9SeutIl7zvibq7jtdp6H2/dRbXCvdEX+x+e/EOF9DQunhkxa/nZvnG/G/ILDurEEjFnLonXquiqV\nio0/bmTH/B2Uc2zBiOGnkcleRxynLTD7BR4gMHoDMdEhfH3Eim1TH+B5SMTQXMCY5nRtt5EHD9y4\ncmUHjRsPylbBr/qzOeUMdHgUHYFL837IJQOUgVOxtrLgX7E2Cr/7BN+9j5mZWYHv438NTSQb+88p\neICXL1/y1Vdf4SMX6b15pUb7FkWRXUPHc2vnPzRs2JMunb/Mc9ujR5dz//4FvvoqCEmSkCQRSVKl\nvmb9J4o5n8uu3cWLC/F7cZrJe7LuQF9U7J7Rl8RIT1Z6rlBvoiRJiKKYbRxBlll4Nh/t7Gbqb5bl\n54lm3bR1/L3kLDLLOplm8ADul/ZxI8IfFwtH2jft9ZZe3o4oqli9+hNevnzKCekE6xb9yz8HvbEJ\nCEelEnGspY/41JfwcInwpArYVorGuVUNnl06TBuXBE7dMKB65/7o6Ougq6eLjp4OOno66OnrqcsM\ndPnru3+I1bfAJCWKjgPrcGr7aXzv+CBJElWqdqFD+99RKpNQqZJQKhNRKhMxM3PE0rIyl7w/Zvwu\nFUt6qfM3pSSpqFb2O8rb98jzNT54cJIrV9xp3Lh9+iLuutUmBFdqgnKVO/Lx7Yk9cVDrOZMPtAq+\ngISFhWFjY8OwvzdR8+O3bxBdUG7v+pedQ8djbeXAqJFL0NfP3f/86NFl3L9/ka++CioSmY4d+4r7\nT3YXq4Jf2MOSxJgI7Cra56udJElY2Vnxx4XFRSSZmjn953BuzzmsrB3y0Srjd07KplxCpVLy2afr\nePDgPPv2zU+vYVe+DJIoEZ+iQ7zMkZSQOwjKWBQye3SMSxOv0w5r5W4qGPljoi/iUBbuvxJ45GeI\nmPrjqH6VUicBEqIkoVLpAFZAKJA1rYatjUA1azl3g0oTGhkLRKWf0zeRU9bZhOcPEkmMsQLCEIRs\ngqEE9X9vahyFrh4yHRvElDCUKUmpeeoFRMEEnVLWiBUrIvMJ5LsxvZk7d27eb/N/HE0o+P+UDT4N\nKysrDI2MNJt56w3qDOhDuaYN+atJe35f3I8hgxfi6JiXzQzerR/DwqKrZ4hMJVHKNH8pHhISYrl7\nseDurG9yfu9Vtsw+TKmK8fT+vE/6PrJ2Fe0wMYYqZcLRDRIJLl0NA4ecsyrmBUmS8HLfwv79C4mL\nU6etrliqFFXt7JAJAjJBrSQFWRJG5WszqnVrLj3y5+cL/tBxARVPr6C1rciC1uC6U+CRWJ1OLhXx\n9gund+OKtHSumGXMcwGB7A2NpreNKc3sbdnmdQ3PpKfU06tEbWNT3Dz/xb2nEtd/krilrE1U7BXM\nbKowYflAXNrV5Pw/t1nx1UGgO6UcV2NbWwfHKrVo06dd+jWl/UOCg9uucvlSPE2aGnL70G0iggZi\nYbuDqZtHI4oi149ex9rOGs+LQVw9FI9KDGXevHlaBV/M/CcVvCAI7Nu3l4FDhpIUFY3LqKFFMo5F\nOQemPb/Plt5D2LRpEq1cR9KqZeZFtSNHlnDt2r50/3Rr6ypFIktJodDRo5JTHXr0yJ8NOzLyJd7e\nmlHw54/fZuFPezG1SiYlIJqr7q83Cu8wsgM+x3fSyiSOBUHQ4qUvbZffLPBYDy6d5J+ls0HHBEtL\ne+7fPwvAulwWF1s6V+Sy9z0i3I15otRHFaRP890SoZYmGOro4fY0kdjn7QmJ28PFyIMYio4oLAUa\nm1angX0VVty4T/DLeLxsTal6/gCUN2T28VrM7Xyf5GdxVDVX0Xafgmi5HuUcbhGaUItgv+4c/OsS\nrv2acnJbIAkxsyltOYoa5cMxURrw5PwFbm27jtzclIDnNkjJJlSsF4ZtTTvO3YzBXB7PHY9XmJSO\nISl+A1XqWuHSTr3AO63jtGyvMygoCFtb2wLfXy3544P3g8+J9u3a43HuHGdnLOBOASNb84JMJmPE\n/h10X7KQs2c3sXnL14ji62jSJ0+uIpPp0qrVDKysKtO9+/oik6UkkAr4RKLJgK99hx6i37QujU9+\nj2hlQKP2r/OiOzg58OAxnAg14iNFDR4YZZ0d55Vz+35m/+aFqDqdA/PqeHjsBqBJlbz9aCdFP+HS\n8Dhkpa2RW9oQWqY08641xcggnK6V9Knr6I6N/QuObYwkUBFI/10OXIm+D0Dc0+dg44Tqixn42NTi\nka8tX9byxDrOH3efYK77yHgcZkJpuxBqdmzIJ79/jGPdMwTHKfhhwI+YGt6gdfW+VK4cwckdKqrp\nxmIVnUCkUoeXoTook41QmdXhZVAYFzwjYdspYhX62JZLZJFnI2p01MPbz4jzh24DUKdl9rt12dmV\n6NbN/zlyVfCCIOgJgnBFEARPQRC8BEGYmVq+QRAEn9Tym4IgvHebKTo5OXHkwAH+Hv4pT06dLdKx\nmplLExkAACAASURBVH0xngnXT/Mi5BG/L+5PRITazm5n54SOjh6urrP44otHlCvXrAilKAHzjyS9\nsQF23shvm9tu51nXZRy/DPySGycz50Hp1a0a8ofeXOs0D+eqldJn7+pxBFIkA6JKd8OrdGWqdxqQ\nb1nTeOx/lFq/NkfvUgf6Tp6b/kM+rOVrf/lZB0/QYfVZZh08kaV9Jcd6tNpmQsW4Z1zpFIDlyzCm\nt/Pi+T2B6mVLg409ZYyr0XGkOfZKe3YPCKCxqTpZl1OFMGroXEZYv4CkNSdQVWxJeFIlTu1SUrmm\nJZ7JTQgoPZ4zXo2o260Nl7Zso2LgHeJNRxIjmaPwv8upXomIUdDuY4FTDw1R/PYFskpOJInJUFsG\nTdtj56yiW68E5MNaIfj4Ee6v4otW3gQ+SaaaIpIV4/9gYacBDJvek32R+zimPEaXMZkjW2/dupXl\n2rUUDXnZsi8JaC1JUj2gLtBZEIQ038JvJEmqJ0lSfUmS7hSloEVFvXr1OHTgAP8MGsexqbOKNMLS\nvl4dvg/2xqxSWZYtH8b9+2ext69OUlJMkY2ZleKNZy2OTUxuu53nxDfzGWPui0lEAPvX7Mh0vkWH\nOuxyn8HWo78zdUlWr6ZSFno4hJ5m4P/bO++wqI62D9+zy7L0jg1QxAYW7GIP9oIaNXbTjDHG5I2a\nYokx1cQY074Yk7yavDEaNRqNJcbYFRULVgQFFBEUkN572Z3vj107KBoQNOe+rr04O2fmnN85Ozw7\nO+eZ5xn3HD3HGlwMww7s4ZfXZxN2oPwZmhrV60/C/3bTqZ8v6+cYFvT8p18/mrreWMh0OF5Dcf99\nHI6/M9jduCd8yXIewLmaM+myyY6IJEtij9vi7lHEZ/tPENRiLYmFbrzdaRrTugzlVa8nMSko4bdd\nv9DIwY2aFnFYJ0aiesEXVeRBNDnJdBxkTcgFd0rqqmHNAmQ9WP3lOoLP2vFaSTHeR8dT64I/53Q1\n8N3lRG6xCbt7SPJVppz6dBfZ0cmIpvVhxTbMM+aRGp1HpH80pheiKU6fgKqmAzadvGjpacnRwSF4\nWyeyc1kqv7/9EUPthtLPpB9aS0MWqmv94MCB8qdFVPhnlGuYJKW8ltZIi2He/to6xOq0+v2B6d27\nN8cOH2bvZ/9H+NYdlXouraUl04IO0mHyBNat/5D0jKtICVevPvi8b/XmzhH8hp2z2HlgKBt2ziqz\n1f2M4MNXb+Lv4UUsOKLF/4QlodEW9250E/XMitj7ZBIJW27ERwncuIv8S5KMNX4c+mYYYSt6EHf6\nRiKQiKBtbP7tJSKCtl0v6z50DhOnHaBz/9cBU6Axi3foGPDpeg6EXQKgc+1iNNt70Ll26SF7hzWx\nwSb1MAWWpphpWuHqWZ+PDrehTp0cWNmfJubFrAgIZNzKfbz7x1p2xa2jieNlUuJi2BtQQstWruw4\nMpcWbs3IiT9H4ClfspOGoI2JwXeRD275Fzl/3pqErgFMMKtNSgtn6ptKvIoSCSpyoahXJ7putqLt\nM7UpOmeHLimImukpdJnqQFPLK6iTHLCO0GHtUISj72EKUrIRERGci8ik2yZLzmZb0m2kJWERN65p\n46KNzJg54/rgadCgQff1+Sg8OOV6yCoM/20ngQbAd1LK48Zv44+FEO8Ce4DZUsryBZquhjRo0IB5\n8z/h3cFjmB58iNotmlXq+YZ99wV1fdqybsKrgKSkJLdSz/cgBK+ZRfHxJWjaT8Z7zGcPdIzSRvBW\nZuc5vCqTzuPPl9nufkb9nuOG4vNyJGGpNcm2s2bUwLJjupdGeJEHPtudSFHbc20NqM+wPmSs8WPH\nsEIG/rmFtTt19J0Yw/LFyxGZGdi3zKDDnncInbyRRq0GEB30J3Fhy3DxmsCWz9/E0cWCtDgnJG0p\nKArm67+OcjAsCK1KRSfHTMwtU5i24gL6EjPMTU2ve9eoVCrqC4Eq24ECszgSL2l4v3M88eG1oXg7\nmwM6YuaQSsaQCPL3+JC+UzJgLBy9kkeNevbkF8Yyx+8tiovNMbPsRWF+MlJzAUvftnBmA0UpVmhM\nSmC/N/maYjyaqNlysT4F0hTr+KtkHU/G0aaQY1tTcOpsjml2Y5o657B5cToOTRvRyNyCI89GMGiD\nmov5YXhoc0hLzCGngSf2v32Feb+PiNSXoK2dRnZEEmDwWvt84ecATJkyBQ+PB3/OoXB/lHcErzdO\n0bgCHYQQTTEYdC+gPQYH3DKHYx988MH1l7+/fwXIrhzmvj2Hpq1akhVXOX7ot9P22bFM3LkBAK3W\nvtLPd7+zT8XHl7ClfybFx5f8o5PebqxzCprQebwtOQVlh4u4HwPf0q8bJl0GkGvaiM7dG/HSe0/d\nl0RTKx3BGWa0G3YjeJZX915Ydp/G4O22FDcczOh3fAkLT6J+7QAcWiaQfTGLY70+oanXMCKCtnFm\n/9u8tETHkd8nkpcdRdMmRVibASxAkIuFSTqXE69yKS4GzGPZtjYHS/tkzsbEkJRRgCY+hkyTZC7l\n53IhIY2LadHkNSnCum4M2TGFuGpi0OLDkzIU2/wYHI71xNQ8kQGjIeKCCi9HqOkmmPlnc/JzYskN\nCcG7YC/OpmH4eutpfOVP9m3Q06RxLrSeiY1U0co8g9ALajoEfIjw7kCmphEOpnoC/igm39Kelltn\nU7OzA0kFGno9bUHbIelcLoiny0pzohzdaGun4u++6XjXc8PN2ZYTfp9QJCTtdn2Exr0GmNUAIDU1\nlZUrVyKl5Pvvv7+vz+bfhL+//y22siK474VOQoj3gBwp5Vc3lT0BvCmlvGPpW3Vc6HQ3evsNxHZo\nf3wmlS9fZUXwnU8vEoLPM2tGZqVkirrG9u3TCb/0B9N/jylX/YoYwX890hWvBh3p3/8/99UuLy+L\nzz9/kv+F/o96XvUe6NzlZVKLSZg5tGHUh+vv2Bd2YCuBG3/DrLYVNsVrMW3bBIcFb3KizzzyQ5sy\nbdUaNv/2EtajHMlevJnwPRdw9bKmQQd7Iv/OIOVqIzrUzWPHlKf4MzqaZclxtNNJsvUXiY7WsON8\nKn1r1GNtehAvtHYkxqEFlwNPkuPqhGVXbwqOBmOnz+WpnmuJPOfP/o0fUuBkjqplQ6zPXsalJIs4\naUlz39pEhybSvo+akF0l6HJK0Lu4ok/JIcnRmuL8AlrbxzLjZcm7X9sgk3QcGZNLz60OhNq7kXtZ\nTUmuFpM8SZc2p0jIciTdwQGTvBRigiwpKW5M7YanMLPRkRGn540VszEvyLseXuF/yzbTYP0cAju9\njdranAz9SPJDD0L8bvLy8jA3N6/Uz/BxpCIWOpXHi8ZJCGFr3DYHegPhQohaxjIBDAXO/hMh1YWu\nnTqxecobLKjVmB/b9+TXASNYM+I5ji9bia6kcpJlTNq/leKiPP73P59bXCirGu8xn9H2y4wHNu4G\nHuwhq5mZJZaWdkxsOpERNUbQW9Wb1Z+u/gc6yqYwvwhTizuDw4Ud2cPmZUtIi0rENmUV8RE6kgMi\nOd7rXXLCdfSdPAmApl7DyP49ldx0DwqydUxv2InIKCu8Ipdg3UXHy74Gr51lyXFkjWvJ4fMn6ePg\nQ1YOWFjaY9N2GE9a1OdCfi1cbPpi21CNxsYcrwXjqe+hwbk4lUthBzCzUeHSUkVXjwa4nD+He/0s\nkoqgqIYl6THppKks2flbLqlxRaSoNJi99STxjja0OfwJZvbWnLnqwMffa0g0dyDW0Zluv2vJMNPS\nWltM+4aX8XDKZ8W7zdn+xdsELX2J/+vXhrpFDREqFdLeluR4GxYc60zNBhZ07NWWln7dGL3qS5r3\n64xVoYozvd+hIFFQK98DzdVgbOQVLl68qBj3KuSeI3ghRAtgOYYvAxWwVkr5iRBiD+CE4UFrEPDy\nTQ9jb27/SI3gAfLy8sjIyCA6OprIyEiCgoI4cuI4ebZWDFvxA+aVkAV+64x3OfDFtwwY8C0dOtzf\naLe83O8IviL4akQdmjXqSr9+rzxQ+0OH1hAWfoCrceFIKXFyccbN05X6LeqjK9Hh7OrMmFlj/pHG\nMa5jqd9hDAOnLrql/JdPZnPZbQE+ofYc3ZhBx1G2hF1qRf/JM/DqfmvArYVPOpKflUZNaysSPnqT\nP6OjmXYughjLuXRL/IV9o734Mzqar7evw8chj4R8J04lqii0asDYcfNvOdba38cgHUrIVjtSJyuG\nuhfzuVisxaWTDX+vTqZVHxW1auhJiIIMlRUe9jl4qiAiFXLyQZcKScWgNjOhk4kJe1q44ZIew9Uc\nR9RWFlBPg0Wj2uhOhtG8mwXpR6+w/7cinhihgWRBy5b1sbArYMkmQUGRGzrLZIrbLUYce5fGDaJx\nb9qcGT8aZmRf9n2byzprrBOiCQ04TM2aNf/RZ6Fwg4cSqkBKGQK0KaX87mlhHmEsLS1LLfcb+iQL\n67bA2cMdqdPxxIezaT68/AGZyuL4slUc+OJbvL2foV27xyyc6gP6wV+jS5cxdOkyBr1ex759P3Pl\nSghnD4Ryes9phFAhpZ79a/ejtTSjbZ82eHXyIv5SPIW5hbg1caP9gPaoVCqKi4pJvJzI7l9341Db\ngV0rdjHh4wm06dWG4sJizKzujHLo07MPmWv8aDTGlf4vmtBi+FL6t74zj2j4oT/JzzJkYEr46E0A\nhri7o8vXsCj4F6Z621wv+8vKkgU98nhphyAxJ4/6de9c+KOrURtP/zmE+85HWHgQXnSOGppCLp9O\nZowf1KqhZ/sq6D8e7DJz2LsFegwClxJIK4ACwKyBBeQWcjq3EN9iO9aGR7Bufme+CTzCaxs9WeB3\nHJWNCeMXeDHFMwP7MQ0wTbnI8w4FfLWhmDdeTqGwqDUFWQcwU/VAlfIFnraRxIZmkh5ziReafEc9\n63NctnCleMkesl/upRj3asi/MlTBvVi9ejWff/EFp0+d4s0336SgoAAnJyfmzJlDcXExJ0+eJD4+\nnjFPjaHnO2/RdfoULJ0cH/h8O+Z8hKmpNcOGrbhn3biYjWSlL8LGfioubtU/abGUEpXqn3vTqlRq\nevWadMtxhRAsWzaNiNPBqFRqzgaE3NFOrVGjK9aVesyZvW+E4DWzuGHgb/aIeXLCZMN2n09waVX6\nl/m694cDcPWDN24pNzPPo5HHBczMm14vG92uB7MDAhndzocVwRtxdna/vi8u5gBZ6RuprbfndKcP\nMCvS43A1E3Mt7DOF7iaQpFaTdElHs+5qNI7W5F/JoN9wiImEmhaQmwlj9XDY1ZwkoSW1xJrJPQeS\nj2Tk2+to3aYm3w47TTuHGvx9Geb0PYuuZgMyfjiK3ZSOfHkwGZ18li+WrsTDM4G4K90xd0jDPTeV\nhqaFhBR6oDd1hoRX8ag9B2vCyH65F56q0u+xQtWiGPhSGDt2LGPHjr2jXEpJcHAw3bt35++//2bS\nK6+w+adfObnkF3znvkmnqS8/0HyzWqPBydnznvXCwrYSeel52nRVcfzQi+yOXEnnRi/ekV2nbKpm\nquyfjODLPqbhPk+Y8M318MNXr14gNMyfmJgQnhr+PnFx4eze81+KCvMZNepDnJ3db4nquXz5G0RH\nG1It7loyg4NrPsKieTuc1ZnM2+/C0snL6DJ2I+5lGHaArJSr6HUG41bLxnDsjcFxLDqYhawXiF07\nDf89e4wB7oZwBb08vcAU1kT5U6+5BjQ38vlmpW9k7XdB9BpmjirDjoZpmbxVmMfnEpprVDh5mdK4\nrg5dpJocacHsgG580/Eg+ZFF6J1VrBmVQ+vv4bcCMEnLp8jEBDOzXE7EReDo6oCHszfxwZcouqjm\nTIkKrW02GTY2mHAFuykdIfYyGnMVsmgltYfXpbmjiogJhpXVn/66n/dXxWLTxp5sp9mYBX2LfV01\nq9/6hr6DR1T6YjaFB+NfG4vmfti2bRvnzp1j/fr1tG/fnqysLPz8/Pjx++8JOn2awIAALq1Yx5qh\n48lLz7ivY/85fTYZMbF07VJ6cKabCQz8DZ21lj5fdyNH2HL5WC67A2cRF7nxnm1v8JD/EaW+0s95\nzfOoTp3G9O71EhOe/xYbGye8vLry2n9W8uabf+Dm1vyOkM3PPfcV77+/jwEDpqFWa9A09CJt6V5S\npC1LJ6tx8Zpwz3PrS24s/bhm5BYdzML/4lqydDB+gRcm2htJNjYGx7Hw5D5+XJpEF19zctWGXx1x\nMQcoLMhgwDPuJJzLp3ZiEi3N8/hQBzP6g6uDxH9VAeFXTIi4oiI/MZuPOx4kLaoAzZIpFDd0o8dy\nyDQVqB0FPa3y6OqpoWk3ewKzQjlYnETTrXMx8XSluMSWrLwXKMy0xts5lfRfX6JVTj0yLsXj2tyK\nNcVeuBVFMcH7RohnRxsNtVsLugVMxzr1PX5d/BobDhym35CRinGvxigj+HIwcKAhloaUkpKSElQq\nFSdOnODtue+QmppK8+bNOX74MK9Nn8baEc/x/O5N5e708UFnAYGn570TSvj4jOXYqWDm+JwlNqwt\nMn8dMqYTWdaLcGlQPadrJJUzgi+LsLAg9h4MIKfwKrrsQtq3b0+fPnd/CNuhw1A6dBjK4h+fxfaF\nrrRqNYAuY94p1/nsat3pwjm1mw0wmidsvdg1PoYX3W6k0Ft0MIuTCUvwHTqR+OJ8OrXpD8C+gC/R\nu9VAFZNEcQ44N1SzYJSOHmvUzI+yJCGzEN/xaqT0wZRkiovPk4UTphZJRCz9m6KoeFK8aqM7m0Gh\nqeTg5RJygjMp0WfQp1NnutmYc3DwfHQhMdioTcDiZ9RW2Vho6xs0j7bhclZ3cs21vNs9nALLxsz5\nPhTd03p6d3Bh69HDfDtZx9Q+7zGwSWeGDXpsH8E9VigGvhzo9Xpycw0rTdVqNdHR0bRr145333uX\n5s2bA6DVavlh8Xc0btaMy0eOlTsVYLsXxnNpfwBLf2zF5JfO3LWul5cfXl5+rFvzMoXZoWi1vrg4\nZGHjcfd0bteoEmemMrI3VQZ/7PmO0Msp6C31UJSNdSMtuqLlBOwLpWuPj+7ZXp9fQmbgIfYEHmLP\nkrmlVxKi1HQfduY3MhUN83ZhmHfpCU6mdrNh0cE1uMvmBIYeZ+yQzgDo3GrQYvd8QnrPoZ5ZC2JT\nT+C70YyYArBp0JdWrX1o5GJYobsh4VXQqClITaekUIXLrjBMVSCjMtDZWWIXm0tWCTwtYRcQHHUZ\n83aNmeDYkh3WKSRnxVLTLZsLV/UEnSw0aO7hwmdbdmKhSiEswYaCPnVJSUnguXl/k11YRJumzvgf\nqMP/Zr5Frz7VczChcCeKgS8HQgisrG78vHd3d6dZ8+bM+2geM2fMvL5PrVbTrFlTwv7cdt3AFxcU\nUJCZZXhlZJJ/bTszk4LMLFIuRGKiNaWgILPUc5fGyDEVm2awMpFSj1pdud0s4PhqgjLOkxOfhk2b\nTmRn5qBzssDLu4D+jhq+3VsIx1fTtf24ux5HpyvCs2kN/to/GamHkhJDYnCdTiL1evR6CAwI58yR\n07To0IpWHRoggE4t/o/MgoJyab1m/F9aexEzsxu+9+aJkpDeczBPlPR86mNOHfsfMek7ca5nj6dN\nG9yNxn3NyheoZRNFco2GtN4+n9Ce7+Ch1rAqP5leehU1MnNxBzSmsKYQ7J2cKG7qSo21L7Fz9FI+\nGD/x+jmfXrSIuHRDQpKN++KICK7NT1+l882SJGy+7cPZwYdw1uWRZjacYweXo1arUXi0UAz8A3I2\nJASdTndHp3/+mWd4athwTv28krzMLJASKzs7rG1tsLa1xdbWFjvjq5adHVuXLMPc3IFnn9lX6Zql\n1N+7UgVjeABaud0sODOS1B/3Y/9aO7pu6sNB38/QRSWjTkllqbY2ab8HEvxSL7qW0jZg32rOHDtC\nTW0qJTlZ5OrNGPP0d6TGFFLPtT6bdjwDwJaNl1myKJ0Ll0+RatcQ+23H6dr3Ak+PMYzApbw17s6o\nzXvxLy7EV6Pl9yd73nHeS2npWFjcCE8x6qmfbtnfpsNE4gLDiVflEnVlNfWiDzGwy1uUpMZjkwhR\n6bGc6zEHTVQsKWoHJtvXY3BbHxbv3YROV0SXBuAYAc27teBgRgSRfgt5us6N+EqbTu+iVetsioPB\nY+Qy0rK8ycw6yoTpHbG2DUHf533MEq8SFmXB8t8mKMb9EUUx8P+A0jr98KHDiIuLQ6VSYWtri5mZ\nWZnz8cXFxXz3f99Qt64rv/zSgcaNB9Oo0XA8PHpjYnJ/yYm3/jWBC5cu0djDA79Byx7oeiqDhzGC\n97ZtQNCkJxBJMRz0+YzssHm0tR7P4VG5dPotnvwXuuLt2LTUtsFBkWgLnBhZcJYVWgsc6mmYub0L\nC/sfIj8l6nq9JYvSCfBfDS16wsq9pIztybgfrfhr9hmGPNUC/8AYWu5YSu0cJ64WQJzWjK6HZrKr\n02fsCQ9jV1ggfbx8wBSWhu7kbLoKE9O7xx/K0zpg6ulCywXjOdp3HicO/hcTSzXn883wcilg++qL\nzJ4CJ07GM/b59wDw2LYe8+awYD30HwnBxRF8sLc1Xw8+TScXP47ERbMzKw6r3OP8tbKEAeMEey+4\nUdRqOhzqT2bOJxQUvkczF1vORGgZ7OejzLc/wigGvhIob9YajUZzPYRqdHQ0GzduYs2ahWzePJ7G\njftSv/5QGjUaiLn5vQORhV+MJCfzAOEXu+N3t4r34fFQVJBHQXa6MRenHm75KwHD1IW8rdyQt1Mi\n0aPX6Sp9BN+1/Ti6AgeC1xAUfRwz+Rl5Zo3pujKcQcMLcQqNp237j0tt692qAWeOHWGdtjaFJmpi\nw3Us7HeU2PMaPJvc+BwnT7UHxhEZn0T82J44pkWwepIlT4/pzIjPltGiXy3e3d6eef1PkGBVixrd\nWnCw61fkxunYZRrIgq6XmR0A1IS1v2bg4+dOxKW7+463ce7D9oCfOPbkZ2iTsrgat5Vu/WeSdWkj\np2LP0GuopCAB6jg0JigyjLBLgVDHlaTLVxg4ToWnY0cK1Fq+Hnwab43BTXNnVhzWa18ivusFhj2X\nSFRUCSUmElJ2oa6RRTfVHKxdJX8e+ruCPh2FqkQx8NUEd3d3Xn99Oq+/Pp2kpCS2bPmL339fy+LF\nU6hXzwd396E0aTIEW1u3UturZAZm1n6o5P25aRbmZpU6dSOlZOEQh3IeRZT25/o+R8fSHzhWNN29\nx9Dd+4bHzK8r3uTP/WmkZNjRtlPpbbr2GEfXHoa5+VWrZhIVFUE9l758/rUTg4fd8JAZPKye8X0r\nY4nB++V/PxwB4PK5Aub1P4FpoiV56enoi06Sl6TF0iSJiw6WjNtbm4ktDSP40c9kEh2TiYtr6b8q\nAOLCD1ByciNmRanodDpEchIq7xoUm2kwaTqeNH0etYvN+WSCwfvqt12/sMT3Mt23OyEaulJX04ih\n3oZMUmO4kVGqr40LO0cvpbV9I3Kv5pNT25YGgz2JWXEMJ3EBn64t6DNu6n3dd4Xqi2LgqyE1atRg\n4sQXmDjxBXJycti5cyfr1m1i2bL3cHDwwMNjKI0bD8XZuen16Z/2rUYTHHQA71Z3Szl3qxvNxWM7\nWPPOIMwtSg/NcI2RI9+naVPff3hVD5927UcTGHgAH5/u964MjBo1jy++GIaldRCDh028Z/0zp+N4\n85VNAGS8MRUhBK0W/kle/JOYZyxjcE9TpLBm9B+NWf1UBIuz05jg7MLaQdMQez6k/8DhZR476+RG\n1qYHMdq+FaSAbX0tffZ4s3T0TlJwosuRj0kc+u31+kEZxTQ41BATy2w+3tKaz/oF4hnuTCtPr1uO\n28nFHXVWPv7nNvP32ELcvs8mR3WAJiIeu5p1WLCq8p8FKTw8FANfzbGysmL48OEMHz6c4uJiAgIC\n+OOPTWzYMBApTWnUaCgNGw6l8xOz6drj7r7baWkXyUy6cv19UX4O/QcO4a/Nf5TZ5tChQ/j5DUar\ntcLDo81D9Wn/p3h5dcDLq0O562s0WurUacLeHUGUlOgwMbn7g8W+nb4DIGrutOtftB72ydhrfsTe\nSrC++zi2RUfw01MnOZehw3PPSywbv5Qh7u6YqFTo9aU/9I6LPECWSQZDzdxxbmtwSbx0+le+7Hue\nokg9jvXrcrjzezTMU13/QZFaw4Jm++Zzuuc7zHTaimmanp8sN7L4NgMPcCAwENf4QvqsVGOvKUB3\n5CJP/uc1Ply06I66Co82ioF/hNBoNPTo0YMePXrw7bf/R1BQEBs2bGLduleIiDiHSqVGpVIhhOr6\n35u38/MNuV+/GVkLgOLCAvz87p4+rUuXLixd+l9mzXqbc+caMHDgW5iYmFb6tVYVo0Z9yMKFT9K/\n6w/sPlp2VM/zYYkUFhrm0N0db0QX7djUgx1ZF+ho0xiAAe6N+CriKO61VKQ5TqRRwybQHkzUavLy\nSneNzbq0kW3Doxnt3woXT+OvDw0c2zSf4TmF/J4WibmNFs/6N9ZauGVJQnvMwSo0GX2annESVueV\nnmCtu48PBwIhuuQqdt7WZF7MVoz7Y8p9J/y47xM8guGCH0WKi4vR6/V3fel0OgoLC9Fqtdfb2dvb\n3/K+LHJzc3nmmec4cuQE48d/hZVVeefnHz0WLBhEYWEuGbLsOPgR55No7/klnjWcGObtaXCRRBBo\nEsPL2735b/9gOurq4mRpzlcRCbheiuWIZRr9ipzZ8dEr2Lz9GV17TKJDB8M0zekDKygI/pusmp5g\nCtaFYWSZemJqUxcpJeapu5jmlcTs7bBgEXy22pysizX4vwnP36Jr2oIFqPSF5JWAxlLDi37D7pim\nucaMgG+YubsbC3sf5Pju9Aq7fwoVQ0WEC1YMvMJ98eqr/+H777/Dx+cp+vSZjFqtqWpJFc7ate8S\nHh5wVwNfUlKCs+k7WFlpMTe/8YumxNwUxwaWpEbmkhmbhk4neXdwXxbvO48+FwY2d2Ziew/eX7We\nTGsHapZkUGilIdtW8Gl6IfPSBCHWdiChRGopMnXHtOgyNiILe5WKS9ke2Luk4OqeTXRwFsuemBUu\nQwAAF1RJREFUewMrc3NUQrAiMIDdWbEQGovGvgSbBlYk51jwavOedHJxv65x0bZtXCnJJMGyAAdN\nDkWpEB6UUpm3VOEBeCjx4IUQWuAAhjTxJsB6KeWHQgh3YA1gD5wCnpFSVp90RAqVwnffLaZ161ZM\nmjSJ06e38tprqx670Xxk5HHqupd+TVs2RrBk0XkmT21Cuv4zY5lhEdTkqfYs2ZdOwMur6frfcZz/\nfQspJVp+yBdYm9tyJWc48fm7+G7vCTQO7RCZYdjXLKGooASVNOd5CztsGlhhnaYjJ80etaUDwsQO\nU1NwHdCIxAP5FEe449pwLbO3dWVB74M8+bkhmbVKpcK5nQcdAudzvOMcatmmMmNHZ76cncZ/A09w\n+FQINhYWqFUqNh47Ru3enrTb9TmnBnzI919+/tDurcLDpVwjeCGEhZQyTwihBg4B04A3MBj7dUKI\nH4AgKeUd2ZmVEfzjiZSSF16YyKVL+fToMbmq5RAdd4S4rJ242PTF3aUMn0ggLCaIwOQwfJy98HJr\ndcf+7OwUvvpqJIdDptO0ee079g/q8RcB/r1wdPuDxcs6cfZgBF99nEe+7ihae19sHC+Tlt0Qu5Jg\nTNVFJDVqjW7pXlQj2iHD87GunYaZiSQpxgm1eT4l0y/R/zeItXIjz7wE7x6WhOzPQWbmEJ/bENfW\n7sQHR9HixyGkrw4h/ZQVpupzuLgkUbvrSJo9/TIb+/Sl5OIVsmtag2ttLE0dKEk4h52rKekF5jgW\nppEQb05Gru56tFP3Lp6UWAkyQ3RMnfQ8H39w72imCg+Xhz5FI4SwwDCafwX4C6glpdQLIToCH0gp\n+5fSRjHwjylXrlyhZcvWDBnyDvXr35H066ERFhPEufgfef/vBiwdnU0Xr/fLrLvs4EJMm2opCi1k\nQrcbQdp2+W8iPPoIzV1CyUkuwb5hPZIL8shL1PL+x76cvxDD5kNxWGZC4KF8HNyysXISOCXm0jBG\nsNGmDd6/9CT6yw2kNA7Cfk9HspLT0Ft4YeMahVdWFOfiVtCox8uEH61JXuZTINbT3/0sl1LgiULY\n374WHwe0Z17PQBzI5mpRDT4J8ObdXmFcPqWnIMMcEDg2sWdm+Jbr2lda2vFUHhz2dSSpGMYGRLJ2\n9nTsejmiX7iEuS45LDyqxfSZ1zm3ai11S5IILdEiG7iRGdwWS10U6Sl7K/MjUngAHkrSbeOJVEKI\n00AChgB1kUCGvLFCJhYo3/JNhceGunXr0rdvb0JCqtY4BCaHETnqUz4cGImLTd+71q1ZdAHbs0cp\nNL3KgeA118uPXQyloUcK+9fn4FGvhLzoBObubQVWxSxZdJ7Nh+Jw//M9Qs4VIXXPkJ9uh74E+r/Q\nniDbArwcA3H97VdqxEfBn11JjxXo9S5Y1krHMzuCI2NzaFbjeWKjTbCyTQKxDlO7LEJ1jhQXqbjo\nCAWxRbzT+QT5SblEJ2pJS9Uxt9MZMhL1FGc3ADTACFLP37qYrahOLVZrIToun5QYHWF/76Bln0Fk\n7EnFsvd/WHhUy8w2hWRvXkXH1i74j8xF1dAFr9kDaNh6JzVr3pkJS+HxoFxukkZD3loIYQNsBEp7\nLF/mMP2DDz64vu3r64uvr+99iVSovtSvX5/ff/+MQYNeR6Uq2288Pv4CBw+uJDMzFheXZkRHh9Cg\nQXuuXj3P+PGfYWpq/sAafJy9CNywlWa1J+Hucue0yzV++P1tkq0bYJkdS4+gdzjT/S3Enl/Rq4ci\n069wNtYEnw98uZiZjJtVFh90O0V+kppn5tUnJs6CzUM+ok0rEwL2/UpeZhdEVAAd2rtQ4OdGnjAj\n9mQE6Tb1UWdYodO3QhYuoDC+J5FaFT7LoMShBknnLuLh4UGi/ux1XVs3buTTGVNpKtLw7f0isz66\n8+FuvYaduBJZDKwHVSoJZ0M5tGgJQavXUZRryHWfcuQKzzz7LBuemcLTW9cyesH/AXCwBD74YxnZ\naj2ayCj8olwoiUsk5fOVfLi9NZ8PUAx8dcDf3x9/f/8KPeZ9e9EIId4D8oCZ3DpF876U8o7cccoU\nzeONTqfDysoaT8/u9O8/Fa3W4o46ycnRfP/9BHr06MmoUSPJzMwkPDyc4OAQTp06CcDcubsqPSjZ\nh5vew7qOE00v7iLWVEuJWx1aWMRwbKclWTmTUFmuQt3GBev4izzZvQdqtQlXrkQTePQ47TrWpVuP\nenwwexsGfwNnIJnn+tjxS/sk3or2ICKrhMirggtJVpTEW6HVaFCbXyE33bC4LDY2lk8XfMrU16bS\nuHHjB7qG48eP06HDrYu35s2bx9y5N+LXr1q9iqfHP81/ju3Frb1h6mz/iI5owsJ5rSV8m+pF5x1H\niNyzjfN/LOHyvkguhV5WMjNVMx7KHLwQwgkollJmCiHMgR3AAuA5YIOUcq3xIesZKeUdgcoVA//4\nk5GRQb9+Azh27CgvvLAYFxfPW0bzP//8H+rUseLo0aN3tI2MjKRhw4a4uDRgxIiPsbOrVWk652//\nhNa1Sghs5o/HsSY03zWP4wPmkXP4AkLWZ+7cl3n99VfQaG51/UxPT8ff35+9+3aSmprCb6vXAzB2\n3Fj+Wv8bXo7w2hcj+OyzS5wNHkJd93UMGmHLzgOhxIZlU5BtWBC1efNmhgwpO79recnLy2PWrFmo\n1Wq+/PLLUqOavvfRh3y3ZAkvHd6Bfb26HB3QiQ1twhi8GpIdPBl+0vBZ6PV6vm/ZlnYd3Zg05k0G\n9Prn+hQqhodl4FsAyzHM16uAtVLKT4QQ9bnhJnkaeFpKecfSOcXA/3v48cefmD9/AdHRkfTt+wo+\nPsO5ciWE5ctfZ/v27fTr16/UdlJKvvjiSz79dCFPP/01Dg6VE5wsLCaIE+f/pm7qMS6oTNC51aHw\ncjpD+rdg+df3Hz1Rr9djbW1NXp5hiqRhE1cunpdAMlBUapuNmzYy9Ml7p2esCJ557jlWrliB78xp\neHZqSfwPnxN+KYFabkWIRn0ZsMQQVvqPkV14a50Ha19MZ/1PBx+KNoV781AeskopQ6SUbaSUraSU\n3lLKT4zlUVJKHyllYynl6NKMu8K/i0mTXiQq6iKrV6/G3/8n5s3rzfLlr/Pmm2/Sp0+fMtsJIZgx\n4y1mzXqTv/+uPJ9sL7dWPN3rbey9XuVqqJ7k3bY0ql2HMYNefqDjqVQqcnNzOXjwICqViovnY4E4\nrhn3tWvXIqVkxswZ19tI/cMb7Lzw/PMA+C/8hhNb9tJ5xxHMakjsW9Ym/awhqFjIxv1cPqpl9aDD\n5IVfucvRFB5FlJWsCpWCXq9nw4YNWFhYXE9afi8yMjKwt7fnxRd/wMXFs0L1SCm5eDGQo0d/w8Sk\nmJUrl9O+ffsKO75eryctLQ0nJ6dbMjsBnDp1it17djNs6DAaNWpUYecsL05OTpSYaphzNZxFfbvQ\nZuf7HO/5HjnJTciLSUGfGYCDrS9azWlOBodTu/ad/v8KDx8lVIHCY8eiRYuYNm0as2f/hVZ79zDG\ndyMzMwlra0eEEISG7icwcA3m5iZ8+OG7jBw58l+Vgm7hwoXMmjWLV/76lcAvPiZBqyUt3Amtc228\nTLeQmqAjPbcGxWZt8KiZycnAXVUtWQHFwCs8pggh8PEZQf/+rz5Q++LiAubPv+HQ1by5NwsWzGfg\nwIH/Sk+R2XPf5M8Dq7BQ2+HmrOPiFXPCz9vSrmkIR9Zn0m2kDWdPNyUj7wiY9mHDH7OVNH3VgIe2\n0ElB4WGyfft2wsL2EBFxp9fNvQgN3X+LcQc4ceIYfn5+/0rjHhUVxfK1q8nJbEWUyhLd7/PJdAAb\nk3QiLlrTeYQdifF6zBzTUTtOpKFHJJ9/+11Vy1aoIBQDr1Dt6NevH1u2bGLNmrnExoaWq41OV0Jg\n4AbWrfvgetnp06eRUpYrHPLjSp06dUiI9iAmeDuZGU042Otz6roIHDwakZtek3MhTSm2bU7v7xfS\nptEGnuoVhaM4VtWyFSoIxcArVEu6d+/O4sXf8tdfnxEfH3HP+oWFuWzffiOF3cmTJ2nVquxVrf8W\nNBoN1jUS6eDqiEVCCBmBn3L8D0dyrl7Bd8YA3sn6mymnttNi0BO4etZmwTug0+dWtWyFCkIx8ArV\nlilTpjBnzgyWLn2J+PgLd61rbm5Dly7jAfDz86NNm6oLfladUKlUeKkSCXw2DS8uYcI83Npb8XrM\nXnp88tYtdWuPm0Ofl+sRcL4uU2fNryLFChWJ8pBVodrTokVLzMzq4+c3vdT9ubkZfPHFsOvvdTod\nKpUydrnGS8+9QMjeP8iycQQtPHfqdJl13282kQKf9ZgdGEL+xT8fokqF21Eesir8K+jUyYeCgrQy\n999uzBXjfitLl/9MhGVnQn0ucaWoGUt6TCZk485S63YY0RbTgKFo8i6UmRRc4dFB+U9QqPaMHj2a\nyMhTJCVFlbrf3NyG99/f95BVPVp8/+k0tLt9KblyEqfMQI4u/KbUen4fvsJH53/B1kHFkSNHHrJK\nhYpGMfAK1Z5evXoxdep/OHx4ZVVLeWQZNaw/zw1ognfDBAK3RlODEL4c+CIhO/ffUVcIQb3unTl5\n8mQVKFWoSBQDr/BI8NZbbxEWFsDevT9TVJR/17oZGRl33f9vZcqUKYRFSHz8TAk5O4CkFC2H/zpQ\nat3i7BxsbGweskKFikYx8AqPBE5OTixc+DkHD/7KokVj2LfvJ+Liwm+p07PniwC89957VSGx2tOq\nVStemzaHzDxP9DZHaGh3GLOEO5N9XN61BYuYbWRmxFSBSoWKRPGiUXjk2LRpE99+u5i9e/dQp05D\ncnMzcXHxomvX8SxdOplatWoRHx9f1TKrLampqXQZ24Z5O1vy/oCzPL/thldN+J7dHFz0EV8+fYGN\nG+uybPX5KlT676YivGgqN4WOgkIlMHToUIYOHcqVK1c4ceIEFy5cYMuWv1i6dDIA06e/UcUKqzeO\njo4UJQje7RuE2tz9ln1ndv2F1+a5vOs3h5ZSMQ+POuVJ+OEKrABqATpgqZTyWyHE+8AkIMlYdY6U\ncnsp7ZURvEKlI6Vk8uTJvPbaa7Ro0aKq5VR7kpOT2b17N+PGjWPgwo94YsZUwDCC3/7Jh9hGRrD4\n+9X08ht2jyMpVBYPK6NTLQy5V4OEEFbASeBJYDSQLaX86h7tFQOvoFBN2b17N8NGjWLm5WC01taU\nlJTwjsYJMHxpKlQdD2WKRkqZACQYt3OEEGHAtZxq/77wfAoKjxG9e/cmJz2d//YYzNWTQVhbQYfW\noNY2q2ppChXAfXnRCCHcgVZAoLHoVSFEkBDiJyGEbQVrU1BQeAjMmvsOV08GAeDVCAK3QrdOzlWs\nSqEiKPdTFOP0zHpgmnEk/z3wkZRSCiE+Br4CJpbW9oMPPri+7evri6+v7z/RrKCgUE6klEgp7wjf\nUFBQwOLvv2PmWzOoX7/+tekAwiLgrU+7MmDw1CpS/O/F398ff3//Cj1mudwkhRAmwF/ANinlHWuc\nhRD1gC1SSu9S9ilz8AoKVcSLL77IqlWryM83LA5zdHQkIyOj1Dgz06dP5+uvv37YEhXK4GG6Sf4M\nhN5s3IUQtYzz8wDDgbP/RIiCgkLF88033zB8+PDr7x2dHElLS8PExIR58+bRsmVLunfvjqXlg+e/\nVai+lMeLpgtwAAgBpPE1BxiHYT5eD0QDk6WUiaW0V0bwCgoKCveJknRbQUFB4TFFiQevoKCgoFAm\nioFXUFBQeExRDLyCgoLCY4pi4BUUFBQeUxQDr6CgoPCYohh4BQUFhccUxcArKCgoPKYoBl5BQUHh\nMUUx8AoKCgqPKYqBV1BQUHhMUQy8goKCwmOKYuAVFBQUHlMUA6+goKDwmKIYeAUFBYXHFMXAKygo\nKDym3NPACyFchRB7hRChQogQIcRUY7m9EGKnEOK8EGLH45p0u6JzJD5sHmX9j7J2UPRXNY+6/oqg\nPCP4EuANKWVToBPwqhDCE5gN7JZSNgH2Am9Xnsyq41HvJI+y/kdZOyj6q5pHXX9FcE8DL6VMkFIG\nGbdzgDDAFXgSWG6sthwYWlkiFRQUFBTun/uagxdCuGPIw3oUqHktB6sx+bZzRYtTUFBQUHhwyp2T\nVQhhBfgD86SUm4UQaVJKh5v2p0opHUtppyRkVVBQUHgA/mlOVpPyVBJCmADrgV+llJuNxYlCiJpS\nykQhRC0gqTIEKigoKCg8GOWdovkZCJVSfnNT2Z/A88bt54DNtzdSUFBQUKg67jlFI4ToAhwAQgBp\nfM0BjgG/A27AFWCklDKjUtUqKCgoKJSbcs/BKygoKCg8WlTYSlYhxAghxFkhhE4I0eam8vZCiNM3\nvYbetK+/ECJcCHFBCDGrorQ8CHfR31sIcUIIcUYIcVwI0eOmfW2EEMFG/f9XNcqvaylLv4NxoVq2\nEGLRbW2qvX7jvreFEBFCiDAhRN+byqtN/7kZIYS3EOKwsc9sNjooXNtX6rVUJ4QQLYUQR4z/r8eE\nEO1v2rfIqD9ICNGqKnWWhRBijRDilPEVJYQ4ddO+R+H+v2bs1yFCiAU3ld+/dillhbyAJkAjDIue\n2txUbgaojNu1gEQMXywq4CJQD9AAQYBnRempQP0tgVrG7WZA7E37AoEOxu2/gX7VUL8F0Bl4CVh0\nW5tHQb8XcBqDQ4C7sc+I6tZ/bruWY0BX4/bzwEfG7aalXUtV6y1F/w6gr3F7ALDPuD0Q2Grc9gGO\nVrXWclzLF8Dcu/WlqtZ4m15fYCdgYnzv9E+0V9gIXkp5XkoZgeGf7+byAiml3vjWHLi23QGIkFJe\nllIWA2swLJ6qEu6i/4w0+PkjpTwHaIUQGqPnkLWU8pix6gqqcLHXXfTnSSkPA4U3lz8q+jH0iTVS\nyhIpZTQQgaHvVKv+cxuNpZQBxu3dwFPG7SGUfi3VDT1wLfSIHRBn3B6CoZ8gpQwEbIUQNR++vPti\nFLDauF1WX6pOTAEWSClLAKSUKcbyB9L+UIKNCSE6CCHOAmeAl40G3wWIualarLGs2iKEGAGcNhoU\nFwyar1Ht9d/Go6L/9n4SZyyrzv3nrBBisHF7FIaV31D2tVQ3Xge+EEJcARZyIwzJo6IfACFENyBB\nSnnJWPQo6G8MdBdCHBVC7BNCtDWWP5D2cvnBX0MIsQu4+RtbYPCqeUdKuaWsdsZRYnMhRBNghRBi\nG3eO1DAeq9J4UP3Gts2AT4E+N7W9nWqrv7TDlVJWHfWXpbO0wclD8xi427UALwDfCiHew+BOXHRT\nndupEi+He+jvDUyTUm4yDmp+xtDvHwn9N/WlscBvt9W5nYeu/y7a52KwyXZSyo7GZx/rAA8eUPt9\nGXgpZZ9717pr+/NCiFygOYYRV92bdrsCV//J8ctx/gfSL4RwBTYAzxh/HoFBv9tN1aqt/jJ4VPSX\npVPwkPvPzZTjWvoBCCEaAX7Gsod+z8vibvqFEL9KKacZ660XQvxk3PVI6AcQQqiB4cDND+yrhf57\n3PuXMdgapJTHjU4HjjygvaysKZrr3zZCCHfjzUYIUQ/DT5Bo4DjQUAhRTwhhCozBMNqpDtys3xb4\nC5gtpTx6rdw4L59lnH4SwLNUn8VeZa0evl7+COn/ExgjhDAVQtQHGmJ4iFlt+48Qwtn4V4VhVPZf\n466yrqW6ESeEeAJACNELw3wvGPQ/ayzvCGRIYzyqakgfIExKebMRfBTu/yagF4AQojFgKqVMxaB9\n9H1rr8Cnv0MxzBHlA/HANmP508BZ4BRwAhh8U5v+wHkMHWh2FT+9Lkv/O0C2Uf9p499rT7bbYlgA\nFgF8Ux31G/dFASlAFoZFaZ6PmP63MXgNhGH07qhu/ee2a5lq1BUOzL9tX6nXUp1eGLyuThj7+xGg\n9U37Fhv1n+Emb6fq9gKWAS+VUl6t7z8Gj7Bfjf+XJ4An/ol2ZaGTgoKCwmOKkrJPQUFB4TFFMfAK\nCgoKjymKgVdQUFB4TFEMvIKCgsJjimLgFRQUFB5TFAOvoKCg8JiiGHgFBQWFx5T/B9CK9D2+aDId\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115cb9cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = states.plot()\n",
    "wafflehouses.plot(column='score', ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The actual spatial join"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Is the CRS of the states the same as the CRS of the Waffle House locations?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'init': 'epsg:4269'}"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "states.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'init': 'epsg:4326'}"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wafflehouses.crs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### If not, we'll force them to match using `.to_crs`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AFFGEOID</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>NAME</th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>STATENS</th>\n",
       "      <th>STUSPS</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0400000US01</td>\n",
       "      <td>131173688951</td>\n",
       "      <td>4593686489</td>\n",
       "      <td>01</td>\n",
       "      <td>00</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>01</td>\n",
       "      <td>01779775</td>\n",
       "      <td>AL</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0400000US04</td>\n",
       "      <td>294198560125</td>\n",
       "      <td>1027346486</td>\n",
       "      <td>04</td>\n",
       "      <td>00</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>04</td>\n",
       "      <td>01779777</td>\n",
       "      <td>AZ</td>\n",
       "      <td>POLYGON ((-114.816294 32.508038, -114.814321 3...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      AFFGEOID         ALAND      AWATER GEOID LSAD     NAME STATEFP  \\\n",
       "0  0400000US01  131173688951  4593686489    01   00  Alabama      01   \n",
       "2  0400000US04  294198560125  1027346486    04   00  Arizona      04   \n",
       "\n",
       "    STATENS STUSPS                                           geometry  \n",
       "0  01779775     AL  (POLYGON ((-88.053375 30.506987, -88.051087999...  \n",
       "2  01779777     AZ  POLYGON ((-114.816294 32.508038, -114.814321 3...  "
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert CRS to match\n",
    "converted_states = states.to_crs(wafflehouses.crs)\n",
    "converted_states.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'init': 'epsg:4326'}"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "converted_states.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'init': 'epsg:4326'}"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wafflehouses.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### And now we can join\n",
    "\n",
    "Open up Terminal and run\n",
    "\n",
    "* pip install rtree\n",
    "* brew install spatialindex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>location</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>score</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Waffle House-Duluth,GA</td>\n",
       "      <td>33.991269</td>\n",
       "      <td>-84.153232</td>\n",
       "      <td>8</td>\n",
       "      <td>POINT (-84.15323199999999 33.991269)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Waffle House-Biloxi,MS</td>\n",
       "      <td>30.393627</td>\n",
       "      <td>-88.942691</td>\n",
       "      <td>3</td>\n",
       "      <td>POINT (-88.942691 30.393627)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Waffle House-Pearl,MS</td>\n",
       "      <td>32.269078</td>\n",
       "      <td>-90.135180</td>\n",
       "      <td>3</td>\n",
       "      <td>POINT (-90.13518000000001 32.269078)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Waffle House-Memphis,TN</td>\n",
       "      <td>35.155903</td>\n",
       "      <td>-89.885466</td>\n",
       "      <td>2</td>\n",
       "      <td>POINT (-89.88546600000001 35.155903)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Waffle House-Lumberton,TX</td>\n",
       "      <td>30.242025</td>\n",
       "      <td>-94.195967</td>\n",
       "      <td>2</td>\n",
       "      <td>POINT (-94.19596700000001 30.242025)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    location        lat       long  score  \\\n",
       "0     Waffle House-Duluth,GA  33.991269 -84.153232      8   \n",
       "1     Waffle House-Biloxi,MS  30.393627 -88.942691      3   \n",
       "2      Waffle House-Pearl,MS  32.269078 -90.135180      3   \n",
       "3    Waffle House-Memphis,TN  35.155903 -89.885466      2   \n",
       "4  Waffle House-Lumberton,TX  30.242025 -94.195967      2   \n",
       "\n",
       "                               geometry  \n",
       "0  POINT (-84.15323199999999 33.991269)  \n",
       "1          POINT (-88.942691 30.393627)  \n",
       "2  POINT (-90.13518000000001 32.269078)  \n",
       "3  POINT (-89.88546600000001 35.155903)  \n",
       "4  POINT (-94.19596700000001 30.242025)  "
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wafflehouses.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AFFGEOID</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>NAME</th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>STATENS</th>\n",
       "      <th>STUSPS</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0400000US01</td>\n",
       "      <td>131173688951</td>\n",
       "      <td>4593686489</td>\n",
       "      <td>01</td>\n",
       "      <td>00</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>01</td>\n",
       "      <td>01779775</td>\n",
       "      <td>AL</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0400000US04</td>\n",
       "      <td>294198560125</td>\n",
       "      <td>1027346486</td>\n",
       "      <td>04</td>\n",
       "      <td>00</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>04</td>\n",
       "      <td>01779777</td>\n",
       "      <td>AZ</td>\n",
       "      <td>POLYGON ((-114.816294 32.508038, -114.814321 3...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      AFFGEOID         ALAND      AWATER GEOID LSAD     NAME STATEFP  \\\n",
       "0  0400000US01  131173688951  4593686489    01   00  Alabama      01   \n",
       "2  0400000US04  294198560125  1027346486    04   00  Arizona      04   \n",
       "\n",
       "    STATENS STUSPS                                           geometry  \n",
       "0  01779775     AL  (POLYGON ((-88.053375 30.506987, -88.051087999...  \n",
       "2  01779777     AZ  POLYGON ((-114.816294 32.508038, -114.814321 3...  "
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "converted_states.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11fa70128>"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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Onz9PXFwcHTp0yN4Fv8U8fvyYatWqUrmUFyWLpA3LnR4vw7UL8deuXcPDwwMrKytjipjr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\nQ/0/SqI7sQOVwQkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11fa662b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "converted_states.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x121714e80>"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nqFy3miOiw+nomsblK9X0T7yNqCIdgpMZbGlDe3M/Li+7mgen4/fYYsGvWl3d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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1217142b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wafflehouses.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>location</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>score</th>\n",
       "      <th>geometry</th>\n",
       "      <th>index_right</th>\n",
       "      <th>AFFGEOID</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>NAME</th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>STATENS</th>\n",
       "      <th>STUSPS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Waffle House-Duluth,GA</td>\n",
       "      <td>33.991269</td>\n",
       "      <td>-84.153232</td>\n",
       "      <td>8</td>\n",
       "      <td>POINT (-84.15323199999999 33.991269)</td>\n",
       "      <td>9</td>\n",
       "      <td>0400000US13</td>\n",
       "      <td>1.491698e+11</td>\n",
       "      <td>4.741101e+09</td>\n",
       "      <td>13</td>\n",
       "      <td>00</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>13</td>\n",
       "      <td>01705317</td>\n",
       "      <td>GA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Waffle House-Biloxi,MS</td>\n",
       "      <td>30.393627</td>\n",
       "      <td>-88.942691</td>\n",
       "      <td>3</td>\n",
       "      <td>POINT (-88.942691 30.393627)</td>\n",
       "      <td>18</td>\n",
       "      <td>0400000US28</td>\n",
       "      <td>1.215299e+11</td>\n",
       "      <td>3.930506e+09</td>\n",
       "      <td>28</td>\n",
       "      <td>00</td>\n",
       "      <td>Mississippi</td>\n",
       "      <td>28</td>\n",
       "      <td>01779790</td>\n",
       "      <td>MS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Waffle House-Pearl,MS</td>\n",
       "      <td>32.269078</td>\n",
       "      <td>-90.135180</td>\n",
       "      <td>3</td>\n",
       "      <td>POINT (-90.13518000000001 32.269078)</td>\n",
       "      <td>18</td>\n",
       "      <td>0400000US28</td>\n",
       "      <td>1.215299e+11</td>\n",
       "      <td>3.930506e+09</td>\n",
       "      <td>28</td>\n",
       "      <td>00</td>\n",
       "      <td>Mississippi</td>\n",
       "      <td>28</td>\n",
       "      <td>01779790</td>\n",
       "      <td>MS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Waffle House-Memphis,TN</td>\n",
       "      <td>35.155903</td>\n",
       "      <td>-89.885466</td>\n",
       "      <td>2</td>\n",
       "      <td>POINT (-89.88546600000001 35.155903)</td>\n",
       "      <td>48</td>\n",
       "      <td>0400000US47</td>\n",
       "      <td>1.067977e+11</td>\n",
       "      <td>2.355189e+09</td>\n",
       "      <td>47</td>\n",
       "      <td>00</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>47</td>\n",
       "      <td>01325873</td>\n",
       "      <td>TN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Waffle House-Lumberton,TX</td>\n",
       "      <td>30.242025</td>\n",
       "      <td>-94.195967</td>\n",
       "      <td>2</td>\n",
       "      <td>POINT (-94.19596700000001 30.242025)</td>\n",
       "      <td>49</td>\n",
       "      <td>0400000US48</td>\n",
       "      <td>6.766335e+11</td>\n",
       "      <td>1.902599e+10</td>\n",
       "      <td>48</td>\n",
       "      <td>00</td>\n",
       "      <td>Texas</td>\n",
       "      <td>48</td>\n",
       "      <td>01779801</td>\n",
       "      <td>TX</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    location        lat       long  score  \\\n",
       "0     Waffle House-Duluth,GA  33.991269 -84.153232      8   \n",
       "1     Waffle House-Biloxi,MS  30.393627 -88.942691      3   \n",
       "2      Waffle House-Pearl,MS  32.269078 -90.135180      3   \n",
       "3    Waffle House-Memphis,TN  35.155903 -89.885466      2   \n",
       "4  Waffle House-Lumberton,TX  30.242025 -94.195967      2   \n",
       "\n",
       "                               geometry index_right     AFFGEOID  \\\n",
       "0  POINT (-84.15323199999999 33.991269)           9  0400000US13   \n",
       "1          POINT (-88.942691 30.393627)          18  0400000US28   \n",
       "2  POINT (-90.13518000000001 32.269078)          18  0400000US28   \n",
       "3  POINT (-89.88546600000001 35.155903)          48  0400000US47   \n",
       "4  POINT (-94.19596700000001 30.242025)          49  0400000US48   \n",
       "\n",
       "          ALAND        AWATER GEOID LSAD         NAME STATEFP   STATENS STUSPS  \n",
       "0  1.491698e+11  4.741101e+09    13   00      Georgia      13  01705317     GA  \n",
       "1  1.215299e+11  3.930506e+09    28   00  Mississippi      28  01779790     MS  \n",
       "2  1.215299e+11  3.930506e+09    28   00  Mississippi      28  01779790     MS  \n",
       "3  1.067977e+11  2.355189e+09    47   00    Tennessee      47  01325873     TN  \n",
       "4  6.766335e+11  1.902599e+10    48   00        Texas      48  01779801     TX  "
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# http://geopandas.org/mergingdata.html\n",
    "wafflehouses_with_state_data = gpd.sjoin(wafflehouses, converted_states, how='left', op='within')\n",
    "wafflehouses_with_state_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Georgia           416\n",
       "North Carolina    165\n",
       "South Carolina    163\n",
       "Florida           152\n",
       "Alabama           147\n",
       "Tennessee         114\n",
       "Texas             104\n",
       "Mississippi        87\n",
       "Louisiana          79\n",
       "Ohio               72\n",
       "Kentucky           63\n",
       "Virginia           50\n",
       "Arkansas           45\n",
       "Missouri           40\n",
       "Indiana            24\n",
       "Arizona            17\n",
       "Oklahoma           16\n",
       "Pennsylvania       11\n",
       "Maryland           11\n",
       "Colorado           10\n",
       "Kansas              5\n",
       "West Virginia       4\n",
       "Delaware            3\n",
       "Illinois            2\n",
       "New Mexico          2\n",
       "Name: NAME, dtype: int64"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wafflehouses_with_state_data['NAME'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Doing things with spatially joined data\n",
    "\n",
    "* What column do we use for color?\n",
    "* Add a legend with `legend=True`\n",
    "* Something is going to go wrong, though!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d9adfd0>"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jndeHuPDFmguM6FabZ/veEnz7T90gfE8aK7dfZlDHWvz96fr8uM5AVo5azM47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7Avy86X0Okf3NXiLjh+IucpG1MQ3XuQJOph4msF1r8jNz6NUugn+98V6V1+i2LIulHy9gyMSR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\naxpUKqWUUkqpWvv/8Efx96uRgwoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d5bf2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Need dropna because some wafflehouses are missing states\n",
    "wafflehouses_with_state_data.dropna().plot(column='NAME', markersize=10, figsize=(20,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What if we reverse the spatial join and make it 'contains'?\n",
    "\n",
    "How is this different than what we did before?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AFFGEOID</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>NAME</th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>STATENS</th>\n",
       "      <th>STUSPS</th>\n",
       "      <th>geometry</th>\n",
       "      <th>index_right</th>\n",
       "      <th>location</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0400000US01</td>\n",
       "      <td>131173688951</td>\n",
       "      <td>4593686489</td>\n",
       "      <td>01</td>\n",
       "      <td>00</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>01</td>\n",
       "      <td>01779775</td>\n",
       "      <td>AL</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>149</td>\n",
       "      <td>Waffle House-Tuscaloosa,AL</td>\n",
       "      <td>33.127149</td>\n",
       "      <td>-87.549124</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0400000US01</td>\n",
       "      <td>131173688951</td>\n",
       "      <td>4593686489</td>\n",
       "      <td>01</td>\n",
       "      <td>00</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>01</td>\n",
       "      <td>01779775</td>\n",
       "      <td>AL</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>33</td>\n",
       "      <td>Waffle House-Calera,AL</td>\n",
       "      <td>33.147916</td>\n",
       "      <td>-86.749224</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0400000US01</td>\n",
       "      <td>131173688951</td>\n",
       "      <td>4593686489</td>\n",
       "      <td>01</td>\n",
       "      <td>00</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>01</td>\n",
       "      <td>01779775</td>\n",
       "      <td>AL</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>148</td>\n",
       "      <td>Waffle House-Tuscaloosa,AL</td>\n",
       "      <td>33.165991</td>\n",
       "      <td>-87.551787</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0400000US01</td>\n",
       "      <td>131173688951</td>\n",
       "      <td>4593686489</td>\n",
       "      <td>01</td>\n",
       "      <td>00</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>01</td>\n",
       "      <td>01779775</td>\n",
       "      <td>AL</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>147</td>\n",
       "      <td>Waffle House-Tuscaloosa,AL</td>\n",
       "      <td>33.176447</td>\n",
       "      <td>-87.470757</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0400000US01</td>\n",
       "      <td>131173688951</td>\n",
       "      <td>4593686489</td>\n",
       "      <td>01</td>\n",
       "      <td>00</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>01</td>\n",
       "      <td>01779775</td>\n",
       "      <td>AL</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>146</td>\n",
       "      <td>Waffle House-Tuscaloosa,AL</td>\n",
       "      <td>33.177825</td>\n",
       "      <td>-87.524648</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      AFFGEOID         ALAND      AWATER GEOID LSAD     NAME STATEFP  \\\n",
       "0  0400000US01  131173688951  4593686489    01   00  Alabama      01   \n",
       "0  0400000US01  131173688951  4593686489    01   00  Alabama      01   \n",
       "0  0400000US01  131173688951  4593686489    01   00  Alabama      01   \n",
       "0  0400000US01  131173688951  4593686489    01   00  Alabama      01   \n",
       "0  0400000US01  131173688951  4593686489    01   00  Alabama      01   \n",
       "\n",
       "    STATENS STUSPS                                           geometry  \\\n",
       "0  01779775     AL  (POLYGON ((-88.053375 30.506987, -88.051087999...   \n",
       "0  01779775     AL  (POLYGON ((-88.053375 30.506987, -88.051087999...   \n",
       "0  01779775     AL  (POLYGON ((-88.053375 30.506987, -88.051087999...   \n",
       "0  01779775     AL  (POLYGON ((-88.053375 30.506987, -88.051087999...   \n",
       "0  01779775     AL  (POLYGON ((-88.053375 30.506987, -88.051087999...   \n",
       "\n",
       "  index_right                    location        lat       long  score  \n",
       "0         149  Waffle House-Tuscaloosa,AL  33.127149 -87.549124    5.0  \n",
       "0          33      Waffle House-Calera,AL  33.147916 -86.749224    6.0  \n",
       "0         148  Waffle House-Tuscaloosa,AL  33.165991 -87.551787    7.0  \n",
       "0         147  Waffle House-Tuscaloosa,AL  33.176447 -87.470757   10.0  \n",
       "0         146  Waffle House-Tuscaloosa,AL  33.177825 -87.524648    8.0  "
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# http://geopandas.org/mergingdata.html\n",
    "states_with_wafflehouse_data = gpd.sjoin(converted_states, wafflehouses, how='left', op='contains')\n",
    "states_with_wafflehouse_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1826, 15)"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "states_with_wafflehouse_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NAME</th>\n",
       "      <th>geometry</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      NAME                                           geometry  score\n",
       "0  Alabama  (POLYGON ((-88.053375 30.506987, -88.051087999...    5.0\n",
       "0  Alabama  (POLYGON ((-88.053375 30.506987, -88.051087999...    6.0\n",
       "0  Alabama  (POLYGON ((-88.053375 30.506987, -88.051087999...    7.0\n",
       "0  Alabama  (POLYGON ((-88.053375 30.506987, -88.051087999...   10.0\n",
       "0  Alabama  (POLYGON ((-88.053375 30.506987, -88.051087999...    8.0"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "select_columns = states_with_wafflehouse_data[['NAME', 'geometry', 'score']]\n",
    "select_columns.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial joins, option 1\n",
    "\n",
    "We need to use `.contains` to say \"find me all of the waffle houses inside of this one specific state\". We'll use `.sum()` to count the number inside, but you could also do something like `['score'].mean()` etc.\n",
    "\n",
    "This is slower than actually using `.sjoin`, but we're going to work with it for the moment."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First, let's try it with one state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AFFGEOID</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>NAME</th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>STATENS</th>\n",
       "      <th>STUSPS</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0400000US01</td>\n",
       "      <td>131173688951</td>\n",
       "      <td>4593686489</td>\n",
       "      <td>01</td>\n",
       "      <td>00</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>01</td>\n",
       "      <td>01779775</td>\n",
       "      <td>AL</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0400000US04</td>\n",
       "      <td>294198560125</td>\n",
       "      <td>1027346486</td>\n",
       "      <td>04</td>\n",
       "      <td>00</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>04</td>\n",
       "      <td>01779777</td>\n",
       "      <td>AZ</td>\n",
       "      <td>POLYGON ((-114.816294 32.508038, -114.814321 3...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      AFFGEOID         ALAND      AWATER GEOID LSAD     NAME STATEFP  \\\n",
       "0  0400000US01  131173688951  4593686489    01   00  Alabama      01   \n",
       "2  0400000US04  294198560125  1027346486    04   00  Arizona      04   \n",
       "\n",
       "    STATENS STUSPS                                           geometry  \n",
       "0  01779775     AL  (POLYGON ((-88.053375 30.506987, -88.051087999...  \n",
       "2  01779777     AZ  POLYGON ((-114.816294 32.508038, -114.814321 3...  "
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "states.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
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      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x114322a90>"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "states.loc[0].geometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# False = 0\n",
    "# True = 1\n",
    "# Count the number of states where the name contains \"New\"\n",
    "states.NAME.str.contains(\"New\").sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "147"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Give me the first state!\n",
    "state = states.loc[0]\n",
    "# Look at the wafflehouses...\n",
    "# are they inside of the state's geometry?\n",
    "wafflehouses.within(state.geometry).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# So for our first state, there were 147 inside of there"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now, let's try it with every state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AFFGEOID</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>NAME</th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>STATENS</th>\n",
       "      <th>STUSPS</th>\n",
       "      <th>geometry</th>\n",
       "      <th>wafflehouse_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0400000US01</td>\n",
       "      <td>131173688951</td>\n",
       "      <td>4593686489</td>\n",
       "      <td>01</td>\n",
       "      <td>00</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>01</td>\n",
       "      <td>01779775</td>\n",
       "      <td>AL</td>\n",
       "      <td>(POLYGON ((-88.053375 30.506987, -88.051087999...</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0400000US04</td>\n",
       "      <td>294198560125</td>\n",
       "      <td>1027346486</td>\n",
       "      <td>04</td>\n",
       "      <td>00</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>04</td>\n",
       "      <td>01779777</td>\n",
       "      <td>AZ</td>\n",
       "      <td>POLYGON ((-114.816294 32.508038, -114.814321 3...</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0400000US05</td>\n",
       "      <td>134771517596</td>\n",
       "      <td>2960191698</td>\n",
       "      <td>05</td>\n",
       "      <td>00</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>05</td>\n",
       "      <td>00068085</td>\n",
       "      <td>AR</td>\n",
       "      <td>POLYGON ((-94.6178329666013 36.4994141203285, ...</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0400000US06</td>\n",
       "      <td>403501101370</td>\n",
       "      <td>20466718403</td>\n",
       "      <td>06</td>\n",
       "      <td>00</td>\n",
       "      <td>California</td>\n",
       "      <td>06</td>\n",
       "      <td>01779778</td>\n",
       "      <td>CA</td>\n",
       "      <td>(POLYGON ((-118.604415 33.478552, -118.598783 ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0400000US08</td>\n",
       "      <td>268429343790</td>\n",
       "      <td>1175112870</td>\n",
       "      <td>08</td>\n",
       "      <td>00</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>08</td>\n",
       "      <td>01779779</td>\n",
       "      <td>CO</td>\n",
       "      <td>POLYGON ((-109.060253 38.599328, -109.059541 3...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      AFFGEOID         ALAND       AWATER GEOID LSAD        NAME STATEFP  \\\n",
       "0  0400000US01  131173688951   4593686489    01   00     Alabama      01   \n",
       "2  0400000US04  294198560125   1027346486    04   00     Arizona      04   \n",
       "3  0400000US05  134771517596   2960191698    05   00    Arkansas      05   \n",
       "4  0400000US06  403501101370  20466718403    06   00  California      06   \n",
       "5  0400000US08  268429343790   1175112870    08   00    Colorado      08   \n",
       "\n",
       "    STATENS STUSPS                                           geometry  \\\n",
       "0  01779775     AL  (POLYGON ((-88.053375 30.506987, -88.051087999...   \n",
       "2  01779777     AZ  POLYGON ((-114.816294 32.508038, -114.814321 3...   \n",
       "3  00068085     AR  POLYGON ((-94.6178329666013 36.4994141203285, ...   \n",
       "4  01779778     CA  (POLYGON ((-118.604415 33.478552, -118.598783 ...   \n",
       "5  01779779     CO  POLYGON ((-109.060253 38.599328, -109.059541 3...   \n",
       "\n",
       "   wafflehouse_count  \n",
       "0                147  \n",
       "2                 17  \n",
       "3                 45  \n",
       "4                  0  \n",
       "5                 10  "
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# You can use .contains\n",
    "# counts the true ones\n",
    "states['wafflehouse_count'] = states.apply(lambda state: wafflehouses.within(state.geometry).sum(), axis=1)\n",
    "states.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x125e68860>"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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o9ymd6m0b2I1XrzIvtb916xYzZvxIz54z8yRPYOA+njy5yPXr1/Va5HTjxg0G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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x123809e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "states.plot(column='wafflehouse_count', scheme='quantiles')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x127927668>"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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f/jM9eszIkjz+/vt59uwiN27cMGiT082bN/nkk/5cuHAe0Iba9vSsnmO/p6tX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\n+wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12791f978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "states.plot(column='wafflehouse_count', scheme='equal_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12acedd68>"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TpUqVxsOjHocPL+fgwcWaMnf3ukgkEp4+vUtYWBBOThVo2PATkpMTKFXKhYYNP8l3dERB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\nUUn5f8QKIIWdBZyOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12aced2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "states.plot(column='wafflehouse_count', scheme='fisher_jenks', legend=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Saving the results\n",
    "\n",
    "You want to look at this stuff in Leaflet, right? For that we'll need to save. Geopandas supports practically _every_ file format you could ever want."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "wafflehouses_with_state_data.to_file(\"wafflehouses.json\", driver='GeoJSON')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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