viz.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Visualization with Geopandas and Bokeh\n",
    "\n",
    "Referencing this tutorial: https://towardsdatascience.com/a-complete-guide-to-an-interactive-geographical-map-using-python-f4c5197e23e0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import json\n",
    "\n",
    "from bokeh.io import output_notebook, show, output_file\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.models import GeoJSONDataSource, LinearColorMapper, ColorBar\n",
    "from bokeh.palettes import brewer\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First I'll load up the shapefile that has the US States."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>state_code</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>US-MN</td>\n",
       "      <td>POLYGON ((-89.95766 47.28691, -90.13175 47.292...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Montana</td>\n",
       "      <td>US-MT</td>\n",
       "      <td>POLYGON ((-116.04823 49.00037, -113.05950 49.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>US-ND</td>\n",
       "      <td>POLYGON ((-97.22894 49.00089, -97.21414 48.902...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>US-HI</td>\n",
       "      <td>MULTIPOLYGON (((-155.93665 19.05939, -155.9080...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>US-ID</td>\n",
       "      <td>POLYGON ((-116.04823 49.00037, -115.96780 47.9...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "          state state_code                                           geometry\n",
       "0     Minnesota      US-MN  POLYGON ((-89.95766 47.28691, -90.13175 47.292...\n",
       "1       Montana      US-MT  POLYGON ((-116.04823 49.00037, -113.05950 49.0...\n",
       "2  North Dakota      US-ND  POLYGON ((-97.22894 49.00089, -97.21414 48.902...\n",
       "3        Hawaii      US-HI  MULTIPOLYGON (((-155.93665 19.05939, -155.9080...\n",
       "4         Idaho      US-ID  POLYGON ((-116.04823 49.00037, -115.96780 47.9..."
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shapefile = '/Users/a666/codeup-data-science/flask-project/ne_110m_admin_1_states_provinces/ne_110m_admin_1_states_provinces.shp'\n",
    "\n",
    "#Read shapefile using Geopandas\n",
    "gdf = gpd.read_file(shapefile)[['name', 'iso_3166_2', 'geometry']]\n",
    "\n",
    "#Rename columns.\n",
    "gdf.columns = ['state', 'state_code', 'geometry']\n",
    "gdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'm going to drop Alaska and Hawaii. I'm focused on the continental United States."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf = gdf.drop(gdf[gdf['state'] == 'Alaska'].index)\n",
    "gdf = gdf.drop(gdf[gdf['state'] == 'Hawaii'].index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that I've loaded the geometric data, I'll load the dog- and cat-friendly location lists."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dogs = pd.read_csv('dogs.csv', index_col=0)\n",
    "cats = pd.read_csv('cats.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Tampa</td>\n",
       "      <td>Florida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Austin</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Las Vegas</td>\n",
       "      <td>Nevada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Orlando</td>\n",
       "      <td>Florida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Seattle</td>\n",
       "      <td>Washington</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>St. Louis</td>\n",
       "      <td>Missouri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Atlanta</td>\n",
       "      <td>Georgia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>New Orleans</td>\n",
       "      <td>Louisiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Birmingham</td>\n",
       "      <td>Alabama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>San Diego</td>\n",
       "      <td>California</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>Arizona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Boise</td>\n",
       "      <td>Idaho</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Portland</td>\n",
       "      <td>Oregon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Lexington-Fayette</td>\n",
       "      <td>Kentucky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Miami</td>\n",
       "      <td>Florida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Nashville</td>\n",
       "      <td>Tennessee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Houston</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Corpus Christi</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Oklahoma City</td>\n",
       "      <td>Oklahoma</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 city       state\n",
       "0               Tampa     Florida\n",
       "1              Austin       Texas\n",
       "2           Las Vegas      Nevada\n",
       "3             Orlando     Florida\n",
       "4             Seattle  Washington\n",
       "5           St. Louis    Missouri\n",
       "6             Atlanta     Georgia\n",
       "7         New Orleans   Louisiana\n",
       "8          Birmingham     Alabama\n",
       "9           San Diego  California\n",
       "10         Cincinnati        Ohio\n",
       "11         Scottsdale     Arizona\n",
       "12              Boise       Idaho\n",
       "13           Portland      Oregon\n",
       "14  Lexington-Fayette    Kentucky\n",
       "15              Miami     Florida\n",
       "16          Nashville   Tennessee\n",
       "17            Houston       Texas\n",
       "18     Corpus Christi       Texas\n",
       "19      Oklahoma City    Oklahoma"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dogs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Birmingham</td>\n",
       "      <td>Alabama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Portland</td>\n",
       "      <td>Oregon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Madison</td>\n",
       "      <td>Wisconsin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Richmond</td>\n",
       "      <td>Virginia</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Minneapolis</td>\n",
       "      <td>Minnesota</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>St. Louis</td>\n",
       "      <td>Missouri</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Tampa</td>\n",
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       "      <th>7</th>\n",
       "      <td>Orlando</td>\n",
       "      <td>Florida</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Greensboro</td>\n",
       "      <td>North Carolina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Denver</td>\n",
       "      <td>Colorado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Fort Wayne</td>\n",
       "      <td>Indiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Baton Rouge</td>\n",
       "      <td>Louisiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Seattle</td>\n",
       "      <td>Washington</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Omaha</td>\n",
       "      <td>Nebraska</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Tulsa</td>\n",
       "      <td>Oklahoma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>St. Paul</td>\n",
       "      <td>Minnesota</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Sacramento</td>\n",
       "      <td>California</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>St. Petersburg</td>\n",
       "      <td>Florida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Reno</td>\n",
       "      <td>Nevada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "              city           state\n",
       "0       Birmingham         Alabama\n",
       "1         Portland          Oregon\n",
       "2          Madison       Wisconsin\n",
       "3         Richmond        Virginia\n",
       "4      Minneapolis       Minnesota\n",
       "5        St. Louis        Missouri\n",
       "6            Tampa         Florida\n",
       "7          Orlando         Florida\n",
       "8       Greensboro  North Carolina\n",
       "9           Denver        Colorado\n",
       "10      Fort Wayne         Indiana\n",
       "11     Baton Rouge       Louisiana\n",
       "12         Seattle      Washington\n",
       "13           Omaha        Nebraska\n",
       "14           Tulsa        Oklahoma\n",
       "15        St. Paul       Minnesota\n",
       "16      Sacramento      California\n",
       "17  St. Petersburg         Florida\n",
       "18            Reno          Nevada\n",
       "19      Cincinnati            Ohio"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>state_code</th>\n",
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       "      <th>dog_rank</th>\n",
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       "      <th>0</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>US-MN</td>\n",
       "      <td>POLYGON ((-89.95766 47.28691, -90.13175 47.292...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Montana</td>\n",
       "      <td>US-MT</td>\n",
       "      <td>POLYGON ((-116.04823 49.00037, -113.05950 49.0...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>US-ND</td>\n",
       "      <td>POLYGON ((-97.22894 49.00089, -97.21414 48.902...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>US-ID</td>\n",
       "      <td>POLYGON ((-116.04823 49.00037, -115.96780 47.9...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Boise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Washington</td>\n",
       "      <td>US-WA</td>\n",
       "      <td>POLYGON ((-117.03143 48.99931, -117.02665 47.7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Seattle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>US-AZ</td>\n",
       "      <td>POLYGON ((-109.04522 36.99991, -109.04367 31.3...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Scottsdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>California</td>\n",
       "      <td>US-CA</td>\n",
       "      <td>POLYGON ((-114.64222 35.05311, -114.62212 34.9...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>San Diego</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>US-CO</td>\n",
       "      <td>POLYGON ((-102.05017 40.00081, -102.04012 38.4...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>US-NV</td>\n",
       "      <td>POLYGON ((-117.02825 42.00002, -114.03422 41.9...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Las Vegas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>US-NM</td>\n",
       "      <td>POLYGON ((-109.04367 31.34190, -109.04522 36.9...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>US-OR</td>\n",
       "      <td>POLYGON ((-116.91500 45.99998, -116.67900 45.8...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Portland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Utah</td>\n",
       "      <td>US-UT</td>\n",
       "      <td>POLYGON ((-114.03422 41.99312, -111.05024 42.0...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>US-WY</td>\n",
       "      <td>POLYGON ((-111.08518 44.50615, -111.06719 44.5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>US-AR</td>\n",
       "      <td>POLYGON ((-89.66292 36.02307, -89.67351 35.940...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>US-IA</td>\n",
       "      <td>POLYGON ((-96.45266 43.50179, -95.35994 43.500...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>US-KS</td>\n",
       "      <td>POLYGON ((-102.04118 36.99198, -102.04012 38.4...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>US-MO</td>\n",
       "      <td>POLYGON ((-89.66292 36.02307, -90.31539 36.023...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>St. Louis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>US-NE</td>\n",
       "      <td>POLYGON ((-102.05017 40.00081, -102.05017 40.0...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>US-OK</td>\n",
       "      <td>POLYGON ((-103.00322 36.99516, -102.04118 36.9...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Oklahoma City</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>US-SD</td>\n",
       "      <td>POLYGON ((-96.53945 46.01797, -96.55689 45.872...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>US-LA</td>\n",
       "      <td>POLYGON ((-94.05976 33.01212, -93.09403 33.010...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>New Orleans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Texas</td>\n",
       "      <td>US-TX</td>\n",
       "      <td>POLYGON ((-106.50734 31.75429, -106.61953 31.9...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Austin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Texas</td>\n",
       "      <td>US-TX</td>\n",
       "      <td>POLYGON ((-106.50734 31.75429, -106.61953 31.9...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Texas</td>\n",
       "      <td>US-TX</td>\n",
       "      <td>POLYGON ((-106.50734 31.75429, -106.61953 31.9...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Corpus Christi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>US-CT</td>\n",
       "      <td>POLYGON ((-73.49794 42.05451, -72.73222 42.035...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>US-MA</td>\n",
       "      <td>POLYGON ((-71.80091 42.01325, -72.73222 42.035...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>US-NH</td>\n",
       "      <td>POLYGON ((-70.81505 42.86519, -70.93360 42.884...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>US-RI</td>\n",
       "      <td>POLYGON ((-71.85383 41.32004, -71.79295 41.466...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>US-VT</td>\n",
       "      <td>POLYGON ((-72.45707 42.72708, -73.28203 42.743...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>US-AL</td>\n",
       "      <td>POLYGON ((-88.16696 34.99967, -86.90968 34.999...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Birmingham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tampa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Orlando</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Miami</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>US-GA</td>\n",
       "      <td>POLYGON ((-85.00519 30.99069, -85.05442 31.108...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Atlanta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>US-MS</td>\n",
       "      <td>POLYGON ((-91.15624 33.01000, -91.10808 33.206...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>US-SC</td>\n",
       "      <td>POLYGON ((-80.86501 32.03316, -81.03644 32.084...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>US-IL</td>\n",
       "      <td>POLYGON ((-91.43033 40.36860, -91.41023 40.551...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>US-IN</td>\n",
       "      <td>POLYGON ((-88.05108 37.81960, -88.01881 38.021...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>US-KY</td>\n",
       "      <td>POLYGON ((-89.49836 36.50620, -89.27398 36.611...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Lexington-Fayette</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>US-NC</td>\n",
       "      <td>POLYGON ((-83.07637 34.97903, -84.32097 34.986...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>US-OH</td>\n",
       "      <td>POLYGON ((-84.82368 39.10653, -84.81787 39.799...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>US-TN</td>\n",
       "      <td>POLYGON ((-90.24924 35.02083, -90.13493 35.113...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Nashville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>US-VA</td>\n",
       "      <td>MULTIPOLYGON (((-83.33059 36.67266, -83.17851 ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>US-WI</td>\n",
       "      <td>POLYGON ((-91.22820 43.50125, -91.25466 43.613...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>US-WV</td>\n",
       "      <td>POLYGON ((-81.97254 37.53595, -82.16728 37.554...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>US-DE</td>\n",
       "      <td>POLYGON ((-75.04839 38.44876, -75.71462 38.449...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>US-DC</td>\n",
       "      <td>POLYGON ((-77.04124 38.78954, -77.04123 38.789...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>US-MD</td>\n",
       "      <td>POLYGON ((-75.37754 38.01538, -75.37754 38.015...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>US-NJ</td>\n",
       "      <td>POLYGON ((-75.52781 39.49865, -75.55427 39.691...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>New York</td>\n",
       "      <td>US-NY</td>\n",
       "      <td>POLYGON ((-73.49794 42.05451, -73.55349 41.289...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>US-PA</td>\n",
       "      <td>POLYGON ((-80.51893 40.64111, -80.51627 42.324...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Maine</td>\n",
       "      <td>US-ME</td>\n",
       "      <td>POLYGON ((-70.64573 43.09008, -70.75102 43.080...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>US-MI</td>\n",
       "      <td>POLYGON ((-89.95766 47.28691, -89.84283 47.464...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   state state_code  \\\n",
       "0              Minnesota      US-MN   \n",
       "1                Montana      US-MT   \n",
       "2           North Dakota      US-ND   \n",
       "3                  Idaho      US-ID   \n",
       "4             Washington      US-WA   \n",
       "5                Arizona      US-AZ   \n",
       "6             California      US-CA   \n",
       "7               Colorado      US-CO   \n",
       "8                 Nevada      US-NV   \n",
       "9             New Mexico      US-NM   \n",
       "10                Oregon      US-OR   \n",
       "11                  Utah      US-UT   \n",
       "12               Wyoming      US-WY   \n",
       "13              Arkansas      US-AR   \n",
       "14                  Iowa      US-IA   \n",
       "15                Kansas      US-KS   \n",
       "16              Missouri      US-MO   \n",
       "17              Nebraska      US-NE   \n",
       "18              Oklahoma      US-OK   \n",
       "19          South Dakota      US-SD   \n",
       "20             Louisiana      US-LA   \n",
       "21                 Texas      US-TX   \n",
       "22                 Texas      US-TX   \n",
       "23                 Texas      US-TX   \n",
       "24           Connecticut      US-CT   \n",
       "25         Massachusetts      US-MA   \n",
       "26         New Hampshire      US-NH   \n",
       "27          Rhode Island      US-RI   \n",
       "28               Vermont      US-VT   \n",
       "29               Alabama      US-AL   \n",
       "30               Florida      US-FL   \n",
       "31               Florida      US-FL   \n",
       "32               Florida      US-FL   \n",
       "33               Georgia      US-GA   \n",
       "34           Mississippi      US-MS   \n",
       "35        South Carolina      US-SC   \n",
       "36              Illinois      US-IL   \n",
       "37               Indiana      US-IN   \n",
       "38              Kentucky      US-KY   \n",
       "39        North Carolina      US-NC   \n",
       "40                  Ohio      US-OH   \n",
       "41             Tennessee      US-TN   \n",
       "42              Virginia      US-VA   \n",
       "43             Wisconsin      US-WI   \n",
       "44         West Virginia      US-WV   \n",
       "45              Delaware      US-DE   \n",
       "46  District of Columbia      US-DC   \n",
       "47              Maryland      US-MD   \n",
       "48            New Jersey      US-NJ   \n",
       "49              New York      US-NY   \n",
       "50          Pennsylvania      US-PA   \n",
       "51                 Maine      US-ME   \n",
       "52              Michigan      US-MI   \n",
       "\n",
       "                                             geometry  dog_rank  \\\n",
       "0   POLYGON ((-89.95766 47.28691, -90.13175 47.292...       0.0   \n",
       "1   POLYGON ((-116.04823 49.00037, -113.05950 49.0...       0.0   \n",
       "2   POLYGON ((-97.22894 49.00089, -97.21414 48.902...       0.0   \n",
       "3   POLYGON ((-116.04823 49.00037, -115.96780 47.9...      13.0   \n",
       "4   POLYGON ((-117.03143 48.99931, -117.02665 47.7...       5.0   \n",
       "5   POLYGON ((-109.04522 36.99991, -109.04367 31.3...      12.0   \n",
       "6   POLYGON ((-114.64222 35.05311, -114.62212 34.9...      10.0   \n",
       "7   POLYGON ((-102.05017 40.00081, -102.04012 38.4...       0.0   \n",
       "8   POLYGON ((-117.02825 42.00002, -114.03422 41.9...       3.0   \n",
       "9   POLYGON ((-109.04367 31.34190, -109.04522 36.9...       0.0   \n",
       "10  POLYGON ((-116.91500 45.99998, -116.67900 45.8...      14.0   \n",
       "11  POLYGON ((-114.03422 41.99312, -111.05024 42.0...       0.0   \n",
       "12  POLYGON ((-111.08518 44.50615, -111.06719 44.5...       0.0   \n",
       "13  POLYGON ((-89.66292 36.02307, -89.67351 35.940...       0.0   \n",
       "14  POLYGON ((-96.45266 43.50179, -95.35994 43.500...       0.0   \n",
       "15  POLYGON ((-102.04118 36.99198, -102.04012 38.4...       0.0   \n",
       "16  POLYGON ((-89.66292 36.02307, -90.31539 36.023...       6.0   \n",
       "17  POLYGON ((-102.05017 40.00081, -102.05017 40.0...       0.0   \n",
       "18  POLYGON ((-103.00322 36.99516, -102.04118 36.9...      20.0   \n",
       "19  POLYGON ((-96.53945 46.01797, -96.55689 45.872...       0.0   \n",
       "20  POLYGON ((-94.05976 33.01212, -93.09403 33.010...       8.0   \n",
       "21  POLYGON ((-106.50734 31.75429, -106.61953 31.9...       2.0   \n",
       "22  POLYGON ((-106.50734 31.75429, -106.61953 31.9...      18.0   \n",
       "23  POLYGON ((-106.50734 31.75429, -106.61953 31.9...      19.0   \n",
       "24  POLYGON ((-73.49794 42.05451, -72.73222 42.035...       0.0   \n",
       "25  POLYGON ((-71.80091 42.01325, -72.73222 42.035...       0.0   \n",
       "26  POLYGON ((-70.81505 42.86519, -70.93360 42.884...       0.0   \n",
       "27  POLYGON ((-71.85383 41.32004, -71.79295 41.466...       0.0   \n",
       "28  POLYGON ((-72.45707 42.72708, -73.28203 42.743...       0.0   \n",
       "29  POLYGON ((-88.16696 34.99967, -86.90968 34.999...       9.0   \n",
       "30  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       1.0   \n",
       "31  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       4.0   \n",
       "32  POLYGON ((-87.53039 30.27420, -87.45789 30.411...      16.0   \n",
       "33  POLYGON ((-85.00519 30.99069, -85.05442 31.108...       7.0   \n",
       "34  POLYGON ((-91.15624 33.01000, -91.10808 33.206...       0.0   \n",
       "35  POLYGON ((-80.86501 32.03316, -81.03644 32.084...       0.0   \n",
       "36  POLYGON ((-91.43033 40.36860, -91.41023 40.551...       0.0   \n",
       "37  POLYGON ((-88.05108 37.81960, -88.01881 38.021...       0.0   \n",
       "38  POLYGON ((-89.49836 36.50620, -89.27398 36.611...      15.0   \n",
       "39  POLYGON ((-83.07637 34.97903, -84.32097 34.986...       0.0   \n",
       "40  POLYGON ((-84.82368 39.10653, -84.81787 39.799...      11.0   \n",
       "41  POLYGON ((-90.24924 35.02083, -90.13493 35.113...      17.0   \n",
       "42  MULTIPOLYGON (((-83.33059 36.67266, -83.17851 ...       0.0   \n",
       "43  POLYGON ((-91.22820 43.50125, -91.25466 43.613...       0.0   \n",
       "44  POLYGON ((-81.97254 37.53595, -82.16728 37.554...       0.0   \n",
       "45  POLYGON ((-75.04839 38.44876, -75.71462 38.449...       0.0   \n",
       "46  POLYGON ((-77.04124 38.78954, -77.04123 38.789...       0.0   \n",
       "47  POLYGON ((-75.37754 38.01538, -75.37754 38.015...       0.0   \n",
       "48  POLYGON ((-75.52781 39.49865, -75.55427 39.691...       0.0   \n",
       "49  POLYGON ((-73.49794 42.05451, -73.55349 41.289...       0.0   \n",
       "50  POLYGON ((-80.51893 40.64111, -80.51627 42.324...       0.0   \n",
       "51  POLYGON ((-70.64573 43.09008, -70.75102 43.080...       0.0   \n",
       "52  POLYGON ((-89.95766 47.28691, -89.84283 47.464...       0.0   \n",
       "\n",
       "    dog_friendly_city  \n",
       "0                  NA  \n",
       "1                  NA  \n",
       "2                  NA  \n",
       "3               Boise  \n",
       "4             Seattle  \n",
       "5          Scottsdale  \n",
       "6           San Diego  \n",
       "7                  NA  \n",
       "8           Las Vegas  \n",
       "9                  NA  \n",
       "10           Portland  \n",
       "11                 NA  \n",
       "12                 NA  \n",
       "13                 NA  \n",
       "14                 NA  \n",
       "15                 NA  \n",
       "16          St. Louis  \n",
       "17                 NA  \n",
       "18      Oklahoma City  \n",
       "19                 NA  \n",
       "20        New Orleans  \n",
       "21             Austin  \n",
       "22            Houston  \n",
       "23     Corpus Christi  \n",
       "24                 NA  \n",
       "25                 NA  \n",
       "26                 NA  \n",
       "27                 NA  \n",
       "28                 NA  \n",
       "29         Birmingham  \n",
       "30              Tampa  \n",
       "31            Orlando  \n",
       "32              Miami  \n",
       "33            Atlanta  \n",
       "34                 NA  \n",
       "35                 NA  \n",
       "36                 NA  \n",
       "37                 NA  \n",
       "38  Lexington-Fayette  \n",
       "39                 NA  \n",
       "40         Cincinnati  \n",
       "41          Nashville  \n",
       "42                 NA  \n",
       "43                 NA  \n",
       "44                 NA  \n",
       "45                 NA  \n",
       "46                 NA  \n",
       "47                 NA  \n",
       "48                 NA  \n",
       "49                 NA  \n",
       "50                 NA  \n",
       "51                 NA  \n",
       "52                 NA  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dogs.reset_index(inplace=True)\n",
    "dogs = dogs.rename(columns = {'index':'rank'})\n",
    "dogs['rank'] = dogs['rank'] + 1\n",
    "\n",
    "# Merge dataframes gdf and dogs\n",
    "gdf = gdf.merge(dogs, how='left', on='state')\n",
    "# fill missing rank with rank of zero and missing city with an empty string\n",
    "gdf['rank'] = gdf['rank'].fillna(0)\n",
    "gdf['city'] = gdf['city'].fillna('NA')\n",
    "# rename columns\n",
    "gdf = gdf.rename(columns={'city': 'dog_friendly_city'})\n",
    "gdf = gdf.rename(columns={'rank': 'dog_rank'})\n",
    "\n",
    "gdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>state_code</th>\n",
       "      <th>geometry</th>\n",
       "      <th>dog_rank</th>\n",
       "      <th>dog_friendly_city</th>\n",
       "      <th>cat_rank</th>\n",
       "      <th>cat_friendly_city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>US-MN</td>\n",
       "      <td>POLYGON ((-89.95766 47.28691, -90.13175 47.292...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Minneapolis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>US-MN</td>\n",
       "      <td>POLYGON ((-89.95766 47.28691, -90.13175 47.292...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>16.0</td>\n",
       "      <td>St. Paul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>US-MT</td>\n",
       "      <td>POLYGON ((-116.04823 49.00037, -113.05950 49.0...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>US-ND</td>\n",
       "      <td>POLYGON ((-97.22894 49.00089, -97.21414 48.902...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>US-ID</td>\n",
       "      <td>POLYGON ((-116.04823 49.00037, -115.96780 47.9...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Boise</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Washington</td>\n",
       "      <td>US-WA</td>\n",
       "      <td>POLYGON ((-117.03143 48.99931, -117.02665 47.7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Seattle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>US-AZ</td>\n",
       "      <td>POLYGON ((-109.04522 36.99991, -109.04367 31.3...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>California</td>\n",
       "      <td>US-CA</td>\n",
       "      <td>POLYGON ((-114.64222 35.05311, -114.62212 34.9...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Sacramento</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>US-CO</td>\n",
       "      <td>POLYGON ((-102.05017 40.00081, -102.04012 38.4...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Denver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>US-NV</td>\n",
       "      <td>POLYGON ((-117.02825 42.00002, -114.03422 41.9...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Las Vegas</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Reno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>US-NM</td>\n",
       "      <td>POLYGON ((-109.04367 31.34190, -109.04522 36.9...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>US-OR</td>\n",
       "      <td>POLYGON ((-116.91500 45.99998, -116.67900 45.8...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Portland</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Portland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Utah</td>\n",
       "      <td>US-UT</td>\n",
       "      <td>POLYGON ((-114.03422 41.99312, -111.05024 42.0...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>US-WY</td>\n",
       "      <td>POLYGON ((-111.08518 44.50615, -111.06719 44.5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>US-AR</td>\n",
       "      <td>POLYGON ((-89.66292 36.02307, -89.67351 35.940...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>US-IA</td>\n",
       "      <td>POLYGON ((-96.45266 43.50179, -95.35994 43.500...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>US-KS</td>\n",
       "      <td>POLYGON ((-102.04118 36.99198, -102.04012 38.4...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>US-MO</td>\n",
       "      <td>POLYGON ((-89.66292 36.02307, -90.31539 36.023...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>St. Louis</td>\n",
       "      <td>6.0</td>\n",
       "      <td>St. Louis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>US-NE</td>\n",
       "      <td>POLYGON ((-102.05017 40.00081, -102.05017 40.0...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Omaha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>US-OK</td>\n",
       "      <td>POLYGON ((-103.00322 36.99516, -102.04118 36.9...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Oklahoma City</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Tulsa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>US-SD</td>\n",
       "      <td>POLYGON ((-96.53945 46.01797, -96.55689 45.872...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>US-LA</td>\n",
       "      <td>POLYGON ((-94.05976 33.01212, -93.09403 33.010...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>New Orleans</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Baton Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Texas</td>\n",
       "      <td>US-TX</td>\n",
       "      <td>POLYGON ((-106.50734 31.75429, -106.61953 31.9...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Austin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Texas</td>\n",
       "      <td>US-TX</td>\n",
       "      <td>POLYGON ((-106.50734 31.75429, -106.61953 31.9...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Houston</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Texas</td>\n",
       "      <td>US-TX</td>\n",
       "      <td>POLYGON ((-106.50734 31.75429, -106.61953 31.9...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Corpus Christi</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>US-CT</td>\n",
       "      <td>POLYGON ((-73.49794 42.05451, -72.73222 42.035...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>US-MA</td>\n",
       "      <td>POLYGON ((-71.80091 42.01325, -72.73222 42.035...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>US-NH</td>\n",
       "      <td>POLYGON ((-70.81505 42.86519, -70.93360 42.884...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>US-RI</td>\n",
       "      <td>POLYGON ((-71.85383 41.32004, -71.79295 41.466...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>US-VT</td>\n",
       "      <td>POLYGON ((-72.45707 42.72708, -73.28203 42.743...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>US-AL</td>\n",
       "      <td>POLYGON ((-88.16696 34.99967, -86.90968 34.999...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Birmingham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tampa</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Tampa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tampa</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Orlando</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tampa</td>\n",
       "      <td>18.0</td>\n",
       "      <td>St. Petersburg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Tampa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Orlando</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>18.0</td>\n",
       "      <td>St. Petersburg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Miami</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Tampa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Miami</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Orlando</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Miami</td>\n",
       "      <td>18.0</td>\n",
       "      <td>St. Petersburg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>US-GA</td>\n",
       "      <td>POLYGON ((-85.00519 30.99069, -85.05442 31.108...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Atlanta</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>US-MS</td>\n",
       "      <td>POLYGON ((-91.15624 33.01000, -91.10808 33.206...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>US-SC</td>\n",
       "      <td>POLYGON ((-80.86501 32.03316, -81.03644 32.084...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>US-IL</td>\n",
       "      <td>POLYGON ((-91.43033 40.36860, -91.41023 40.551...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>US-IN</td>\n",
       "      <td>POLYGON ((-88.05108 37.81960, -88.01881 38.021...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Fort Wayne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>US-KY</td>\n",
       "      <td>POLYGON ((-89.49836 36.50620, -89.27398 36.611...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Lexington-Fayette</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>US-NC</td>\n",
       "      <td>POLYGON ((-83.07637 34.97903, -84.32097 34.986...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Greensboro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>US-OH</td>\n",
       "      <td>POLYGON ((-84.82368 39.10653, -84.81787 39.799...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>US-TN</td>\n",
       "      <td>POLYGON ((-90.24924 35.02083, -90.13493 35.113...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Nashville</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>US-VA</td>\n",
       "      <td>MULTIPOLYGON (((-83.33059 36.67266, -83.17851 ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Richmond</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>US-WI</td>\n",
       "      <td>POLYGON ((-91.22820 43.50125, -91.25466 43.613...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Madison</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>US-WV</td>\n",
       "      <td>POLYGON ((-81.97254 37.53595, -82.16728 37.554...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>US-DE</td>\n",
       "      <td>POLYGON ((-75.04839 38.44876, -75.71462 38.449...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>US-DC</td>\n",
       "      <td>POLYGON ((-77.04124 38.78954, -77.04123 38.789...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>US-MD</td>\n",
       "      <td>POLYGON ((-75.37754 38.01538, -75.37754 38.015...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>US-NJ</td>\n",
       "      <td>POLYGON ((-75.52781 39.49865, -75.55427 39.691...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>New York</td>\n",
       "      <td>US-NY</td>\n",
       "      <td>POLYGON ((-73.49794 42.05451, -73.55349 41.289...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>US-PA</td>\n",
       "      <td>POLYGON ((-80.51893 40.64111, -80.51627 42.324...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Maine</td>\n",
       "      <td>US-ME</td>\n",
       "      <td>POLYGON ((-70.64573 43.09008, -70.75102 43.080...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>US-MI</td>\n",
       "      <td>POLYGON ((-89.95766 47.28691, -89.84283 47.464...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   state state_code  \\\n",
       "0              Minnesota      US-MN   \n",
       "1              Minnesota      US-MN   \n",
       "2                Montana      US-MT   \n",
       "3           North Dakota      US-ND   \n",
       "4                  Idaho      US-ID   \n",
       "5             Washington      US-WA   \n",
       "6                Arizona      US-AZ   \n",
       "7             California      US-CA   \n",
       "8               Colorado      US-CO   \n",
       "9                 Nevada      US-NV   \n",
       "10            New Mexico      US-NM   \n",
       "11                Oregon      US-OR   \n",
       "12                  Utah      US-UT   \n",
       "13               Wyoming      US-WY   \n",
       "14              Arkansas      US-AR   \n",
       "15                  Iowa      US-IA   \n",
       "16                Kansas      US-KS   \n",
       "17              Missouri      US-MO   \n",
       "18              Nebraska      US-NE   \n",
       "19              Oklahoma      US-OK   \n",
       "20          South Dakota      US-SD   \n",
       "21             Louisiana      US-LA   \n",
       "22                 Texas      US-TX   \n",
       "23                 Texas      US-TX   \n",
       "24                 Texas      US-TX   \n",
       "25           Connecticut      US-CT   \n",
       "26         Massachusetts      US-MA   \n",
       "27         New Hampshire      US-NH   \n",
       "28          Rhode Island      US-RI   \n",
       "29               Vermont      US-VT   \n",
       "30               Alabama      US-AL   \n",
       "31               Florida      US-FL   \n",
       "32               Florida      US-FL   \n",
       "33               Florida      US-FL   \n",
       "34               Florida      US-FL   \n",
       "35               Florida      US-FL   \n",
       "36               Florida      US-FL   \n",
       "37               Florida      US-FL   \n",
       "38               Florida      US-FL   \n",
       "39               Florida      US-FL   \n",
       "40               Georgia      US-GA   \n",
       "41           Mississippi      US-MS   \n",
       "42        South Carolina      US-SC   \n",
       "43              Illinois      US-IL   \n",
       "44               Indiana      US-IN   \n",
       "45              Kentucky      US-KY   \n",
       "46        North Carolina      US-NC   \n",
       "47                  Ohio      US-OH   \n",
       "48             Tennessee      US-TN   \n",
       "49              Virginia      US-VA   \n",
       "50             Wisconsin      US-WI   \n",
       "51         West Virginia      US-WV   \n",
       "52              Delaware      US-DE   \n",
       "53  District of Columbia      US-DC   \n",
       "54              Maryland      US-MD   \n",
       "55            New Jersey      US-NJ   \n",
       "56              New York      US-NY   \n",
       "57          Pennsylvania      US-PA   \n",
       "58                 Maine      US-ME   \n",
       "59              Michigan      US-MI   \n",
       "\n",
       "                                             geometry  dog_rank  \\\n",
       "0   POLYGON ((-89.95766 47.28691, -90.13175 47.292...       0.0   \n",
       "1   POLYGON ((-89.95766 47.28691, -90.13175 47.292...       0.0   \n",
       "2   POLYGON ((-116.04823 49.00037, -113.05950 49.0...       0.0   \n",
       "3   POLYGON ((-97.22894 49.00089, -97.21414 48.902...       0.0   \n",
       "4   POLYGON ((-116.04823 49.00037, -115.96780 47.9...      13.0   \n",
       "5   POLYGON ((-117.03143 48.99931, -117.02665 47.7...       5.0   \n",
       "6   POLYGON ((-109.04522 36.99991, -109.04367 31.3...      12.0   \n",
       "7   POLYGON ((-114.64222 35.05311, -114.62212 34.9...      10.0   \n",
       "8   POLYGON ((-102.05017 40.00081, -102.04012 38.4...       0.0   \n",
       "9   POLYGON ((-117.02825 42.00002, -114.03422 41.9...       3.0   \n",
       "10  POLYGON ((-109.04367 31.34190, -109.04522 36.9...       0.0   \n",
       "11  POLYGON ((-116.91500 45.99998, -116.67900 45.8...      14.0   \n",
       "12  POLYGON ((-114.03422 41.99312, -111.05024 42.0...       0.0   \n",
       "13  POLYGON ((-111.08518 44.50615, -111.06719 44.5...       0.0   \n",
       "14  POLYGON ((-89.66292 36.02307, -89.67351 35.940...       0.0   \n",
       "15  POLYGON ((-96.45266 43.50179, -95.35994 43.500...       0.0   \n",
       "16  POLYGON ((-102.04118 36.99198, -102.04012 38.4...       0.0   \n",
       "17  POLYGON ((-89.66292 36.02307, -90.31539 36.023...       6.0   \n",
       "18  POLYGON ((-102.05017 40.00081, -102.05017 40.0...       0.0   \n",
       "19  POLYGON ((-103.00322 36.99516, -102.04118 36.9...      20.0   \n",
       "20  POLYGON ((-96.53945 46.01797, -96.55689 45.872...       0.0   \n",
       "21  POLYGON ((-94.05976 33.01212, -93.09403 33.010...       8.0   \n",
       "22  POLYGON ((-106.50734 31.75429, -106.61953 31.9...       2.0   \n",
       "23  POLYGON ((-106.50734 31.75429, -106.61953 31.9...      18.0   \n",
       "24  POLYGON ((-106.50734 31.75429, -106.61953 31.9...      19.0   \n",
       "25  POLYGON ((-73.49794 42.05451, -72.73222 42.035...       0.0   \n",
       "26  POLYGON ((-71.80091 42.01325, -72.73222 42.035...       0.0   \n",
       "27  POLYGON ((-70.81505 42.86519, -70.93360 42.884...       0.0   \n",
       "28  POLYGON ((-71.85383 41.32004, -71.79295 41.466...       0.0   \n",
       "29  POLYGON ((-72.45707 42.72708, -73.28203 42.743...       0.0   \n",
       "30  POLYGON ((-88.16696 34.99967, -86.90968 34.999...       9.0   \n",
       "31  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       1.0   \n",
       "32  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       1.0   \n",
       "33  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       1.0   \n",
       "34  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       4.0   \n",
       "35  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       4.0   \n",
       "36  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       4.0   \n",
       "37  POLYGON ((-87.53039 30.27420, -87.45789 30.411...      16.0   \n",
       "38  POLYGON ((-87.53039 30.27420, -87.45789 30.411...      16.0   \n",
       "39  POLYGON ((-87.53039 30.27420, -87.45789 30.411...      16.0   \n",
       "40  POLYGON ((-85.00519 30.99069, -85.05442 31.108...       7.0   \n",
       "41  POLYGON ((-91.15624 33.01000, -91.10808 33.206...       0.0   \n",
       "42  POLYGON ((-80.86501 32.03316, -81.03644 32.084...       0.0   \n",
       "43  POLYGON ((-91.43033 40.36860, -91.41023 40.551...       0.0   \n",
       "44  POLYGON ((-88.05108 37.81960, -88.01881 38.021...       0.0   \n",
       "45  POLYGON ((-89.49836 36.50620, -89.27398 36.611...      15.0   \n",
       "46  POLYGON ((-83.07637 34.97903, -84.32097 34.986...       0.0   \n",
       "47  POLYGON ((-84.82368 39.10653, -84.81787 39.799...      11.0   \n",
       "48  POLYGON ((-90.24924 35.02083, -90.13493 35.113...      17.0   \n",
       "49  MULTIPOLYGON (((-83.33059 36.67266, -83.17851 ...       0.0   \n",
       "50  POLYGON ((-91.22820 43.50125, -91.25466 43.613...       0.0   \n",
       "51  POLYGON ((-81.97254 37.53595, -82.16728 37.554...       0.0   \n",
       "52  POLYGON ((-75.04839 38.44876, -75.71462 38.449...       0.0   \n",
       "53  POLYGON ((-77.04124 38.78954, -77.04123 38.789...       0.0   \n",
       "54  POLYGON ((-75.37754 38.01538, -75.37754 38.015...       0.0   \n",
       "55  POLYGON ((-75.52781 39.49865, -75.55427 39.691...       0.0   \n",
       "56  POLYGON ((-73.49794 42.05451, -73.55349 41.289...       0.0   \n",
       "57  POLYGON ((-80.51893 40.64111, -80.51627 42.324...       0.0   \n",
       "58  POLYGON ((-70.64573 43.09008, -70.75102 43.080...       0.0   \n",
       "59  POLYGON ((-89.95766 47.28691, -89.84283 47.464...       0.0   \n",
       "\n",
       "    dog_friendly_city  cat_rank cat_friendly_city  \n",
       "0                  NA       5.0       Minneapolis  \n",
       "1                  NA      16.0          St. Paul  \n",
       "2                  NA       0.0                NA  \n",
       "3                  NA       0.0                NA  \n",
       "4               Boise       0.0                NA  \n",
       "5             Seattle      13.0           Seattle  \n",
       "6          Scottsdale       0.0                NA  \n",
       "7           San Diego      17.0        Sacramento  \n",
       "8                  NA      10.0            Denver  \n",
       "9           Las Vegas      19.0              Reno  \n",
       "10                 NA       0.0                NA  \n",
       "11           Portland       2.0          Portland  \n",
       "12                 NA       0.0                NA  \n",
       "13                 NA       0.0                NA  \n",
       "14                 NA       0.0                NA  \n",
       "15                 NA       0.0                NA  \n",
       "16                 NA       0.0                NA  \n",
       "17          St. Louis       6.0         St. Louis  \n",
       "18                 NA      14.0             Omaha  \n",
       "19      Oklahoma City      15.0             Tulsa  \n",
       "20                 NA       0.0                NA  \n",
       "21        New Orleans      12.0       Baton Rouge  \n",
       "22             Austin       0.0                NA  \n",
       "23            Houston       0.0                NA  \n",
       "24     Corpus Christi       0.0                NA  \n",
       "25                 NA       0.0                NA  \n",
       "26                 NA       0.0                NA  \n",
       "27                 NA       0.0                NA  \n",
       "28                 NA       0.0                NA  \n",
       "29                 NA       0.0                NA  \n",
       "30         Birmingham       1.0        Birmingham  \n",
       "31              Tampa       7.0             Tampa  \n",
       "32              Tampa       8.0           Orlando  \n",
       "33              Tampa      18.0    St. Petersburg  \n",
       "34            Orlando       7.0             Tampa  \n",
       "35            Orlando       8.0           Orlando  \n",
       "36            Orlando      18.0    St. Petersburg  \n",
       "37              Miami       7.0             Tampa  \n",
       "38              Miami       8.0           Orlando  \n",
       "39              Miami      18.0    St. Petersburg  \n",
       "40            Atlanta       0.0                NA  \n",
       "41                 NA       0.0                NA  \n",
       "42                 NA       0.0                NA  \n",
       "43                 NA       0.0                NA  \n",
       "44                 NA      11.0        Fort Wayne  \n",
       "45  Lexington-Fayette       0.0                NA  \n",
       "46                 NA       9.0        Greensboro  \n",
       "47         Cincinnati      20.0        Cincinnati  \n",
       "48          Nashville       0.0                NA  \n",
       "49                 NA       4.0          Richmond  \n",
       "50                 NA       3.0           Madison  \n",
       "51                 NA       0.0                NA  \n",
       "52                 NA       0.0                NA  \n",
       "53                 NA       0.0                NA  \n",
       "54                 NA       0.0                NA  \n",
       "55                 NA       0.0                NA  \n",
       "56                 NA       0.0                NA  \n",
       "57                 NA       0.0                NA  \n",
       "58                 NA       0.0                NA  \n",
       "59                 NA       0.0                NA  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cats.reset_index(inplace=True)\n",
    "cats = cats.rename(columns = {'index':'rank'})\n",
    "cats['rank'] = cats['rank'] + 1\n",
    "\n",
    "# Merge dataframes gdf and dogs\n",
    "gdf = gdf.merge(cats, how='left', on='state')\n",
    "# fill missing rank with rank of zero and missing city with an empty string\n",
    "gdf['rank'] = gdf['rank'].fillna(0)\n",
    "gdf['city'] = gdf['city'].fillna('NA')\n",
    "# rename columns\n",
    "gdf = gdf.rename(columns={'city': 'cat_friendly_city'})\n",
    "gdf = gdf.rename(columns={'rank': 'cat_rank'})\n",
    "\n",
    "gdf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now I'll add columns that are boolean values to represent whether a state is on the cat-friendly and/or dog-friendly list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>state_code</th>\n",
       "      <th>geometry</th>\n",
       "      <th>dog_rank</th>\n",
       "      <th>dog_friendly_city</th>\n",
       "      <th>cat_rank</th>\n",
       "      <th>cat_friendly_city</th>\n",
       "      <th>dog_friendly</th>\n",
       "      <th>cat_friendly</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>US-MN</td>\n",
       "      <td>POLYGON ((-89.95766 47.28691, -90.13175 47.292...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Minneapolis</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>US-MN</td>\n",
       "      <td>POLYGON ((-89.95766 47.28691, -90.13175 47.292...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>16.0</td>\n",
       "      <td>St. Paul</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Montana</td>\n",
       "      <td>US-MT</td>\n",
       "      <td>POLYGON ((-116.04823 49.00037, -113.05950 49.0...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>US-ND</td>\n",
       "      <td>POLYGON ((-97.22894 49.00089, -97.21414 48.902...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>US-ID</td>\n",
       "      <td>POLYGON ((-116.04823 49.00037, -115.96780 47.9...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Boise</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Washington</td>\n",
       "      <td>US-WA</td>\n",
       "      <td>POLYGON ((-117.03143 48.99931, -117.02665 47.7...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>US-AZ</td>\n",
       "      <td>POLYGON ((-109.04522 36.99991, -109.04367 31.3...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>California</td>\n",
       "      <td>US-CA</td>\n",
       "      <td>POLYGON ((-114.64222 35.05311, -114.62212 34.9...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Sacramento</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>US-CO</td>\n",
       "      <td>POLYGON ((-102.05017 40.00081, -102.04012 38.4...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Denver</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>US-NV</td>\n",
       "      <td>POLYGON ((-117.02825 42.00002, -114.03422 41.9...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Las Vegas</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Reno</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>US-NM</td>\n",
       "      <td>POLYGON ((-109.04367 31.34190, -109.04522 36.9...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>US-OR</td>\n",
       "      <td>POLYGON ((-116.91500 45.99998, -116.67900 45.8...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Portland</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Portland</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Utah</td>\n",
       "      <td>US-UT</td>\n",
       "      <td>POLYGON ((-114.03422 41.99312, -111.05024 42.0...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>US-WY</td>\n",
       "      <td>POLYGON ((-111.08518 44.50615, -111.06719 44.5...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>US-AR</td>\n",
       "      <td>POLYGON ((-89.66292 36.02307, -89.67351 35.940...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>US-IA</td>\n",
       "      <td>POLYGON ((-96.45266 43.50179, -95.35994 43.500...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>US-KS</td>\n",
       "      <td>POLYGON ((-102.04118 36.99198, -102.04012 38.4...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>US-MO</td>\n",
       "      <td>POLYGON ((-89.66292 36.02307, -90.31539 36.023...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>St. Louis</td>\n",
       "      <td>6.0</td>\n",
       "      <td>St. Louis</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>US-NE</td>\n",
       "      <td>POLYGON ((-102.05017 40.00081, -102.05017 40.0...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Omaha</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>US-OK</td>\n",
       "      <td>POLYGON ((-103.00322 36.99516, -102.04118 36.9...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Oklahoma City</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Tulsa</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>US-SD</td>\n",
       "      <td>POLYGON ((-96.53945 46.01797, -96.55689 45.872...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>US-LA</td>\n",
       "      <td>POLYGON ((-94.05976 33.01212, -93.09403 33.010...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>New Orleans</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Baton Rouge</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Texas</td>\n",
       "      <td>US-TX</td>\n",
       "      <td>POLYGON ((-106.50734 31.75429, -106.61953 31.9...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Austin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Texas</td>\n",
       "      <td>US-TX</td>\n",
       "      <td>POLYGON ((-106.50734 31.75429, -106.61953 31.9...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Houston</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Texas</td>\n",
       "      <td>US-TX</td>\n",
       "      <td>POLYGON ((-106.50734 31.75429, -106.61953 31.9...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Corpus Christi</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>US-CT</td>\n",
       "      <td>POLYGON ((-73.49794 42.05451, -72.73222 42.035...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>US-MA</td>\n",
       "      <td>POLYGON ((-71.80091 42.01325, -72.73222 42.035...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>US-NH</td>\n",
       "      <td>POLYGON ((-70.81505 42.86519, -70.93360 42.884...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>US-RI</td>\n",
       "      <td>POLYGON ((-71.85383 41.32004, -71.79295 41.466...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>US-VT</td>\n",
       "      <td>POLYGON ((-72.45707 42.72708, -73.28203 42.743...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>US-AL</td>\n",
       "      <td>POLYGON ((-88.16696 34.99967, -86.90968 34.999...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tampa</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Tampa</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tampa</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tampa</td>\n",
       "      <td>18.0</td>\n",
       "      <td>St. Petersburg</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Tampa</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>18.0</td>\n",
       "      <td>St. Petersburg</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Miami</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Tampa</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Miami</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Florida</td>\n",
       "      <td>US-FL</td>\n",
       "      <td>POLYGON ((-87.53039 30.27420, -87.45789 30.411...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Miami</td>\n",
       "      <td>18.0</td>\n",
       "      <td>St. Petersburg</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>US-GA</td>\n",
       "      <td>POLYGON ((-85.00519 30.99069, -85.05442 31.108...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Atlanta</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>US-MS</td>\n",
       "      <td>POLYGON ((-91.15624 33.01000, -91.10808 33.206...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>US-SC</td>\n",
       "      <td>POLYGON ((-80.86501 32.03316, -81.03644 32.084...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>US-IL</td>\n",
       "      <td>POLYGON ((-91.43033 40.36860, -91.41023 40.551...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>US-IN</td>\n",
       "      <td>POLYGON ((-88.05108 37.81960, -88.01881 38.021...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Fort Wayne</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>US-KY</td>\n",
       "      <td>POLYGON ((-89.49836 36.50620, -89.27398 36.611...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Lexington-Fayette</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>US-NC</td>\n",
       "      <td>POLYGON ((-83.07637 34.97903, -84.32097 34.986...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Greensboro</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>US-OH</td>\n",
       "      <td>POLYGON ((-84.82368 39.10653, -84.81787 39.799...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>US-TN</td>\n",
       "      <td>POLYGON ((-90.24924 35.02083, -90.13493 35.113...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Nashville</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>US-VA</td>\n",
       "      <td>MULTIPOLYGON (((-83.33059 36.67266, -83.17851 ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Richmond</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>US-WI</td>\n",
       "      <td>POLYGON ((-91.22820 43.50125, -91.25466 43.613...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Madison</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>US-WV</td>\n",
       "      <td>POLYGON ((-81.97254 37.53595, -82.16728 37.554...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>US-DE</td>\n",
       "      <td>POLYGON ((-75.04839 38.44876, -75.71462 38.449...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>US-DC</td>\n",
       "      <td>POLYGON ((-77.04124 38.78954, -77.04123 38.789...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>US-MD</td>\n",
       "      <td>POLYGON ((-75.37754 38.01538, -75.37754 38.015...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>US-NJ</td>\n",
       "      <td>POLYGON ((-75.52781 39.49865, -75.55427 39.691...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>New York</td>\n",
       "      <td>US-NY</td>\n",
       "      <td>POLYGON ((-73.49794 42.05451, -73.55349 41.289...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>US-PA</td>\n",
       "      <td>POLYGON ((-80.51893 40.64111, -80.51627 42.324...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Maine</td>\n",
       "      <td>US-ME</td>\n",
       "      <td>POLYGON ((-70.64573 43.09008, -70.75102 43.080...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>US-MI</td>\n",
       "      <td>POLYGON ((-89.95766 47.28691, -89.84283 47.464...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   state state_code  \\\n",
       "0              Minnesota      US-MN   \n",
       "1              Minnesota      US-MN   \n",
       "2                Montana      US-MT   \n",
       "3           North Dakota      US-ND   \n",
       "4                  Idaho      US-ID   \n",
       "5             Washington      US-WA   \n",
       "6                Arizona      US-AZ   \n",
       "7             California      US-CA   \n",
       "8               Colorado      US-CO   \n",
       "9                 Nevada      US-NV   \n",
       "10            New Mexico      US-NM   \n",
       "11                Oregon      US-OR   \n",
       "12                  Utah      US-UT   \n",
       "13               Wyoming      US-WY   \n",
       "14              Arkansas      US-AR   \n",
       "15                  Iowa      US-IA   \n",
       "16                Kansas      US-KS   \n",
       "17              Missouri      US-MO   \n",
       "18              Nebraska      US-NE   \n",
       "19              Oklahoma      US-OK   \n",
       "20          South Dakota      US-SD   \n",
       "21             Louisiana      US-LA   \n",
       "22                 Texas      US-TX   \n",
       "23                 Texas      US-TX   \n",
       "24                 Texas      US-TX   \n",
       "25           Connecticut      US-CT   \n",
       "26         Massachusetts      US-MA   \n",
       "27         New Hampshire      US-NH   \n",
       "28          Rhode Island      US-RI   \n",
       "29               Vermont      US-VT   \n",
       "30               Alabama      US-AL   \n",
       "31               Florida      US-FL   \n",
       "32               Florida      US-FL   \n",
       "33               Florida      US-FL   \n",
       "34               Florida      US-FL   \n",
       "35               Florida      US-FL   \n",
       "36               Florida      US-FL   \n",
       "37               Florida      US-FL   \n",
       "38               Florida      US-FL   \n",
       "39               Florida      US-FL   \n",
       "40               Georgia      US-GA   \n",
       "41           Mississippi      US-MS   \n",
       "42        South Carolina      US-SC   \n",
       "43              Illinois      US-IL   \n",
       "44               Indiana      US-IN   \n",
       "45              Kentucky      US-KY   \n",
       "46        North Carolina      US-NC   \n",
       "47                  Ohio      US-OH   \n",
       "48             Tennessee      US-TN   \n",
       "49              Virginia      US-VA   \n",
       "50             Wisconsin      US-WI   \n",
       "51         West Virginia      US-WV   \n",
       "52              Delaware      US-DE   \n",
       "53  District of Columbia      US-DC   \n",
       "54              Maryland      US-MD   \n",
       "55            New Jersey      US-NJ   \n",
       "56              New York      US-NY   \n",
       "57          Pennsylvania      US-PA   \n",
       "58                 Maine      US-ME   \n",
       "59              Michigan      US-MI   \n",
       "\n",
       "                                             geometry  dog_rank  \\\n",
       "0   POLYGON ((-89.95766 47.28691, -90.13175 47.292...       0.0   \n",
       "1   POLYGON ((-89.95766 47.28691, -90.13175 47.292...       0.0   \n",
       "2   POLYGON ((-116.04823 49.00037, -113.05950 49.0...       0.0   \n",
       "3   POLYGON ((-97.22894 49.00089, -97.21414 48.902...       0.0   \n",
       "4   POLYGON ((-116.04823 49.00037, -115.96780 47.9...      13.0   \n",
       "5   POLYGON ((-117.03143 48.99931, -117.02665 47.7...       5.0   \n",
       "6   POLYGON ((-109.04522 36.99991, -109.04367 31.3...      12.0   \n",
       "7   POLYGON ((-114.64222 35.05311, -114.62212 34.9...      10.0   \n",
       "8   POLYGON ((-102.05017 40.00081, -102.04012 38.4...       0.0   \n",
       "9   POLYGON ((-117.02825 42.00002, -114.03422 41.9...       3.0   \n",
       "10  POLYGON ((-109.04367 31.34190, -109.04522 36.9...       0.0   \n",
       "11  POLYGON ((-116.91500 45.99998, -116.67900 45.8...      14.0   \n",
       "12  POLYGON ((-114.03422 41.99312, -111.05024 42.0...       0.0   \n",
       "13  POLYGON ((-111.08518 44.50615, -111.06719 44.5...       0.0   \n",
       "14  POLYGON ((-89.66292 36.02307, -89.67351 35.940...       0.0   \n",
       "15  POLYGON ((-96.45266 43.50179, -95.35994 43.500...       0.0   \n",
       "16  POLYGON ((-102.04118 36.99198, -102.04012 38.4...       0.0   \n",
       "17  POLYGON ((-89.66292 36.02307, -90.31539 36.023...       6.0   \n",
       "18  POLYGON ((-102.05017 40.00081, -102.05017 40.0...       0.0   \n",
       "19  POLYGON ((-103.00322 36.99516, -102.04118 36.9...      20.0   \n",
       "20  POLYGON ((-96.53945 46.01797, -96.55689 45.872...       0.0   \n",
       "21  POLYGON ((-94.05976 33.01212, -93.09403 33.010...       8.0   \n",
       "22  POLYGON ((-106.50734 31.75429, -106.61953 31.9...       2.0   \n",
       "23  POLYGON ((-106.50734 31.75429, -106.61953 31.9...      18.0   \n",
       "24  POLYGON ((-106.50734 31.75429, -106.61953 31.9...      19.0   \n",
       "25  POLYGON ((-73.49794 42.05451, -72.73222 42.035...       0.0   \n",
       "26  POLYGON ((-71.80091 42.01325, -72.73222 42.035...       0.0   \n",
       "27  POLYGON ((-70.81505 42.86519, -70.93360 42.884...       0.0   \n",
       "28  POLYGON ((-71.85383 41.32004, -71.79295 41.466...       0.0   \n",
       "29  POLYGON ((-72.45707 42.72708, -73.28203 42.743...       0.0   \n",
       "30  POLYGON ((-88.16696 34.99967, -86.90968 34.999...       9.0   \n",
       "31  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       1.0   \n",
       "32  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       1.0   \n",
       "33  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       1.0   \n",
       "34  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       4.0   \n",
       "35  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       4.0   \n",
       "36  POLYGON ((-87.53039 30.27420, -87.45789 30.411...       4.0   \n",
       "37  POLYGON ((-87.53039 30.27420, -87.45789 30.411...      16.0   \n",
       "38  POLYGON ((-87.53039 30.27420, -87.45789 30.411...      16.0   \n",
       "39  POLYGON ((-87.53039 30.27420, -87.45789 30.411...      16.0   \n",
       "40  POLYGON ((-85.00519 30.99069, -85.05442 31.108...       7.0   \n",
       "41  POLYGON ((-91.15624 33.01000, -91.10808 33.206...       0.0   \n",
       "42  POLYGON ((-80.86501 32.03316, -81.03644 32.084...       0.0   \n",
       "43  POLYGON ((-91.43033 40.36860, -91.41023 40.551...       0.0   \n",
       "44  POLYGON ((-88.05108 37.81960, -88.01881 38.021...       0.0   \n",
       "45  POLYGON ((-89.49836 36.50620, -89.27398 36.611...      15.0   \n",
       "46  POLYGON ((-83.07637 34.97903, -84.32097 34.986...       0.0   \n",
       "47  POLYGON ((-84.82368 39.10653, -84.81787 39.799...      11.0   \n",
       "48  POLYGON ((-90.24924 35.02083, -90.13493 35.113...      17.0   \n",
       "49  MULTIPOLYGON (((-83.33059 36.67266, -83.17851 ...       0.0   \n",
       "50  POLYGON ((-91.22820 43.50125, -91.25466 43.613...       0.0   \n",
       "51  POLYGON ((-81.97254 37.53595, -82.16728 37.554...       0.0   \n",
       "52  POLYGON ((-75.04839 38.44876, -75.71462 38.449...       0.0   \n",
       "53  POLYGON ((-77.04124 38.78954, -77.04123 38.789...       0.0   \n",
       "54  POLYGON ((-75.37754 38.01538, -75.37754 38.015...       0.0   \n",
       "55  POLYGON ((-75.52781 39.49865, -75.55427 39.691...       0.0   \n",
       "56  POLYGON ((-73.49794 42.05451, -73.55349 41.289...       0.0   \n",
       "57  POLYGON ((-80.51893 40.64111, -80.51627 42.324...       0.0   \n",
       "58  POLYGON ((-70.64573 43.09008, -70.75102 43.080...       0.0   \n",
       "59  POLYGON ((-89.95766 47.28691, -89.84283 47.464...       0.0   \n",
       "\n",
       "    dog_friendly_city  cat_rank cat_friendly_city  dog_friendly  cat_friendly  \n",
       "0                  NA       5.0       Minneapolis           0.0           1.0  \n",
       "1                  NA      16.0          St. Paul           0.0           1.0  \n",
       "2                  NA       0.0                NA           0.0           0.0  \n",
       "3                  NA       0.0                NA           0.0           0.0  \n",
       "4               Boise       0.0                NA           1.0           0.0  \n",
       "5             Seattle      13.0           Seattle           1.0           1.0  \n",
       "6          Scottsdale       0.0                NA           1.0           0.0  \n",
       "7           San Diego      17.0        Sacramento           1.0           1.0  \n",
       "8                  NA      10.0            Denver           0.0           1.0  \n",
       "9           Las Vegas      19.0              Reno           1.0           1.0  \n",
       "10                 NA       0.0                NA           0.0           0.0  \n",
       "11           Portland       2.0          Portland           1.0           1.0  \n",
       "12                 NA       0.0                NA           0.0           0.0  \n",
       "13                 NA       0.0                NA           0.0           0.0  \n",
       "14                 NA       0.0                NA           0.0           0.0  \n",
       "15                 NA       0.0                NA           0.0           0.0  \n",
       "16                 NA       0.0                NA           0.0           0.0  \n",
       "17          St. Louis       6.0         St. Louis           1.0           1.0  \n",
       "18                 NA      14.0             Omaha           0.0           1.0  \n",
       "19      Oklahoma City      15.0             Tulsa           1.0           1.0  \n",
       "20                 NA       0.0                NA           0.0           0.0  \n",
       "21        New Orleans      12.0       Baton Rouge           1.0           1.0  \n",
       "22             Austin       0.0                NA           1.0           0.0  \n",
       "23            Houston       0.0                NA           1.0           0.0  \n",
       "24     Corpus Christi       0.0                NA           1.0           0.0  \n",
       "25                 NA       0.0                NA           0.0           0.0  \n",
       "26                 NA       0.0                NA           0.0           0.0  \n",
       "27                 NA       0.0                NA           0.0           0.0  \n",
       "28                 NA       0.0                NA           0.0           0.0  \n",
       "29                 NA       0.0                NA           0.0           0.0  \n",
       "30         Birmingham       1.0        Birmingham           1.0           1.0  \n",
       "31              Tampa       7.0             Tampa           1.0           1.0  \n",
       "32              Tampa       8.0           Orlando           1.0           1.0  \n",
       "33              Tampa      18.0    St. Petersburg           1.0           1.0  \n",
       "34            Orlando       7.0             Tampa           1.0           1.0  \n",
       "35            Orlando       8.0           Orlando           1.0           1.0  \n",
       "36            Orlando      18.0    St. Petersburg           1.0           1.0  \n",
       "37              Miami       7.0             Tampa           1.0           1.0  \n",
       "38              Miami       8.0           Orlando           1.0           1.0  \n",
       "39              Miami      18.0    St. Petersburg           1.0           1.0  \n",
       "40            Atlanta       0.0                NA           1.0           0.0  \n",
       "41                 NA       0.0                NA           0.0           0.0  \n",
       "42                 NA       0.0                NA           0.0           0.0  \n",
       "43                 NA       0.0                NA           0.0           0.0  \n",
       "44                 NA      11.0        Fort Wayne           0.0           1.0  \n",
       "45  Lexington-Fayette       0.0                NA           1.0           0.0  \n",
       "46                 NA       9.0        Greensboro           0.0           1.0  \n",
       "47         Cincinnati      20.0        Cincinnati           1.0           1.0  \n",
       "48          Nashville       0.0                NA           1.0           0.0  \n",
       "49                 NA       4.0          Richmond           0.0           1.0  \n",
       "50                 NA       3.0           Madison           0.0           1.0  \n",
       "51                 NA       0.0                NA           0.0           0.0  \n",
       "52                 NA       0.0                NA           0.0           0.0  \n",
       "53                 NA       0.0                NA           0.0           0.0  \n",
       "54                 NA       0.0                NA           0.0           0.0  \n",
       "55                 NA       0.0                NA           0.0           0.0  \n",
       "56                 NA       0.0                NA           0.0           0.0  \n",
       "57                 NA       0.0                NA           0.0           0.0  \n",
       "58                 NA       0.0                NA           0.0           0.0  \n",
       "59                 NA       0.0                NA           0.0           0.0  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf.loc[gdf['dog_rank']>0.0,'dog_friendly'] = 1\n",
    "gdf.loc[gdf['cat_rank']>0.0,'cat_friendly'] = 1\n",
    "\n",
    "gdf['dog_friendly'].fillna(0, inplace=True)\n",
    "gdf['cat_friendly'].fillna(0, inplace=True)\n",
    "\n",
    "gdf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wonderful! All values look correct (besides the shape but I'll look at that in a bit). Now I need to convert the data to JSON so I can use Bokeh to implement interactivity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Read data to json.\n",
    "json_gdf = json.loads(gdf.to_json())\n",
    "#Convert to String like object.\n",
    "json_gdf = json.dumps(json_gdf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now I'm ready to render my map. I'll do cats first."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"4071\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"4071\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"4071\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"4071\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; 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       "  var render_items = [{\"docid\":\"d8c30f16-14f0-42b5-b2e0-4c02196281d7\",\"root_ids\":[\"4033\"],\"roots\":{\"4033\":\"ee77c4be-01eb-4a5c-ba70-1dded34d9c1d\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "4033"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Input GeoJSON source that contains features for plotting.\n",
    "geosource = GeoJSONDataSource(geojson = json_gdf)\n",
    "\n",
    "#Define a sequential multi-hue color palette.\n",
    "palette = brewer['YlGnBu'][3]\n",
    "\n",
    "#Reverse color order so that dark blue means highest\n",
    "palette = palette[::-1]\n",
    "\n",
    "#Instantiate LinearColorMapper that linearly maps numbers in a range, into a sequence of colors.\n",
    "color_mapper = LinearColorMapper(palette = palette, low = 0, high = 1)\n",
    "\n",
    "#Define custom tick labels for color bar.\n",
    "tick_labels = {'0': 'Not cat-friendly', '0.2': '', '0.4': '', '0.6': '', '0.8': '', '1': 'Cat-friendly'}\n",
    "# '0': '0%', '5': '5%', '10':'10%', '15':'15%', '20':'20%', '25':'25%', '30':'30%','35':'35%', '20': \n",
    "\n",
    "#Create color bar. \n",
    "color_bar = ColorBar(width = 500, height = 20, color_mapper=color_mapper,\n",
    "border_line_color=None,location = (2,1), orientation = 'horizontal', major_label_overrides = tick_labels)\n",
    "#color_mapper=color_mapper, \n",
    "#major_label_overrides = tick_labels)\n",
    "\n",
    "#Create figure object.\n",
    "p = figure(title = 'Cat-friendly places to live', plot_height = 600 , plot_width = 950, toolbar_location = None)\n",
    "p.xgrid.grid_line_color = None\n",
    "p.ygrid.grid_line_color = None\n",
    "\n",
    "#Add patch renderer to figure. \n",
    "p.patches('xs','ys', source = geosource,fill_color = {'field' :'cat_friendly', 'transform' : color_mapper},\n",
    "          line_color = 'black', line_width = 0.25, fill_alpha = 1)\n",
    "\n",
    "#Specify figure layout.\n",
    "p.add_layout(color_bar, 'below')\n",
    "\n",
    "#Display figure inline in Jupyter Notebook.\n",
    "output_notebook()\n",
    "\n",
    "#Display figure.\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I want to try to switch to using cities as the primary feature for location instead of states. First I need a new shapefile for cities instead of the states shapefile I have."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>scalerank</th>\n",
       "      <th>natscale</th>\n",
       "      <th>labelrank</th>\n",
       "      <th>featurecla</th>\n",
       "      <th>name</th>\n",
       "      <th>namepar</th>\n",
       "      <th>namealt</th>\n",
       "      <th>diffascii</th>\n",
       "      <th>nameascii</th>\n",
       "      <th>adm0cap</th>\n",
       "      <th>...</th>\n",
       "      <th>rank_max</th>\n",
       "      <th>rank_min</th>\n",
       "      <th>geonameid</th>\n",
       "      <th>meganame</th>\n",
       "      <th>ls_name</th>\n",
       "      <th>ls_match</th>\n",
       "      <th>checkme</th>\n",
       "      <th>min_zoom</th>\n",
       "      <th>ne_id</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>Admin-0 capital</td>\n",
       "      <td>Vatican City</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>Vatican City</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6691831.0</td>\n",
       "      <td>None</td>\n",
       "      <td>Vatican City</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1159127243</td>\n",
       "      <td>POINT (12.45339 41.90328)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>Admin-0 capital</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>3168070.0</td>\n",
       "      <td>None</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1159146051</td>\n",
       "      <td>POINT (12.44177 43.93610)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>Admin-0 capital</td>\n",
       "      <td>Vaduz</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>Vaduz</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>3042030.0</td>\n",
       "      <td>None</td>\n",
       "      <td>Vaduz</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1159146061</td>\n",
       "      <td>POINT (9.51667 47.13372)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>8</td>\n",
       "      <td>Admin-0 capital alt</td>\n",
       "      <td>Lobamba</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>Lobamba</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>935048.0</td>\n",
       "      <td>None</td>\n",
       "      <td>Lobamba</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1159146343</td>\n",
       "      <td>POINT (31.20000 -26.46667)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>8</td>\n",
       "      <td>Admin-0 capital</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>2960316.0</td>\n",
       "      <td>None</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1159146437</td>\n",
       "      <td>POINT (6.13000 49.61166)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   scalerank  natscale  labelrank           featurecla          name namepar  \\\n",
       "0          8        10          3      Admin-0 capital  Vatican City    None   \n",
       "1          7        20          0      Admin-0 capital    San Marino    None   \n",
       "2          7        20          0      Admin-0 capital         Vaduz    None   \n",
       "3          6        30          8  Admin-0 capital alt       Lobamba    None   \n",
       "4          6        30          8      Admin-0 capital    Luxembourg    None   \n",
       "\n",
       "  namealt  diffascii     nameascii  adm0cap  ...  rank_max rank_min  \\\n",
       "0    None          0  Vatican City      1.0  ...         2        2   \n",
       "1    None          0    San Marino      1.0  ...         7        7   \n",
       "2    None          0         Vaduz      1.0  ...         7        5   \n",
       "3    None          0       Lobamba      0.0  ...         5        4   \n",
       "4    None          0    Luxembourg      1.0  ...         9        8   \n",
       "\n",
       "   geonameid  meganame       ls_name ls_match checkme min_zoom       ne_id  \\\n",
       "0  6691831.0      None  Vatican City        1       0      7.0  1159127243   \n",
       "1  3168070.0      None    San Marino        1       5      6.1  1159146051   \n",
       "2  3042030.0      None         Vaduz        1       0      6.7  1159146061   \n",
       "3   935048.0      None       Lobamba        1       5      6.0  1159146343   \n",
       "4  2960316.0      None    Luxembourg        1       0      6.0  1159146437   \n",
       "\n",
       "                     geometry  \n",
       "0   POINT (12.45339 41.90328)  \n",
       "1   POINT (12.44177 43.93610)  \n",
       "2    POINT (9.51667 47.13372)  \n",
       "3  POINT (31.20000 -26.46667)  \n",
       "4    POINT (6.13000 49.61166)  \n",
       "\n",
       "[5 rows x 39 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shapefile = '/Users/a666/codeup-data-science/flask-project/ne_110m_populated_places_simple/ne_110m_populated_places_simple.shp'\n",
    "\n",
    "#Read shapefile using Geopandas\n",
    "gdf = gpd.read_file(shapefile)\n",
    "#[['name', 'iso_3166_2', 'geometry']]\n",
    "\n",
    "#Rename columns.\n",
    "#gdf.columns = ['state', 'state_code', 'geometry']\n",
    "gdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe44e25aca0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'll need to join this data with my US state data for visualization purposes anyway, it looks like. I'll do that now, after thinking for a moment how I want to join my data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "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",
   "pygments_lexer": "ipython3",
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