South Florida City Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# South Florida City Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Importing all the required libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1061,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1062,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Get the data from web and creating data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1063,
   "metadata": {},
   "outputs": [],
   "source": [
    "page = requests.get('https://en.wikipedia.org/wiki/South_Florida#Cities')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1064,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup = BeautifulSoup(page.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1065,
   "metadata": {},
   "outputs": [],
   "source": [
    "table = soup.find('table', {\"class\" : \"wikitable sortable\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1066,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<tr>\n",
       " <th>City\n",
       " </th>\n",
       " <th>2010 population<sup class=\"reference\" id=\"cite_ref-3\"><a href=\"#cite_note-3\">[3]</a></sup>\n",
       " </th>\n",
       " <th>2000 population\n",
       " </th>\n",
       " <th>County\n",
       " </th></tr>, <tr>\n",
       " <td><a href=\"/wiki/Miami\" title=\"Miami\">Miami</a>\n",
       " </td>\n",
       " <td>399,457\n",
       " </td>\n",
       " <td>362,470\n",
       " </td>\n",
       " <td>Miami-Dade\n",
       " </td></tr>, <tr>\n",
       " <td><a class=\"mw-redirect\" href=\"/wiki/Hialeah\" title=\"Hialeah\">Hialeah</a>\n",
       " </td>\n",
       " <td>224,669\n",
       " </td>\n",
       " <td>226,419\n",
       " </td>\n",
       " <td>Miami-Dade\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Fort_Lauderdale,_Florida\" title=\"Fort Lauderdale, Florida\">Fort Lauderdale</a>\n",
       " </td>\n",
       " <td>165,521\n",
       " </td>\n",
       " <td>152,397\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Port_St._Lucie,_Florida\" title=\"Port St. Lucie, Florida\">Port St. Lucie</a>\n",
       " </td>\n",
       " <td>164,603\n",
       " </td>\n",
       " <td>88,769\n",
       " </td>\n",
       " <td>St. Lucie\n",
       " </td></tr>, <tr>\n",
       " <td><a class=\"mw-redirect\" href=\"/wiki/Pembroke_Pines\" title=\"Pembroke Pines\">Pembroke Pines</a>\n",
       " </td>\n",
       " <td>154,750\n",
       " </td>\n",
       " <td>137,427\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Hollywood,_Florida\" title=\"Hollywood, Florida\">Hollywood</a>\n",
       " </td>\n",
       " <td>140,768\n",
       " </td>\n",
       " <td>139,368\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Miramar,_Florida\" title=\"Miramar, Florida\">Miramar</a>\n",
       " </td>\n",
       " <td>122,041\n",
       " </td>\n",
       " <td>72,739\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Coral_Springs,_Florida\" title=\"Coral Springs, Florida\">Coral Springs</a>\n",
       " </td>\n",
       " <td>121,096\n",
       " </td>\n",
       " <td>117,549\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a class=\"mw-redirect\" href=\"/wiki/Miami_Gardens\" title=\"Miami Gardens\">Miami Gardens</a>\n",
       " </td>\n",
       " <td>107,167\n",
       " </td>\n",
       " <td>124,656\n",
       " </td>\n",
       " <td>Miami-Dade\n",
       " </td></tr>, <tr>\n",
       " <td><a class=\"mw-redirect\" href=\"/wiki/West_Palm_Beach\" title=\"West Palm Beach\">West Palm Beach</a>\n",
       " </td>\n",
       " <td>99,919\n",
       " </td>\n",
       " <td>82,103\n",
       " </td>\n",
       " <td>Palm Beach\n",
       " </td></tr>, <tr>\n",
       " <td><a class=\"mw-redirect\" href=\"/wiki/Pompano_Beach\" title=\"Pompano Beach\">Pompano Beach</a>\n",
       " </td>\n",
       " <td>99,845\n",
       " </td>\n",
       " <td>78,191\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Davie,_Florida\" title=\"Davie, Florida\">Davie</a>\n",
       " </td>\n",
       " <td>91,992\n",
       " </td>\n",
       " <td>75,720\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a class=\"mw-redirect\" href=\"/wiki/Miami_Beach\" title=\"Miami Beach\">Miami Beach</a>\n",
       " </td>\n",
       " <td>87,779\n",
       " </td>\n",
       " <td>87,933\n",
       " </td>\n",
       " <td>Miami-Dade\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Plantation,_Florida\" title=\"Plantation, Florida\">Plantation</a>\n",
       " </td>\n",
       " <td>84,955\n",
       " </td>\n",
       " <td>82,934\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Sunrise,_Florida\" title=\"Sunrise, Florida\">Sunrise</a>\n",
       " </td>\n",
       " <td>84,439\n",
       " </td>\n",
       " <td>85,787\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Boca_Raton,_Florida\" title=\"Boca Raton, Florida\">Boca Raton</a>\n",
       " </td>\n",
       " <td>84,392\n",
       " </td>\n",
       " <td>74,764\n",
       " </td>\n",
       " <td>Palm Beach\n",
       " </td></tr>, <tr>\n",
       " <td><a class=\"mw-redirect\" href=\"/wiki/Deerfield_Beach\" title=\"Deerfield Beach\">Deerfield Beach</a>\n",
       " </td>\n",
       " <td>75,018\n",
       " </td>\n",
       " <td>64,585\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Boynton_Beach,_Florida\" title=\"Boynton Beach, Florida\">Boynton Beach</a>\n",
       " </td>\n",
       " <td>68,217\n",
       " </td>\n",
       " <td>60,389\n",
       " </td>\n",
       " <td>Palm Beach\n",
       " </td></tr>, <tr>\n",
       " <td><a class=\"mw-redirect\" href=\"/wiki/Lauderhill\" title=\"Lauderhill\">Lauderhill</a>\n",
       " </td>\n",
       " <td>66,887\n",
       " </td>\n",
       " <td>57,585\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Weston,_Florida\" title=\"Weston, Florida\">Weston</a>\n",
       " </td>\n",
       " <td>65,333\n",
       " </td>\n",
       " <td>49,286\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a class=\"mw-redirect\" href=\"/wiki/Delray_Beach\" title=\"Delray Beach\">Delray Beach</a>\n",
       " </td>\n",
       " <td>60,522\n",
       " </td>\n",
       " <td>60,020\n",
       " </td>\n",
       " <td>Palm Beach\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Homestead,_Florida\" title=\"Homestead, Florida\">Homestead</a>\n",
       " </td>\n",
       " <td>60,512\n",
       " </td>\n",
       " <td>31,909\n",
       " </td>\n",
       " <td>Miami-Dade\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Tamarac,_Florida\" title=\"Tamarac, Florida\">Tamarac</a>\n",
       " </td>\n",
       " <td>60,427\n",
       " </td>\n",
       " <td>55,588\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/North_Miami,_Florida\" title=\"North Miami, Florida\">North Miami</a>\n",
       " </td>\n",
       " <td>58,786\n",
       " </td>\n",
       " <td>59,880\n",
       " </td>\n",
       " <td>Miami-Dade\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Wellington,_Florida\" title=\"Wellington, Florida\">Wellington</a>\n",
       " </td>\n",
       " <td>56,508\n",
       " </td>\n",
       " <td>38,216\n",
       " </td>\n",
       " <td>Palm Beach\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Jupiter,_Florida\" title=\"Jupiter, Florida\">Jupiter</a>\n",
       " </td>\n",
       " <td>55,156\n",
       " </td>\n",
       " <td>39,328\n",
       " </td>\n",
       " <td>Palm Beach\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Margate,_Florida\" title=\"Margate, Florida\">Margate</a>\n",
       " </td>\n",
       " <td>53,284\n",
       " </td>\n",
       " <td>53,909\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>, <tr>\n",
       " <td><a href=\"/wiki/Coconut_Creek,_Florida\" title=\"Coconut Creek, Florida\">Coconut Creek</a>\n",
       " </td>\n",
       " <td>52,909\n",
       " </td>\n",
       " <td>43,566\n",
       " </td>\n",
       " <td>Broward\n",
       " </td></tr>]"
      ]
     },
     "execution_count": 1066,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.findAll('tr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1067,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<td><a href=\"/wiki/Miami\" title=\"Miami\">Miami</a>\n",
       " </td>, <td>399,457\n",
       " </td>, <td>362,470\n",
       " </td>, <td>Miami-Dade\n",
       " </td>, <td><a class=\"mw-redirect\" href=\"/wiki/Hialeah\" title=\"Hialeah\">Hialeah</a>\n",
       " </td>, <td>224,669\n",
       " </td>, <td>226,419\n",
       " </td>, <td>Miami-Dade\n",
       " </td>, <td><a href=\"/wiki/Fort_Lauderdale,_Florida\" title=\"Fort Lauderdale, Florida\">Fort Lauderdale</a>\n",
       " </td>, <td>165,521\n",
       " </td>, <td>152,397\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/Port_St._Lucie,_Florida\" title=\"Port St. Lucie, Florida\">Port St. Lucie</a>\n",
       " </td>, <td>164,603\n",
       " </td>, <td>88,769\n",
       " </td>, <td>St. Lucie\n",
       " </td>, <td><a class=\"mw-redirect\" href=\"/wiki/Pembroke_Pines\" title=\"Pembroke Pines\">Pembroke Pines</a>\n",
       " </td>, <td>154,750\n",
       " </td>, <td>137,427\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/Hollywood,_Florida\" title=\"Hollywood, Florida\">Hollywood</a>\n",
       " </td>, <td>140,768\n",
       " </td>, <td>139,368\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/Miramar,_Florida\" title=\"Miramar, Florida\">Miramar</a>\n",
       " </td>, <td>122,041\n",
       " </td>, <td>72,739\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/Coral_Springs,_Florida\" title=\"Coral Springs, Florida\">Coral Springs</a>\n",
       " </td>, <td>121,096\n",
       " </td>, <td>117,549\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a class=\"mw-redirect\" href=\"/wiki/Miami_Gardens\" title=\"Miami Gardens\">Miami Gardens</a>\n",
       " </td>, <td>107,167\n",
       " </td>, <td>124,656\n",
       " </td>, <td>Miami-Dade\n",
       " </td>, <td><a class=\"mw-redirect\" href=\"/wiki/West_Palm_Beach\" title=\"West Palm Beach\">West Palm Beach</a>\n",
       " </td>, <td>99,919\n",
       " </td>, <td>82,103\n",
       " </td>, <td>Palm Beach\n",
       " </td>, <td><a class=\"mw-redirect\" href=\"/wiki/Pompano_Beach\" title=\"Pompano Beach\">Pompano Beach</a>\n",
       " </td>, <td>99,845\n",
       " </td>, <td>78,191\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/Davie,_Florida\" title=\"Davie, Florida\">Davie</a>\n",
       " </td>, <td>91,992\n",
       " </td>, <td>75,720\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a class=\"mw-redirect\" href=\"/wiki/Miami_Beach\" title=\"Miami Beach\">Miami Beach</a>\n",
       " </td>, <td>87,779\n",
       " </td>, <td>87,933\n",
       " </td>, <td>Miami-Dade\n",
       " </td>, <td><a href=\"/wiki/Plantation,_Florida\" title=\"Plantation, Florida\">Plantation</a>\n",
       " </td>, <td>84,955\n",
       " </td>, <td>82,934\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/Sunrise,_Florida\" title=\"Sunrise, Florida\">Sunrise</a>\n",
       " </td>, <td>84,439\n",
       " </td>, <td>85,787\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/Boca_Raton,_Florida\" title=\"Boca Raton, Florida\">Boca Raton</a>\n",
       " </td>, <td>84,392\n",
       " </td>, <td>74,764\n",
       " </td>, <td>Palm Beach\n",
       " </td>, <td><a class=\"mw-redirect\" href=\"/wiki/Deerfield_Beach\" title=\"Deerfield Beach\">Deerfield Beach</a>\n",
       " </td>, <td>75,018\n",
       " </td>, <td>64,585\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/Boynton_Beach,_Florida\" title=\"Boynton Beach, Florida\">Boynton Beach</a>\n",
       " </td>, <td>68,217\n",
       " </td>, <td>60,389\n",
       " </td>, <td>Palm Beach\n",
       " </td>, <td><a class=\"mw-redirect\" href=\"/wiki/Lauderhill\" title=\"Lauderhill\">Lauderhill</a>\n",
       " </td>, <td>66,887\n",
       " </td>, <td>57,585\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/Weston,_Florida\" title=\"Weston, Florida\">Weston</a>\n",
       " </td>, <td>65,333\n",
       " </td>, <td>49,286\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a class=\"mw-redirect\" href=\"/wiki/Delray_Beach\" title=\"Delray Beach\">Delray Beach</a>\n",
       " </td>, <td>60,522\n",
       " </td>, <td>60,020\n",
       " </td>, <td>Palm Beach\n",
       " </td>, <td><a href=\"/wiki/Homestead,_Florida\" title=\"Homestead, Florida\">Homestead</a>\n",
       " </td>, <td>60,512\n",
       " </td>, <td>31,909\n",
       " </td>, <td>Miami-Dade\n",
       " </td>, <td><a href=\"/wiki/Tamarac,_Florida\" title=\"Tamarac, Florida\">Tamarac</a>\n",
       " </td>, <td>60,427\n",
       " </td>, <td>55,588\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/North_Miami,_Florida\" title=\"North Miami, Florida\">North Miami</a>\n",
       " </td>, <td>58,786\n",
       " </td>, <td>59,880\n",
       " </td>, <td>Miami-Dade\n",
       " </td>, <td><a href=\"/wiki/Wellington,_Florida\" title=\"Wellington, Florida\">Wellington</a>\n",
       " </td>, <td>56,508\n",
       " </td>, <td>38,216\n",
       " </td>, <td>Palm Beach\n",
       " </td>, <td><a href=\"/wiki/Jupiter,_Florida\" title=\"Jupiter, Florida\">Jupiter</a>\n",
       " </td>, <td>55,156\n",
       " </td>, <td>39,328\n",
       " </td>, <td>Palm Beach\n",
       " </td>, <td><a href=\"/wiki/Margate,_Florida\" title=\"Margate, Florida\">Margate</a>\n",
       " </td>, <td>53,284\n",
       " </td>, <td>53,909\n",
       " </td>, <td>Broward\n",
       " </td>, <td><a href=\"/wiki/Coconut_Creek,_Florida\" title=\"Coconut Creek, Florida\">Coconut Creek</a>\n",
       " </td>, <td>52,909\n",
       " </td>, <td>43,566\n",
       " </td>, <td>Broward\n",
       " </td>]"
      ]
     },
     "execution_count": 1067,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.findAll('td')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1068,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Getting Values from the HTML and changing this to data frame\n",
    "Florida = []\n",
    "\n",
    "#Loop through tables to get the values from the 4 columns\n",
    "for row in table.findAll('tr'):\n",
    "    col = row.findAll('td')\n",
    "    if len(col) == 4:\n",
    "        Florida.append((col[0].text.strip(), col[1].text.strip(), col[2].text.strip(), col[3].text.strip()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1069,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Converting the list to an array\n",
    "Florida = np.asarray(Florida)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1070,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(28, 4)\n"
     ]
    },
    {
     "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Miami</td>\n",
       "      <td>399,457</td>\n",
       "      <td>362,470</td>\n",
       "      <td>Miami-Dade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hialeah</td>\n",
       "      <td>224,669</td>\n",
       "      <td>226,419</td>\n",
       "      <td>Miami-Dade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>165,521</td>\n",
       "      <td>152,397</td>\n",
       "      <td>Broward</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Port St. Lucie</td>\n",
       "      <td>164,603</td>\n",
       "      <td>88,769</td>\n",
       "      <td>St. Lucie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pembroke Pines</td>\n",
       "      <td>154,750</td>\n",
       "      <td>137,427</td>\n",
       "      <td>Broward</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 0        1        2           3\n",
       "0            Miami  399,457  362,470  Miami-Dade\n",
       "1          Hialeah  224,669  226,419  Miami-Dade\n",
       "2  Fort Lauderdale  165,521  152,397     Broward\n",
       "3   Port St. Lucie  164,603   88,769   St. Lucie\n",
       "4   Pembroke Pines  154,750  137,427     Broward"
      ]
     },
     "execution_count": 1070,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Converting the array to a data frame\n",
    "Florida = pd.DataFrame(Florida)\n",
    "print(Florida.shape)\n",
    "Florida.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1071,
   "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>City</th>\n",
       "      <th>2010</th>\n",
       "      <th>2000</th>\n",
       "      <th>County</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Miami</td>\n",
       "      <td>399,457</td>\n",
       "      <td>362,470</td>\n",
       "      <td>Miami-Dade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hialeah</td>\n",
       "      <td>224,669</td>\n",
       "      <td>226,419</td>\n",
       "      <td>Miami-Dade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>165,521</td>\n",
       "      <td>152,397</td>\n",
       "      <td>Broward</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Port St. Lucie</td>\n",
       "      <td>164,603</td>\n",
       "      <td>88,769</td>\n",
       "      <td>St. Lucie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pembroke Pines</td>\n",
       "      <td>154,750</td>\n",
       "      <td>137,427</td>\n",
       "      <td>Broward</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              City     2010     2000      County\n",
       "0            Miami  399,457  362,470  Miami-Dade\n",
       "1          Hialeah  224,669  226,419  Miami-Dade\n",
       "2  Fort Lauderdale  165,521  152,397     Broward\n",
       "3   Port St. Lucie  164,603   88,769   St. Lucie\n",
       "4   Pembroke Pines  154,750  137,427     Broward"
      ]
     },
     "execution_count": 1071,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Naming the columns\n",
    "names = ['City', '2010', '2000', 'County']\n",
    "Florida.columns = names\n",
    "Florida.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1072,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Broward       15\n",
       "Miami-Dade     6\n",
       "Palm Beach     6\n",
       "St. Lucie      1\n",
       "Name: County, dtype: int64"
      ]
     },
     "execution_count": 1072,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking the cities by counties\n",
    "Florida.County.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1073,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Drop the columns of years\n",
    "Florida = Florida.drop(columns=['2010','2000'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1074,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Add counties to the cities to get the accurate co-ordinates\n",
    "Florida['Address'] = Florida.City + ', ' + Florida.County"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Getting the data of co-ordinates and merging with the cities data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1075,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import CSV with co-ordinates\n",
    "values = pd.read_csv('South Florida City Co-Ordinates - Sheet1.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1076,
   "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>Address</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Miami, Miami-Dade</td>\n",
       "      <td>25.7617</td>\n",
       "      <td>-80.1918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hialeah, Miami-Dade</td>\n",
       "      <td>25.8576</td>\n",
       "      <td>-80.2781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fort Lauderdale, Broward</td>\n",
       "      <td>26.1224</td>\n",
       "      <td>-80.1373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Port St. Lucie, St. Lucie</td>\n",
       "      <td>27.2730</td>\n",
       "      <td>-80.3582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pembroke Pines, Broward</td>\n",
       "      <td>26.0078</td>\n",
       "      <td>-80.2963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Hollywood, Broward</td>\n",
       "      <td>26.0112</td>\n",
       "      <td>-80.1495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Miramar, Broward</td>\n",
       "      <td>25.9861</td>\n",
       "      <td>-80.3036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Coral Springs, Broward</td>\n",
       "      <td>26.2712</td>\n",
       "      <td>-80.2706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Miami Gardens, Miami-Dade</td>\n",
       "      <td>25.9420</td>\n",
       "      <td>-80.2456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>West Palm Beach, Palm Beach</td>\n",
       "      <td>26.7153</td>\n",
       "      <td>-80.0534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pompano Beach, Broward</td>\n",
       "      <td>26.2379</td>\n",
       "      <td>-80.1248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Davie, Broward</td>\n",
       "      <td>26.0765</td>\n",
       "      <td>-80.2521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Miami Beach, Miami-Dade</td>\n",
       "      <td>25.7907</td>\n",
       "      <td>-80.1300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Plantation, Broward</td>\n",
       "      <td>26.1276</td>\n",
       "      <td>-80.2331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Sunrise, Broward</td>\n",
       "      <td>26.1670</td>\n",
       "      <td>-80.2566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Boca Raton, Palm Beach</td>\n",
       "      <td>26.3683</td>\n",
       "      <td>-80.1289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Deerfield Beach, Broward</td>\n",
       "      <td>26.3184</td>\n",
       "      <td>-80.0998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Boynton Beach, Palm Beach</td>\n",
       "      <td>26.5318</td>\n",
       "      <td>-80.0905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Lauderhill, Broward</td>\n",
       "      <td>26.1404</td>\n",
       "      <td>-80.2134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Weston, Broward</td>\n",
       "      <td>26.1004</td>\n",
       "      <td>-80.3998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Delray Beach, Palm Beach</td>\n",
       "      <td>26.4615</td>\n",
       "      <td>-80.0728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Homestead, Miami-Dade</td>\n",
       "      <td>25.4687</td>\n",
       "      <td>-80.4776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Tamarac, Broward</td>\n",
       "      <td>26.2129</td>\n",
       "      <td>-80.2498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>North Miami, Miami-Dade</td>\n",
       "      <td>25.8901</td>\n",
       "      <td>-80.1867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Wellington, Palm Beach</td>\n",
       "      <td>26.6618</td>\n",
       "      <td>-80.2684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Jupiter, Palm Beach</td>\n",
       "      <td>26.9342</td>\n",
       "      <td>-80.0942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Margate, Broward</td>\n",
       "      <td>26.2445</td>\n",
       "      <td>-80.2064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Coconut Creek, Broward</td>\n",
       "      <td>26.2517</td>\n",
       "      <td>-80.1789</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Address  Latitude  Longitude\n",
       "0             Miami, Miami-Dade   25.7617   -80.1918\n",
       "1           Hialeah, Miami-Dade   25.8576   -80.2781\n",
       "2      Fort Lauderdale, Broward   26.1224   -80.1373\n",
       "3     Port St. Lucie, St. Lucie   27.2730   -80.3582\n",
       "4       Pembroke Pines, Broward   26.0078   -80.2963\n",
       "5            Hollywood, Broward   26.0112   -80.1495\n",
       "6              Miramar, Broward   25.9861   -80.3036\n",
       "7        Coral Springs, Broward   26.2712   -80.2706\n",
       "8     Miami Gardens, Miami-Dade   25.9420   -80.2456\n",
       "9   West Palm Beach, Palm Beach   26.7153   -80.0534\n",
       "10       Pompano Beach, Broward   26.2379   -80.1248\n",
       "11               Davie, Broward   26.0765   -80.2521\n",
       "12      Miami Beach, Miami-Dade   25.7907   -80.1300\n",
       "13          Plantation, Broward   26.1276   -80.2331\n",
       "14             Sunrise, Broward   26.1670   -80.2566\n",
       "15       Boca Raton, Palm Beach   26.3683   -80.1289\n",
       "16     Deerfield Beach, Broward   26.3184   -80.0998\n",
       "17    Boynton Beach, Palm Beach   26.5318   -80.0905\n",
       "18          Lauderhill, Broward   26.1404   -80.2134\n",
       "19              Weston, Broward   26.1004   -80.3998\n",
       "20     Delray Beach, Palm Beach   26.4615   -80.0728\n",
       "21        Homestead, Miami-Dade   25.4687   -80.4776\n",
       "22             Tamarac, Broward   26.2129   -80.2498\n",
       "23      North Miami, Miami-Dade   25.8901   -80.1867\n",
       "24       Wellington, Palm Beach   26.6618   -80.2684\n",
       "25          Jupiter, Palm Beach   26.9342   -80.0942\n",
       "26             Margate, Broward   26.2445   -80.2064\n",
       "27       Coconut Creek, Broward   26.2517   -80.1789"
      ]
     },
     "execution_count": 1076,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1077,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Merge the values to get locations\n",
    "Neighborhoods = Florida.merge(values, on = 'Address', how = 'left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1078,
   "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>City</th>\n",
       "      <th>County</th>\n",
       "      <th>Address</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Miami</td>\n",
       "      <td>Miami-Dade</td>\n",
       "      <td>Miami, Miami-Dade</td>\n",
       "      <td>25.7617</td>\n",
       "      <td>-80.1918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hialeah</td>\n",
       "      <td>Miami-Dade</td>\n",
       "      <td>Hialeah, Miami-Dade</td>\n",
       "      <td>25.8576</td>\n",
       "      <td>-80.2781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Broward</td>\n",
       "      <td>Fort Lauderdale, Broward</td>\n",
       "      <td>26.1224</td>\n",
       "      <td>-80.1373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Port St. Lucie</td>\n",
       "      <td>St. Lucie</td>\n",
       "      <td>Port St. Lucie, St. Lucie</td>\n",
       "      <td>27.2730</td>\n",
       "      <td>-80.3582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pembroke Pines</td>\n",
       "      <td>Broward</td>\n",
       "      <td>Pembroke Pines, Broward</td>\n",
       "      <td>26.0078</td>\n",
       "      <td>-80.2963</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              City      County                    Address  Latitude  Longitude\n",
       "0            Miami  Miami-Dade          Miami, Miami-Dade   25.7617   -80.1918\n",
       "1          Hialeah  Miami-Dade        Hialeah, Miami-Dade   25.8576   -80.2781\n",
       "2  Fort Lauderdale     Broward   Fort Lauderdale, Broward   26.1224   -80.1373\n",
       "3   Port St. Lucie   St. Lucie  Port St. Lucie, St. Lucie   27.2730   -80.3582\n",
       "4   Pembroke Pines     Broward    Pembroke Pines, Broward   26.0078   -80.2963"
      ]
     },
     "execution_count": 1078,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check the merged table\n",
    "Neighborhoods.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1079,
   "metadata": {},
   "outputs": [],
   "source": [
    "Neighborhoods.Latitude = Neighborhoods.Latitude.astype(float)\n",
    "Neighborhoods.Longitude = Neighborhoods.Longitude.astype(float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Creating map of South Florida and using the cities to show on map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1080,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Setting up South Florida lat long values\n",
    "Latitude = 25.76268\n",
    "Longitude = -80.291890"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1081,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting package metadata: done\n",
      "Solving environment: done\n",
      "\n",
      "\n",
      "==> WARNING: A newer version of conda exists. <==\n",
      "  current version: 4.6.1\n",
      "  latest version: 4.6.7\n",
      "\n",
      "Please update conda by running\n",
      "\n",
      "    $ conda update -n base -c defaults conda\n",
      "\n",
      "\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /Users/rama/miniconda3\n",
      "\n",
      "  added / updated specs:\n",
      "    - folium=0.5.0\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    openssl-1.1.1b             |       h1de35cc_0         3.5 MB  conda-forge\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:         3.5 MB\n",
      "\n",
      "The following packages will be UPDATED:\n",
      "\n",
      "  openssl                              1.1.1a-h1de35cc_1000 --> 1.1.1b-h1de35cc_0\n",
      "\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "openssl-1.1.1b       | 3.5 MB    | ##################################### | 100% \n",
      "Preparing transaction: done\n",
      "Verifying transaction: done\n",
      "Executing transaction: done\n",
      "Libraries imported.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "import json\n",
    "\n",
    "from pandas.io.json import json_normalize\n",
    "\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "!conda install -c conda-forge folium=0.5.0 --yes\n",
    "import folium # map rendering library\n",
    "\n",
    "print('Libraries imported.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1082,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,PCFET0NUWVBFIGh0bWw+CjxoZWFkPiAgICAKICAgIDxtZXRhIGh0dHAtZXF1aXY9ImNvbnRlbnQtdHlwZSIgY29udGVudD0idGV4dC9odG1sOyBjaGFyc2V0PVVURi04IiAvPgogICAgPHNjcmlwdD5MX1BSRUZFUl9DQU5WQVMgPSBmYWxzZTsgTF9OT19UT1VDSCA9IGZhbHNlOyBMX0RJU0FCTEVfM0QgPSBmYWxzZTs8L3NjcmlwdD4KICAgIDxzY3JpcHQgc3JjPSJodHRwczovL2Nkbi5qc2RlbGl2ci5uZXQvbnBtL2xlYWZsZXRAMS4yLjAvZGlzdC9sZWFmbGV0LmpzIj48L3NjcmlwdD4KICAgIDxzY3JpcHQgc3JjPSJodHRwczovL2FqYXguZ29vZ2xlYXBpcy5jb20vYWpheC9saWJzL2pxdWVyeS8xLjExLjEvanF1ZXJ5Lm1pbi5qcyI+PC9zY3JpcHQ+CiAgICA8c2NyaXB0IHNyYz0iaHR0cHM6Ly9tYXhjZG4uYm9vdHN0cmFwY2RuLmNvbS9ib290c3RyYXAvMy4yLjAvanMvYm9vdHN0cmFwLm1pbi5qcyI+PC9zY3JpcHQ+CiAgICA8c2NyaXB0IHNyYz0iaHR0cHM6Ly9jZG5qcy5jbG91ZGZsYXJlLmNvbS9hamF4L2xpYnMvTGVhZmxldC5hd2Vzb21lLW1hcmtlcnMvMi4wLjIvbGVhZmxldC5hd2Vzb21lLW1hcmtlcnMuanMiPjwvc2NyaXB0PgogICAgPGxpbmsgcmVsPSJzdHlsZXNoZWV0IiBocmVmPSJodHRwczovL2Nkbi5qc2RlbGl2ci5uZXQvbnBtL2xlYWZsZXRAMS4yLjAvZGlzdC9sZWFmbGV0LmNzcyIvPgogICAgPGxpbmsgcmVsPSJzdHlsZXNoZWV0IiBocmVmPSJodHRwczovL21heGNkbi5ib290c3RyYXBjZG4uY29tL2Jvb3RzdHJhcC8zLjIuMC9jc3MvYm9vdHN0cmFwLm1pbi5jc3MiLz4KICAgIDxsaW5rIHJlbD0ic3R5bGVzaGVldCIgaHJlZj0iaHR0cHM6Ly9tYXhjZG4uYm9vdHN0cmFwY2RuLmNvbS9ib290c3RyYXAvMy4yLjAvY3NzL2Jvb3RzdHJhcC10aGVtZS5taW4uY3NzIi8+CiAgICA8bGluayByZWw9InN0eWxlc2hlZXQiIGhyZWY9Imh0dHBzOi8vbWF4Y2RuLmJvb3RzdHJhcGNkbi5jb20vZm9udC1hd2Vzb21lLzQuNi4zL2Nzcy9mb250LWF3ZXNvbWUubWluLmNzcyIvPgogICAgPGxpbmsgcmVsPSJzdHlsZXNoZWV0IiBocmVmPSJodHRwczovL2NkbmpzLmNsb3VkZmxhcmUuY29tL2FqYXgvbGlicy9MZWFmbGV0LmF3ZXNvbWUtbWFya2Vycy8yLjAuMi9sZWFmbGV0LmF3ZXNvbWUtbWFya2Vycy5jc3MiLz4KICAgIDxsaW5rIHJlbD0ic3R5bGVzaGVldCIgaHJlZj0iaHR0cHM6Ly9yYXdnaXQuY29tL3B5dGhvbi12aXN1YWxpemF0aW9uL2ZvbGl1bS9tYXN0ZXIvZm9saXVtL3RlbXBsYXRlcy9sZWFmbGV0LmF3ZXNvbWUucm90YXRlLmNzcyIvPgogICAgPHN0eWxlPmh0bWwsIGJvZHkge3dpZHRoOiAxMDAlO2hlaWdodDogMTAwJTttYXJnaW46IDA7cGFkZGluZzogMDt9PC9zdHlsZT4KICAgIDxzdHlsZT4jbWFwIHtwb3NpdGlvbjphYnNvbHV0ZTt0b3A6MDtib3R0b206MDtyaWdodDowO2xlZnQ6MDt9PC9zdHlsZT4KICAgIAogICAgICAgICAgICA8c3R5bGU+ICNtYXBfNDEyMDM1MWU1YzAwNDkzMjhmYjQxMDIzNmUxMzc1ZjMgewogICAgICAgICAgICAgICAgcG9zaXRpb24gOiByZWxhdGl2ZTsKICAgICAgICAgICAgICAgIHdpZHRoIDogMTAwLjAlOwogICAgICAgICAgICAgICAgaGVpZ2h0OiAxMDAuMCU7CiAgICAgICAgICAgICAgICBsZWZ0OiAwLjAlOwogICAgICAgICAgICAgICAgdG9wOiAwLjAlOwogICAgICAgICAgICAgICAgfQogICAgICAgICAgICA8L3N0eWxlPgogICAgICAgIAo8L2hlYWQ+Cjxib2R5PiAgICAKICAgIAogICAgICAgICAgICA8ZGl2IGNsYXNzPSJmb2xpdW0tbWFwIiBpZD0ibWFwXzQxMjAzNTFlNWMwMDQ5MzI4ZmI0MTAyMzZlMTM3NWYzIiA+PC9kaXY+CiAgICAgICAgCjwvYm9keT4KPHNjcmlwdD4gICAgCiAgICAKCiAgICAgICAgICAgIAogICAgICAgICAgICAgICAgdmFyIGJvdW5kcyA9IG51bGw7CiAgICAgICAgICAgIAoKICAgICAgICAgICAgdmFyIG1hcF80MTIwMzUxZTVjMDA0OTMyOGZiNDEwMjM2ZTEzNzVmMyA9IEwubWFwKAogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgJ21hcF80MTIwMzUxZTVjMDA0OTMyOGZiNDEwMjM2ZTEzNzVmMycsCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICB7Y2VudGVyOiBbMjUuNzYyNjgsLTgwLjI5MTg5XSwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIHpvb206IDgsCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICBtYXhCb3VuZHM6IGJvdW5kcywKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIGxheWVyczogW10sCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICB3b3JsZENvcHlKdW1wOiBmYWxzZSwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIGNyczogTC5DUlMuRVBTRzM4NTcKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgfSk7CiAgICAgICAgICAgIAogICAgICAgIAogICAgCiAgICAgICAgICAgIHZhciB0aWxlX2xheWVyXzFhNmQ1ZTQxMmI3YzRhMGI4NjljYTZmNDBiMzc2YmYzID0gTC50aWxlTGF5ZXIoCiAgICAgICAgICAgICAgICAnaHR0cHM6Ly97c30udGlsZS5vcGVuc3RyZWV0bWFwLm9yZy97en0ve3h9L3t5fS5wbmcnLAogICAgICAgICAgICAgICAgewogICJhdHRyaWJ1dGlvbiI6IG51bGwsCiAgImRldGVjdFJldGluYSI6IGZhbHNlLAogICJtYXhab29tIjogMTgsCiAgIm1pblpvb20iOiAxLAogICJub1dyYXAiOiBmYWxzZSwKICAic3ViZG9tYWlucyI6ICJhYmMiCn0KICAgICAgICAgICAgICAgICkuYWRkVG8obWFwXzQxMjAzNTFlNWMwMDQ5MzI4ZmI0MTAyMzZlMTM3NWYzKTsKICAgICAgICAKPC9zY3JpcHQ+\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a2896ad30>"
      ]
     },
     "execution_count": 1082,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "South_Florida_Map = folium.Map(location=[Latitude, Longitude], zoom_start=8)\n",
    "South_Florida_Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1083,
   "metadata": {},
   "outputs": [
    {
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    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
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    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
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                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
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</head>
<body>    
    
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</body>
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}
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  "lineJoin": "round",
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  "radius": 5,
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}
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                {
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  "color": "black",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
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  "lineJoin": "round",
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}
                ).addTo(map_4120351e5c0049328fb410236e1375f3);
            
    
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  "color": "black",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
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}
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                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
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  "lineCap": "round",
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}
                ).addTo(map_4120351e5c0049328fb410236e1375f3);
            
    
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                popup_dd798e59659548528c754d8f5a687407.setContent(html_021ea86fb51a423e8a6b341192f08b29);
            

            circle_marker_66dd317f270e42e9a4c95061325548a3.bindPopup(popup_dd798e59659548528c754d8f5a687407);

            
        
    
            var circle_marker_5e01ed2d316b4cceb9c2d5b4ea2e3723 = L.circleMarker(
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
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  "lineJoin": "round",
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}
                ).addTo(map_4120351e5c0049328fb410236e1375f3);
            
    
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            circle_marker_5e01ed2d316b4cceb9c2d5b4ea2e3723.bindPopup(popup_9c39af7a45c84443be6d8213c08b66a2);

            
        
    
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  "fill": true,
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}
                ).addTo(map_4120351e5c0049328fb410236e1375f3);
            
    
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            circle_marker_92481f1e2bd04924983b2ddccebc04dc.bindPopup(popup_a7d5c16a5ccd473893be5df5e1269bf3);

            
        
    
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                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
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}
                ).addTo(map_4120351e5c0049328fb410236e1375f3);
            
    
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  "fill": true,
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}
                ).addTo(map_4120351e5c0049328fb410236e1375f3);
            
    
            var popup_c48db6b093854b7cb35c487f6918f0b3 = L.popup({maxWidth: '300'});

            
                var html_7bb7cb49467d429cb42765f97576373d = $('<div id="html_7bb7cb49467d429cb42765f97576373d" style="width: 100.0%; height: 100.0%;">Miami Gardens</div>')[0];
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            circle_marker_d2ee210f70a14dd289c89b1ac69f1514.bindPopup(popup_c48db6b093854b7cb35c487f6918f0b3);

            
        
    
            var circle_marker_eed6ee77e7214ec794fc561d1bd7fba3 = L.circleMarker(
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                {
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}
                ).addTo(map_4120351e5c0049328fb410236e1375f3);
            
    
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                ).addTo(map_4120351e5c0049328fb410236e1375f3);
            
    
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                var html_aec5ac4a987c447a84dfd4581297901e = $('<div id="html_aec5ac4a987c447a84dfd4581297901e" style="width: 100.0%; height: 100.0%;">Coconut Creek</div>')[0];
                popup_e96a6b3b1ba943bbade9a778a4f43278.setContent(html_aec5ac4a987c447a84dfd4581297901e);
            

            circle_marker_52f77b5b77c2488faaa3dc0d23800929.bindPopup(popup_e96a6b3b1ba943bbade9a778a4f43278);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a2896ad30>"
      ]
     },
     "execution_count": 1083,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for lat, lng, label in zip(Neighborhoods['Latitude'], Neighborhoods['Longitude'], Neighborhoods['City']):\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='black',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(South_Florida_Map)  \n",
    "    \n",
    "South_Florida_Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Get the values from the Foursquare API to find the venues near by and explore them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1157,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The code was removed by Watson Studio for sharing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1085,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Boca Raton'"
      ]
     },
     "execution_count": 1085,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Neighborhoods.loc[15,'City']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1086,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Get the lat long values of the neighbourhood\n",
    "neighborhood_latitude = Neighborhoods.loc[15, 'Latitude'] \n",
    "neighborhood_longitude = Neighborhoods.loc[15, 'Longitude'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1087,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://api.foursquare.com/v2/venues/explore?&client_id=NOL1IFHCN4TAEIL4BUWRQY0SFYC2TWTDUNOHC23YKFL5HJ1I&client_secret=1ZBK5ZR1B1EZOWLIOISYWQFLNYBGC1GOB4EO5NU1HFQLHKVG&v=20190221&ll=26.3683,-80.1289&radius=1000&limit=50'"
      ]
     },
     "execution_count": 1087,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###Getting the top 100 venues within 1000 metres radius\n",
    "limit = 50\n",
    "radius = 1000\n",
    "\n",
    "# create URL\n",
    "url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "    CLIENT_ID, \n",
    "    CLIENT_SECRET, \n",
    "    VERSION, \n",
    "    neighborhood_latitude, \n",
    "    neighborhood_longitude, \n",
    "    radius, \n",
    "    limit)\n",
    "url "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1088,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'meta': {'code': 200, 'requestId': '5c80f8d3351e3d13a707a76f'},\n",
       " 'response': {'suggestedFilters': {'header': 'Tap to show:',\n",
       "   'filters': [{'name': '$-$$$$', 'key': 'price'}]},\n",
       "  'headerLocation': 'Boca Raton',\n",
       "  'headerFullLocation': 'Boca Raton',\n",
       "  'headerLocationGranularity': 'city',\n",
       "  'totalResults': 92,\n",
       "  'suggestedBounds': {'ne': {'lat': 26.37730000900001,\n",
       "    'lng': -80.11887362744503},\n",
       "   'sw': {'lat': 26.359299990999993, 'lng': -80.13892637255498}},\n",
       "  'groups': [{'type': 'Recommended Places',\n",
       "    'name': 'recommended',\n",
       "    'items': [{'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4bc761cc8b7c9c74dc5836cf',\n",
       "       'name': \"Laspada's\",\n",
       "       'location': {'address': '2240 NW 19th St',\n",
       "        'crossStreet': 'at Butts Rd.',\n",
       "        'lat': 26.366328727032442,\n",
       "        'lng': -80.12781976554379,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.366328727032442,\n",
       "          'lng': -80.12781976554379}],\n",
       "        'distance': 244,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['2240 NW 19th St (at Butts Rd.)',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1c5941735',\n",
       "         'name': 'Sandwich Place',\n",
       "         'pluralName': 'Sandwich Places',\n",
       "         'shortName': 'Sandwiches',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/deli_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4bc761cc8b7c9c74dc5836cf-0'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4a9ae200f964a520553320e3',\n",
       "       'name': 'The Cheesecake Factory',\n",
       "       'location': {'address': '5530 Glades Rd',\n",
       "        'lat': 26.367446391187137,\n",
       "        'lng': -80.12992376414984,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.367446391187137,\n",
       "          'lng': -80.12992376414984}],\n",
       "        'distance': 139,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['5530 Glades Rd',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d14e941735',\n",
       "         'name': 'American Restaurant',\n",
       "         'pluralName': 'American Restaurants',\n",
       "         'shortName': 'American',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/default_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4a9ae200f964a520553320e3-1'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b3511d2f964a5201e2a25e3',\n",
       "       'name': 'Starbucks',\n",
       "       'location': {'address': '2200 Glades Rd',\n",
       "        'lat': 26.36772111,\n",
       "        'lng': -80.12595464,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.36772111,\n",
       "          'lng': -80.12595464}],\n",
       "        'distance': 300,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['2200 Glades Rd',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1e0931735',\n",
       "         'name': 'Coffee Shop',\n",
       "         'pluralName': 'Coffee Shops',\n",
       "         'shortName': 'Coffee Shop',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b3511d2f964a5201e2a25e3-2'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b282efef964a5206e9024e3',\n",
       "       'name': \"Abe & Louie's\",\n",
       "       'location': {'address': '2200 Glades Rd',\n",
       "        'crossStreet': 'at 19th St',\n",
       "        'lat': 26.367578410427054,\n",
       "        'lng': -80.12544344413915,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.367578410427054,\n",
       "          'lng': -80.12544344413915}],\n",
       "        'distance': 353,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['2200 Glades Rd (at 19th St)',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1cc941735',\n",
       "         'name': 'Steakhouse',\n",
       "         'pluralName': 'Steakhouses',\n",
       "         'shortName': 'Steakhouse',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/steakhouse_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []},\n",
       "       'venuePage': {'id': '32621648'}},\n",
       "      'referralId': 'e-0-4b282efef964a5206e9024e3-3'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b21ad40f964a520f93f24e3',\n",
       "       'name': 'New York Prime',\n",
       "       'location': {'address': '2350 NW Executive Center Dr',\n",
       "        'lat': 26.37009344739625,\n",
       "        'lng': -80.12607463942433,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.37009344739625,\n",
       "          'lng': -80.12607463942433}],\n",
       "        'distance': 345,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['2350 NW Executive Center Dr',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1cc941735',\n",
       "         'name': 'Steakhouse',\n",
       "         'pluralName': 'Steakhouses',\n",
       "         'shortName': 'Steakhouse',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/steakhouse_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b21ad40f964a520f93f24e3-4'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4fc90a9be4b0b1bb87d76021',\n",
       "       'name': 'Barkan Method Of Hot Yoga - Boca',\n",
       "       'location': {'lat': 26.36599709465996,\n",
       "        'lng': -80.12787270928551,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.36599709465996,\n",
       "          'lng': -80.12787270928551}],\n",
       "        'distance': 276,\n",
       "        'postalCode': '33486',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['Boca Raton, FL 33486', 'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d102941735',\n",
       "         'name': 'Yoga Studio',\n",
       "         'pluralName': 'Yoga Studios',\n",
       "         'shortName': 'Yoga Studio',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/gym_yogastudio_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4fc90a9be4b0b1bb87d76021-5'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4e3d8ed31f6e844231e6fa5a',\n",
       "       'name': \"Nick's New Haven Style Pizzeria and Bar\",\n",
       "       'location': {'address': '2240 NW 19th St',\n",
       "        'lat': 26.366246066826882,\n",
       "        'lng': -80.12644756074219,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.366246066826882,\n",
       "          'lng': -80.12644756074219}],\n",
       "        'distance': 334,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['2240 NW 19th St',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1ca941735',\n",
       "         'name': 'Pizza Place',\n",
       "         'pluralName': 'Pizza Places',\n",
       "         'shortName': 'Pizza',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/pizza_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []},\n",
       "       'venuePage': {'id': '53204086'}},\n",
       "      'referralId': 'e-0-4e3d8ed31f6e844231e6fa5a-6'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b36b01df964a520a23a25e3',\n",
       "       'name': 'The Capital Grille',\n",
       "       'location': {'address': '6000 Glades Rd',\n",
       "        'lat': 26.3664525013152,\n",
       "        'lng': -80.13299887407044,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.3664525013152,\n",
       "          'lng': -80.13299887407044}],\n",
       "        'distance': 457,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['6000 Glades Rd',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d14e941735',\n",
       "         'name': 'American Restaurant',\n",
       "         'pluralName': 'American Restaurants',\n",
       "         'shortName': 'American',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/default_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b36b01df964a520a23a25e3-7'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4a8f1c59f964a520fd1320e3',\n",
       "       'name': 'Seasons 52',\n",
       "       'location': {'address': '2300 NW Executive Center Dr',\n",
       "        'lat': 26.36958738127997,\n",
       "        'lng': -80.12472246587136,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.36958738127997,\n",
       "          'lng': -80.12472246587136}],\n",
       "        'distance': 440,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['2300 NW Executive Center Dr',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d157941735',\n",
       "         'name': 'New American Restaurant',\n",
       "         'pluralName': 'New American Restaurants',\n",
       "         'shortName': 'New American',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/newamerican_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4a8f1c59f964a520fd1320e3-8'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b5b5b28f964a5204df728e3',\n",
       "       'name': 'Saks Fifth Avenue',\n",
       "       'location': {'address': '5800 Glades Rd',\n",
       "        'crossStreet': 'on Glades Rd. near S Military Trl. end',\n",
       "        'lat': 26.364875822342952,\n",
       "        'lng': -80.1311392666028,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.364875822342952,\n",
       "          'lng': -80.1311392666028}],\n",
       "        'distance': 441,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['5800 Glades Rd (on Glades Rd. near S Military Trl. end)',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1f6941735',\n",
       "         'name': 'Department Store',\n",
       "         'pluralName': 'Department Stores',\n",
       "         'shortName': 'Department Store',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/departmentstore_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b5b5b28f964a5204df728e3-9'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b743c3af964a520dece2de3',\n",
       "       'name': 'SEPHORA',\n",
       "       'location': {'address': '6000 Glades Rd, Ste 1024B',\n",
       "        'crossStreet': 'Town Center at Boca Raton',\n",
       "        'lat': 26.365825,\n",
       "        'lng': -80.133277,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.365825,\n",
       "          'lng': -80.133277}],\n",
       "        'distance': 516,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['6000 Glades Rd, Ste 1024B (Town Center at Boca Raton)',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d10c951735',\n",
       "         'name': 'Cosmetics Shop',\n",
       "         'pluralName': 'Cosmetics Shops',\n",
       "         'shortName': 'Cosmetics',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/beauty_cosmetic_',\n",
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       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4afc7d6bf964a5203a2322e3',\n",
       "       'name': 'Chick-fil-A',\n",
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       "        'lat': 26.364861,\n",
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       "        'formattedAddress': ['6000 Glades Rd Ste 1166C',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d16e941735',\n",
       "         'name': 'Fast Food Restaurant',\n",
       "         'pluralName': 'Fast Food Restaurants',\n",
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       "      'referralId': 'e-0-4afc7d6bf964a5203a2322e3-39'},\n",
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       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b632240f964a52079652ae3',\n",
       "       'name': \"TooJay's Original Gourmet Deli\",\n",
       "       'location': {'address': '2240 NW 19th St',\n",
       "        'lat': 26.365757871373194,\n",
       "        'lng': -80.1282262108286,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.365757871373194,\n",
       "          'lng': -80.1282262108286}],\n",
       "        'distance': 290,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['2240 NW 19th St',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d146941735',\n",
       "         'name': 'Deli / Bodega',\n",
       "         'pluralName': 'Delis / Bodegas',\n",
       "         'shortName': 'Deli / Bodega',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/deli_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b632240f964a52079652ae3-40'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4c9901b97b9d37042915e385',\n",
       "       'name': 'C.R. Chicks',\n",
       "       'location': {'address': '2240 NW 19th St #611',\n",
       "        'crossStreet': 'Butts Rd',\n",
       "        'lat': 26.36632220797884,\n",
       "        'lng': -80.12758987588603,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.36632220797884,\n",
       "          'lng': -80.12758987588603}],\n",
       "        'distance': 256,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['2240 NW 19th St #611 (Butts Rd)',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1c4941735',\n",
       "         'name': 'Restaurant',\n",
       "         'pluralName': 'Restaurants',\n",
       "         'shortName': 'Restaurant',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/default_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4c9901b97b9d37042915e385-41'},\n",
       "     {'reasons': {'count': 0,\n",
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       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4c30c697a0ced13a01a2126e',\n",
       "       'name': 'Town Center Food Court',\n",
       "       'location': {'address': '6000 Glades Rd',\n",
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       "        'lat': 26.3650947174427,\n",
       "        'lng': -80.13325723849235,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.3650947174427,\n",
       "          'lng': -80.13325723849235}],\n",
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       "        'postalCode': '33431',\n",
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       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['6000 Glades Rd (Btwn. St. Andrews Blvd. & S Military Trl.)',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d120951735',\n",
       "         'name': 'Food Court',\n",
       "         'pluralName': 'Food Courts',\n",
       "         'shortName': 'Food Court',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/food_foodcourt_',\n",
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       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4c30c697a0ced13a01a2126e-42'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b368388f964a5201d3725e3',\n",
       "       'name': 'Neiman Marcus',\n",
       "       'location': {'address': '5860 Glades Rd',\n",
       "        'crossStreet': 'at Boca Town Center',\n",
       "        'lat': 26.36537060341249,\n",
       "        'lng': -80.13410076711207,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.36537060341249,\n",
       "          'lng': -80.13410076711207}],\n",
       "        'distance': 612,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['5860 Glades Rd (at Boca Town Center)',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1f6941735',\n",
       "         'name': 'Department Store',\n",
       "         'pluralName': 'Department Stores',\n",
       "         'shortName': 'Department Store',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/departmentstore_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b368388f964a5201d3725e3-43'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '528a8f4b498ec7cecc52de03',\n",
       "       'name': \"Farmer's Table\",\n",
       "       'location': {'address': '1901 N Military Trl',\n",
       "        'crossStreet': 'Corner of 19th & Military',\n",
       "        'lat': 26.36665336593136,\n",
       "        'lng': -80.12211222829093,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.36665336593136,\n",
       "          'lng': -80.12211222829093}],\n",
       "        'distance': 701,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['1901 N Military Trl (Corner of 19th & Military)',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d157941735',\n",
       "         'name': 'New American Restaurant',\n",
       "         'pluralName': 'New American Restaurants',\n",
       "         'shortName': 'New American',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/newamerican_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-528a8f4b498ec7cecc52de03-44'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b786f25f964a52000ce2ee3',\n",
       "       'name': 'Sweets From Heaven',\n",
       "       'location': {'address': '6000 Glades Rd Ste 1099A',\n",
       "        'lat': 26.36548621089097,\n",
       "        'lng': -80.13336216769503,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.36548621089097,\n",
       "          'lng': -80.13336216769503}],\n",
       "        'distance': 544,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['6000 Glades Rd Ste 1099A',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d117951735',\n",
       "         'name': 'Candy Store',\n",
       "         'pluralName': 'Candy Stores',\n",
       "         'shortName': 'Candy Store',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/candystore_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b786f25f964a52000ce2ee3-45'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4e6931ff52b1fafc8a9a975d',\n",
       "       'name': \"Bonaccino's Cafe\",\n",
       "       'location': {'address': '6000 Glades Rd',\n",
       "        'lat': 26.365147350126243,\n",
       "        'lng': -80.1315575521146,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.365147350126243,\n",
       "          'lng': -80.1315575521146}],\n",
       "        'distance': 439,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['6000 Glades Rd',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d16d941735',\n",
       "         'name': 'Café',\n",
       "         'pluralName': 'Cafés',\n",
       "         'shortName': 'Café',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/cafe_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4e6931ff52b1fafc8a9a975d-46'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4bf83d7dd4cdb713fcba84fe',\n",
       "       'name': 'Godiva Chocolatier',\n",
       "       'location': {'address': '6000 Glades Rd',\n",
       "        'lat': 26.3643485,\n",
       "        'lng': -80.1335181,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.3643485,\n",
       "          'lng': -80.1335181}],\n",
       "        'distance': 636,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['6000 Glades Rd',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '52f2ab2ebcbc57f1066b8b31',\n",
       "         'name': 'Chocolate Shop',\n",
       "         'pluralName': 'Chocolate Shops',\n",
       "         'shortName': 'Chocolate Shop',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/candystore_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4bf83d7dd4cdb713fcba84fe-47'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b8075b6f964a520667430e3',\n",
       "       'name': 'Pandora',\n",
       "       'location': {'lat': 26.36599512800999,\n",
       "        'lng': -80.13386239768896,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.36599512800999,\n",
       "          'lng': -80.13386239768896}],\n",
       "        'distance': 557,\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['Boca Raton, FL', 'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d111951735',\n",
       "         'name': 'Jewelry Store',\n",
       "         'pluralName': 'Jewelry Stores',\n",
       "         'shortName': 'Jewelry',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/jewelry_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b8075b6f964a520667430e3-48'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b367df8f964a520ae3625e3',\n",
       "       'name': 'Hollister Co.',\n",
       "       'location': {'address': '6000 Glades Rd',\n",
       "        'lat': 26.364955617523268,\n",
       "        'lng': -80.13336252373499,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 26.364955617523268,\n",
       "          'lng': -80.13336252373499}],\n",
       "        'distance': 580,\n",
       "        'postalCode': '33431',\n",
       "        'cc': 'US',\n",
       "        'city': 'Boca Raton',\n",
       "        'state': 'FL',\n",
       "        'country': 'United States',\n",
       "        'formattedAddress': ['6000 Glades Rd',\n",
       "         'Boca Raton, FL 33431',\n",
       "         'United States']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d103951735',\n",
       "         'name': 'Clothing Store',\n",
       "         'pluralName': 'Clothing Stores',\n",
       "         'shortName': 'Apparel',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/apparel_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b367df8f964a520ae3625e3-49'}]}]}}"
      ]
     },
     "execution_count": 1088,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = requests.get(url).json()\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1089,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function that extracts the category of the venue\n",
    "def get_category_type(row):\n",
    "    try:\n",
    "        categories_list = row['categories']\n",
    "    except:\n",
    "        categories_list = row['venue.categories']\n",
    "        \n",
    "    if len(categories_list) == 0:\n",
    "        return None\n",
    "    else:\n",
    "        return categories_list[0]['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1090,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Laspada's</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>26.366329</td>\n",
       "      <td>-80.127820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Cheesecake Factory</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>26.367446</td>\n",
       "      <td>-80.129924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>26.367721</td>\n",
       "      <td>-80.125955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abe &amp; Louie's</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>26.367578</td>\n",
       "      <td>-80.125443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>New York Prime</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>26.370093</td>\n",
       "      <td>-80.126075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Barkan Method Of Hot Yoga - Boca</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>26.365997</td>\n",
       "      <td>-80.127873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Nick's New Haven Style Pizzeria and Bar</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>26.366246</td>\n",
       "      <td>-80.126448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>The Capital Grille</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>26.366453</td>\n",
       "      <td>-80.132999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Seasons 52</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>26.369587</td>\n",
       "      <td>-80.124722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Saks Fifth Avenue</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>26.364876</td>\n",
       "      <td>-80.131139</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      name               categories  \\\n",
       "0                                Laspada's           Sandwich Place   \n",
       "1                   The Cheesecake Factory      American Restaurant   \n",
       "2                                Starbucks              Coffee Shop   \n",
       "3                            Abe & Louie's               Steakhouse   \n",
       "4                           New York Prime               Steakhouse   \n",
       "5         Barkan Method Of Hot Yoga - Boca              Yoga Studio   \n",
       "6  Nick's New Haven Style Pizzeria and Bar              Pizza Place   \n",
       "7                       The Capital Grille      American Restaurant   \n",
       "8                               Seasons 52  New American Restaurant   \n",
       "9                        Saks Fifth Avenue         Department Store   \n",
       "\n",
       "         lat        lng  \n",
       "0  26.366329 -80.127820  \n",
       "1  26.367446 -80.129924  \n",
       "2  26.367721 -80.125955  \n",
       "3  26.367578 -80.125443  \n",
       "4  26.370093 -80.126075  \n",
       "5  26.365997 -80.127873  \n",
       "6  26.366246 -80.126448  \n",
       "7  26.366453 -80.132999  \n",
       "8  26.369587 -80.124722  \n",
       "9  26.364876 -80.131139  "
      ]
     },
     "execution_count": 1090,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "venues = results['response']['groups'][0]['items']\n",
    "    \n",
    "nearby_venues = json_normalize(venues) # flatten JSON\n",
    "\n",
    "# filter columns\n",
    "filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
    "nearby_venues =nearby_venues.loc[:, filtered_columns]\n",
    "\n",
    "# filter the category for each row\n",
    "nearby_venues['venue.categories'] = nearby_venues.apply(get_category_type, axis=1)\n",
    "\n",
    "# clean columns\n",
    "nearby_venues.columns = [col.split(\".\")[-1] for col in nearby_venues.columns]\n",
    "\n",
    "nearby_venues.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1091,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50 venues were returned by Foursquare.\n"
     ]
    }
   ],
   "source": [
    "print('{} venues were returned by Foursquare.'.format(nearby_venues.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1092,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Exploring Palm Beach\n",
    "def getNearbyVenues(names, latitudes, longitudes, radius=1000):\n",
    "    \n",
    "    venues_list=[]\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        print(name)\n",
    "            \n",
    "        # create the API request URL\n",
    "        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "            CLIENT_ID, \n",
    "            CLIENT_SECRET, \n",
    "            VERSION, \n",
    "            lat, \n",
    "            lng, \n",
    "            radius, \n",
    "            limit)\n",
    "            \n",
    "        # make the GET request\n",
    "        results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
    "        \n",
    "        # return only relevant information for each nearby venue\n",
    "        venues_list.append([(\n",
    "            name, \n",
    "            lat, \n",
    "            lng, \n",
    "            v['venue']['name'], \n",
    "            v['venue']['location']['lat'], \n",
    "            v['venue']['location']['lng'],  \n",
    "            v['venue']['categories'][0]['name']) for v in results])\n",
    "\n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['City', \n",
    "                  'City Latitude', \n",
    "                  'City Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1093,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Miami\n",
      "Hialeah\n",
      "Fort Lauderdale\n",
      "Port St. Lucie\n",
      "Pembroke Pines\n",
      "Hollywood\n",
      "Miramar\n",
      "Coral Springs\n",
      "Miami Gardens\n",
      "West Palm Beach\n",
      "Pompano Beach\n",
      "Davie\n",
      "Miami Beach\n",
      "Plantation\n",
      "Sunrise\n",
      "Boca Raton\n",
      "Deerfield Beach\n",
      "Boynton Beach\n",
      "Lauderhill\n",
      "Weston\n",
      "Delray Beach\n",
      "Homestead\n",
      "Tamarac\n",
      "North Miami\n",
      "Wellington\n",
      "Jupiter\n",
      "Margate\n",
      "Coconut Creek\n"
     ]
    }
   ],
   "source": [
    "South_Florida_venues = pd.DataFrame(getNearbyVenues(names=Neighborhoods['City'],\n",
    "                                   latitudes=Neighborhoods['Latitude'],\n",
    "                                   longitudes=Neighborhoods['Longitude']\n",
    "                                  ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1094,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(948, 7)\n"
     ]
    }
   ],
   "source": [
    "print(South_Florida_venues.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1095,
   "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>City</th>\n",
       "      <th>City Latitude</th>\n",
       "      <th>City Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Miami</td>\n",
       "      <td>25.7617</td>\n",
       "      <td>-80.1918</td>\n",
       "      <td>Vapiano</td>\n",
       "      <td>25.761061</td>\n",
       "      <td>-80.191612</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Miami</td>\n",
       "      <td>25.7617</td>\n",
       "      <td>-80.1918</td>\n",
       "      <td>CVS pharmacy</td>\n",
       "      <td>25.761761</td>\n",
       "      <td>-80.191552</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Miami</td>\n",
       "      <td>25.7617</td>\n",
       "      <td>-80.1918</td>\n",
       "      <td>Casa De Montecristo by Prime Cigar &amp; Whiskey Bar</td>\n",
       "      <td>25.763206</td>\n",
       "      <td>-80.192966</td>\n",
       "      <td>Smoke Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Miami</td>\n",
       "      <td>25.7617</td>\n",
       "      <td>-80.1918</td>\n",
       "      <td>La Petite Maison</td>\n",
       "      <td>25.760663</td>\n",
       "      <td>-80.189943</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Miami</td>\n",
       "      <td>25.7617</td>\n",
       "      <td>-80.1918</td>\n",
       "      <td>The SLS Brickell</td>\n",
       "      <td>25.761582</td>\n",
       "      <td>-80.193663</td>\n",
       "      <td>Hotel</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    City  City Latitude  City Longitude  \\\n",
       "0  Miami        25.7617        -80.1918   \n",
       "1  Miami        25.7617        -80.1918   \n",
       "2  Miami        25.7617        -80.1918   \n",
       "3  Miami        25.7617        -80.1918   \n",
       "4  Miami        25.7617        -80.1918   \n",
       "\n",
       "                                              Venue  Venue Latitude  \\\n",
       "0                                           Vapiano       25.761061   \n",
       "1                                      CVS pharmacy       25.761761   \n",
       "2  Casa De Montecristo by Prime Cigar & Whiskey Bar       25.763206   \n",
       "3                                  La Petite Maison       25.760663   \n",
       "4                                  The SLS Brickell       25.761582   \n",
       "\n",
       "   Venue Longitude      Venue Category  \n",
       "0       -80.191612  Italian Restaurant  \n",
       "1       -80.191552            Pharmacy  \n",
       "2       -80.192966          Smoke Shop  \n",
       "3       -80.189943   French Restaurant  \n",
       "4       -80.193663               Hotel  "
      ]
     },
     "execution_count": 1095,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#merge the cities with venues\n",
    "South_Florida_venues.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1096,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 196 uniques categories.\n"
     ]
    }
   ],
   "source": [
    "print('There are {} uniques categories.'.format(len(South_Florida_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1097,
   "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>City</th>\n",
       "      <th>ATM</th>\n",
       "      <th>Airport</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Arcade</th>\n",
       "      <th>Argentinian Restaurant</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>Basketball Court</th>\n",
       "      <th>Beach</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Garden</th>\n",
       "      <th>Big Box Store</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Boxing Gym</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Station</th>\n",
       "      <th>Business Service</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cajun / Creole Restaurant</th>\n",
       "      <th>Candy Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chiropractor</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Rec Center</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Construction &amp; Landscaping</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dive Bar</th>\n",
       "      <th>Dive Shop</th>\n",
       "      <th>Doctor's Office</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Fabric Shop</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Football Stadium</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gas Station</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>Golf Course</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Gymnastics Gym</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hot Dog Joint</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Pool</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Insurance Office</th>\n",
       "      <th>Intersection</th>\n",
       "      <th>Irish Pub</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Kids Store</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Laundromat</th>\n",
       "      <th>Lawyer</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Locksmith</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Mobile Phone Shop</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Multiplex</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Paper / Office Supplies Store</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Peruvian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Residential Building (Apartment / Condo)</th>\n",
       "      <th>Resort</th>\n",
       "      <th>Rest Area</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Road</th>\n",
       "      <th>Rock Club</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scandinavian Restaurant</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shipping Store</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Smoothie Shop</th>\n",
       "      <th>Soccer Stadium</th>\n",
       "      <th>South American Restaurant</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Spanish Restaurant</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Stadium</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supplement Shop</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Tennis Stadium</th>\n",
       "      <th>Tex-Mex Restaurant</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Toll Plaza</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Turkish Restaurant</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Video Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Whisky Bar</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Miami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Miami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Miami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Miami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Miami</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    City  ATM  Airport  American Restaurant  Arcade  Argentinian Restaurant  \\\n",
       "0  Miami    0        0                    0       0                       0   \n",
       "1  Miami    0        0                    0       0                       0   \n",
       "2  Miami    0        0                    0       0                       0   \n",
       "3  Miami    0        0                    0       0                       0   \n",
       "4  Miami    0        0                    0       0                       0   \n",
       "\n",
       "   Art Gallery  Art Museum  Arts & Crafts Store  Asian Restaurant  \\\n",
       "0            0           0                    0                 0   \n",
       "1            0           0                    0                 0   \n",
       "2            0           0                    0                 0   \n",
       "3            0           0                    0                 0   \n",
       "4            0           0                    0                 0   \n",
       "\n",
       "   Athletics & Sports  BBQ Joint  Bagel Shop  Bakery  Bank  Bar  \\\n",
       "0                   0          0           0       0     0    0   \n",
       "1                   0          0           0       0     0    0   \n",
       "2                   0          0           0       0     0    0   \n",
       "3                   0          0           0       0     0    0   \n",
       "4                   0          0           0       0     0    0   \n",
       "\n",
       "   Baseball Field  Basketball Court  Beach  Beer Bar  Beer Garden  \\\n",
       "0               0                 0      0         0            0   \n",
       "1               0                 0      0         0            0   \n",
       "2               0                 0      0         0            0   \n",
       "3               0                 0      0         0            0   \n",
       "4               0                 0      0         0            0   \n",
       "\n",
       "   Big Box Store  Bistro  Bookstore  Boutique  Boxing Gym  \\\n",
       "0              0       0          0         0           0   \n",
       "1              0       0          0         0           0   \n",
       "2              0       0          0         0           0   \n",
       "3              0       0          0         0           0   \n",
       "4              0       0          0         0           0   \n",
       "\n",
       "   Brazilian Restaurant  Breakfast Spot  Brewery  Burger Joint  Burrito Place  \\\n",
       "0                     0               0        0             0              0   \n",
       "1                     0               0        0             0              0   \n",
       "2                     0               0        0             0              0   \n",
       "3                     0               0        0             0              0   \n",
       "4                     0               0        0             0              0   \n",
       "\n",
       "   Bus Station  Business Service  Café  Cajun / Creole Restaurant  \\\n",
       "0            0                 0     0                          0   \n",
       "1            0                 0     0                          0   \n",
       "2            0                 0     0                          0   \n",
       "3            0                 0     0                          0   \n",
       "4            0                 0     0                          0   \n",
       "\n",
       "   Candy Store  Caribbean Restaurant  Chinese Restaurant  Chiropractor  \\\n",
       "0            0                     0                   0             0   \n",
       "1            0                     0                   0             0   \n",
       "2            0                     0                   0             0   \n",
       "3            0                     0                   0             0   \n",
       "4            0                     0                   0             0   \n",
       "\n",
       "   Chocolate Shop  Clothing Store  Cocktail Bar  Coffee Shop  \\\n",
       "0               0               0             0            0   \n",
       "1               0               0             0            0   \n",
       "2               0               0             0            0   \n",
       "3               0               0             0            0   \n",
       "4               0               0             0            0   \n",
       "\n",
       "   College Rec Center  Colombian Restaurant  Comfort Food Restaurant  \\\n",
       "0                   0                     0                        0   \n",
       "1                   0                     0                        0   \n",
       "2                   0                     0                        0   \n",
       "3                   0                     0                        0   \n",
       "4                   0                     0                        0   \n",
       "\n",
       "   Concert Hall  Construction & Landscaping  Convenience Store  \\\n",
       "0             0                           0                  0   \n",
       "1             0                           0                  0   \n",
       "2             0                           0                  0   \n",
       "3             0                           0                  0   \n",
       "4             0                           0                  0   \n",
       "\n",
       "   Cosmetics Shop  Cuban Restaurant  Dance Studio  Deli / Bodega  \\\n",
       "0               0                 0             0              0   \n",
       "1               0                 0             0              0   \n",
       "2               0                 0             0              0   \n",
       "3               0                 0             0              0   \n",
       "4               0                 0             0              0   \n",
       "\n",
       "   Department Store  Dessert Shop  Diner  Discount Store  Dive Bar  Dive Shop  \\\n",
       "0                 0             0      0               0         0          0   \n",
       "1                 0             0      0               0         0          0   \n",
       "2                 0             0      0               0         0          0   \n",
       "3                 0             0      0               0         0          0   \n",
       "4                 0             0      0               0         0          0   \n",
       "\n",
       "   Doctor's Office  Dog Run  Donut Shop  Eastern European Restaurant  \\\n",
       "0                0        0           0                            0   \n",
       "1                0        0           0                            0   \n",
       "2                0        0           0                            0   \n",
       "3                0        0           0                            0   \n",
       "4                0        0           0                            0   \n",
       "\n",
       "   Electronics Store  Event Space  Fabric Shop  Falafel Restaurant  \\\n",
       "0                  0            0            0                   0   \n",
       "1                  0            0            0                   0   \n",
       "2                  0            0            0                   0   \n",
       "3                  0            0            0                   0   \n",
       "4                  0            0            0                   0   \n",
       "\n",
       "   Farmers Market  Fast Food Restaurant  Flea Market  Flower Shop  Food  \\\n",
       "0               0                     0            0            0     0   \n",
       "1               0                     0            0            0     0   \n",
       "2               0                     0            0            0     0   \n",
       "3               0                     0            0            0     0   \n",
       "4               0                     0            0            0     0   \n",
       "\n",
       "   Food & Drink Shop  Food Court  Food Truck  Football Stadium  Fountain  \\\n",
       "0                  0           0           0                 0         0   \n",
       "1                  0           0           0                 0         0   \n",
       "2                  0           0           0                 0         0   \n",
       "3                  0           0           0                 0         0   \n",
       "4                  0           0           0                 0         0   \n",
       "\n",
       "   French Restaurant  Fried Chicken Joint  Frozen Yogurt Shop  \\\n",
       "0                  0                    0                   0   \n",
       "1                  0                    0                   0   \n",
       "2                  0                    0                   0   \n",
       "3                  1                    0                   0   \n",
       "4                  0                    0                   0   \n",
       "\n",
       "   Furniture / Home Store  Gas Station  Gastropub  General Entertainment  \\\n",
       "0                       0            0          0                      0   \n",
       "1                       0            0          0                      0   \n",
       "2                       0            0          0                      0   \n",
       "3                       0            0          0                      0   \n",
       "4                       0            0          0                      0   \n",
       "\n",
       "   Golf Course  Gourmet Shop  Greek Restaurant  Grocery Store  Gym  \\\n",
       "0            0             0                 0              0    0   \n",
       "1            0             0                 0              0    0   \n",
       "2            0             0                 0              0    0   \n",
       "3            0             0                 0              0    0   \n",
       "4            0             0                 0              0    0   \n",
       "\n",
       "   Gym / Fitness Center  Gymnastics Gym  Harbor / Marina  \\\n",
       "0                     0               0                0   \n",
       "1                     0               0                0   \n",
       "2                     0               0                0   \n",
       "3                     0               0                0   \n",
       "4                     0               0                0   \n",
       "\n",
       "   Health & Beauty Service  Health Food Store  Historic Site  History Museum  \\\n",
       "0                        0                  0              0               0   \n",
       "1                        0                  0              0               0   \n",
       "2                        0                  0              0               0   \n",
       "3                        0                  0              0               0   \n",
       "4                        0                  0              0               0   \n",
       "\n",
       "   Hobby Shop  Home Service  Hookah Bar  Hot Dog Joint  Hotel  Hotel Pool  \\\n",
       "0           0             0           0              0      0           0   \n",
       "1           0             0           0              0      0           0   \n",
       "2           0             0           0              0      0           0   \n",
       "3           0             0           0              0      0           0   \n",
       "4           0             0           0              0      1           0   \n",
       "\n",
       "   Ice Cream Shop  Indian Restaurant  Insurance Office  Intersection  \\\n",
       "0               0                  0                 0             0   \n",
       "1               0                  0                 0             0   \n",
       "2               0                  0                 0             0   \n",
       "3               0                  0                 0             0   \n",
       "4               0                  0                 0             0   \n",
       "\n",
       "   Irish Pub  Italian Restaurant  Japanese Restaurant  Jewelry Store  \\\n",
       "0          0                   1                    0              0   \n",
       "1          0                   0                    0              0   \n",
       "2          0                   0                    0              0   \n",
       "3          0                   0                    0              0   \n",
       "4          0                   0                    0              0   \n",
       "\n",
       "   Jewish Restaurant  Juice Bar  Kids Store  Latin American Restaurant  \\\n",
       "0                  0          0           0                          0   \n",
       "1                  0          0           0                          0   \n",
       "2                  0          0           0                          0   \n",
       "3                  0          0           0                          0   \n",
       "4                  0          0           0                          0   \n",
       "\n",
       "   Laundromat  Lawyer  Light Rail Station  Lingerie Store  Liquor Store  \\\n",
       "0           0       0                   0               0             0   \n",
       "1           0       0                   0               0             0   \n",
       "2           0       0                   0               0             0   \n",
       "3           0       0                   0               0             0   \n",
       "4           0       0                   0               0             0   \n",
       "\n",
       "   Locksmith  Lounge  Martial Arts Dojo  Massage Studio  \\\n",
       "0          0       0                  0               0   \n",
       "1          0       0                  0               0   \n",
       "2          0       0                  0               0   \n",
       "3          0       0                  0               0   \n",
       "4          0       0                  0               0   \n",
       "\n",
       "   Mediterranean Restaurant  Mexican Restaurant  Middle Eastern Restaurant  \\\n",
       "0                         0                   0                          0   \n",
       "1                         0                   0                          0   \n",
       "2                         0                   0                          0   \n",
       "3                         0                   0                          0   \n",
       "4                         0                   0                          0   \n",
       "\n",
       "   Miscellaneous Shop  Mobile Phone Shop  Movie Theater  Multiplex  \\\n",
       "0                   0                  0              0          0   \n",
       "1                   0                  0              0          0   \n",
       "2                   0                  0              0          0   \n",
       "3                   0                  0              0          0   \n",
       "4                   0                  0              0          0   \n",
       "\n",
       "   Music Venue  New American Restaurant  Nightclub  Noodle House  \\\n",
       "0            0                        0          0             0   \n",
       "1            0                        0          0             0   \n",
       "2            0                        0          0             0   \n",
       "3            0                        0          0             0   \n",
       "4            0                        0          0             0   \n",
       "\n",
       "   Paper / Office Supplies Store  Park  Performing Arts Venue  \\\n",
       "0                              0     0                      0   \n",
       "1                              0     0                      0   \n",
       "2                              0     0                      0   \n",
       "3                              0     0                      0   \n",
       "4                              0     0                      0   \n",
       "\n",
       "   Persian Restaurant  Peruvian Restaurant  Pet Store  Pharmacy  Pizza Place  \\\n",
       "0                   0                    0          0         0            0   \n",
       "1                   0                    0          0         1            0   \n",
       "2                   0                    0          0         0            0   \n",
       "3                   0                    0          0         0            0   \n",
       "4                   0                    0          0         0            0   \n",
       "\n",
       "   Playground  Plaza  Pool  Pub  Rental Car Location  \\\n",
       "0           0      0     0    0                    0   \n",
       "1           0      0     0    0                    0   \n",
       "2           0      0     0    0                    0   \n",
       "3           0      0     0    0                    0   \n",
       "4           0      0     0    0                    0   \n",
       "\n",
       "   Residential Building (Apartment / Condo)  Resort  Rest Area  Restaurant  \\\n",
       "0                                         0       0          0           0   \n",
       "1                                         0       0          0           0   \n",
       "2                                         0       0          0           0   \n",
       "3                                         0       0          0           0   \n",
       "4                                         0       0          0           0   \n",
       "\n",
       "   Road  Rock Club  Salad Place  Salon / Barbershop  Sandwich Place  \\\n",
       "0     0          0            0                   0               0   \n",
       "1     0          0            0                   0               0   \n",
       "2     0          0            0                   0               0   \n",
       "3     0          0            0                   0               0   \n",
       "4     0          0            0                   0               0   \n",
       "\n",
       "   Scandinavian Restaurant  Scenic Lookout  Seafood Restaurant  \\\n",
       "0                        0               0                   0   \n",
       "1                        0               0                   0   \n",
       "2                        0               0                   0   \n",
       "3                        0               0                   0   \n",
       "4                        0               0                   0   \n",
       "\n",
       "   Shipping Store  Shoe Store  Shopping Mall  Smoke Shop  Smoothie Shop  \\\n",
       "0               0           0              0           0              0   \n",
       "1               0           0              0           0              0   \n",
       "2               0           0              0           1              0   \n",
       "3               0           0              0           0              0   \n",
       "4               0           0              0           0              0   \n",
       "\n",
       "   Soccer Stadium  South American Restaurant  Southern / Soul Food Restaurant  \\\n",
       "0               0                          0                                0   \n",
       "1               0                          0                                0   \n",
       "2               0                          0                                0   \n",
       "3               0                          0                                0   \n",
       "4               0                          0                                0   \n",
       "\n",
       "   Spa  Spanish Restaurant  Sporting Goods Shop  Sports Bar  Stadium  \\\n",
       "0    0                   0                    0           0        0   \n",
       "1    0                   0                    0           0        0   \n",
       "2    0                   0                    0           0        0   \n",
       "3    0                   0                    0           0        0   \n",
       "4    0                   0                    0           0        0   \n",
       "\n",
       "   Steakhouse  Strip Club  Supplement Shop  Sushi Restaurant  Taco Place  \\\n",
       "0           0           0                0                 0           0   \n",
       "1           0           0                0                 0           0   \n",
       "2           0           0                0                 0           0   \n",
       "3           0           0                0                 0           0   \n",
       "4           0           0                0                 0           0   \n",
       "\n",
       "   Tapas Restaurant  Tennis Court  Tennis Stadium  Tex-Mex Restaurant  \\\n",
       "0                 0             0               0                   0   \n",
       "1                 0             0               0                   0   \n",
       "2                 0             0               0                   0   \n",
       "3                 0             0               0                   0   \n",
       "4                 0             0               0                   0   \n",
       "\n",
       "   Thai Restaurant  Theater  Thrift / Vintage Store  Toll Plaza  \\\n",
       "0                0        0                       0           0   \n",
       "1                0        0                       0           0   \n",
       "2                0        0                       0           0   \n",
       "3                0        0                       0           0   \n",
       "4                0        0                       0           0   \n",
       "\n",
       "   Toy / Game Store  Trail  Train Station  Turkish Restaurant  \\\n",
       "0                 0      0              0                   0   \n",
       "1                 0      0              0                   0   \n",
       "2                 0      0              0                   0   \n",
       "3                 0      0              0                   0   \n",
       "4                 0      0              0                   0   \n",
       "\n",
       "   Vegetarian / Vegan Restaurant  Video Game Store  Video Store  \\\n",
       "0                              0                 0            0   \n",
       "1                              0                 0            0   \n",
       "2                              0                 0            0   \n",
       "3                              0                 0            0   \n",
       "4                              0                 0            0   \n",
       "\n",
       "   Vietnamese Restaurant  Whisky Bar  Wine Bar  Women's Store  Yoga Studio  \n",
       "0                      0           0         0              0            0  \n",
       "1                      0           0         0              0            0  \n",
       "2                      0           0         0              0            0  \n",
       "3                      0           0         0              0            0  \n",
       "4                      0           0         0              0            0  "
      ]
     },
     "execution_count": 1097,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Analyzing each category\n",
    "# one hot encoding\n",
    "SF_onehot = pd.get_dummies(South_Florida_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "SF_onehot['City'] = South_Florida_venues['City'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [SF_onehot.columns[-1]] + list(SF_onehot.columns[:-1])\n",
    "SF_onehot = SF_onehot[fixed_columns]\n",
    "\n",
    "SF_onehot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1098,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(948, 197)"
      ]
     },
     "execution_count": 1098,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SF_onehot.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1099,
   "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>City</th>\n",
       "      <th>ATM</th>\n",
       "      <th>Airport</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Arcade</th>\n",
       "      <th>Argentinian Restaurant</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>Basketball Court</th>\n",
       "      <th>Beach</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Garden</th>\n",
       "      <th>Big Box Store</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Boxing Gym</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Station</th>\n",
       "      <th>Business Service</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cajun / Creole Restaurant</th>\n",
       "      <th>Candy Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chiropractor</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Rec Center</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Construction &amp; Landscaping</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dive Bar</th>\n",
       "      <th>Dive Shop</th>\n",
       "      <th>Doctor's Office</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Fabric Shop</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Football Stadium</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gas Station</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>Golf Course</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Gymnastics Gym</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hot Dog Joint</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Pool</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Insurance Office</th>\n",
       "      <th>Intersection</th>\n",
       "      <th>Irish Pub</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Kids Store</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Laundromat</th>\n",
       "      <th>Lawyer</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Locksmith</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Mobile Phone Shop</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Multiplex</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Paper / Office Supplies Store</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Peruvian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Residential Building (Apartment / Condo)</th>\n",
       "      <th>Resort</th>\n",
       "      <th>Rest Area</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Road</th>\n",
       "      <th>Rock Club</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scandinavian Restaurant</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shipping Store</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Smoothie Shop</th>\n",
       "      <th>Soccer Stadium</th>\n",
       "      <th>South American Restaurant</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Spanish Restaurant</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Stadium</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supplement Shop</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Tennis Stadium</th>\n",
       "      <th>Tex-Mex Restaurant</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Toll Plaza</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Turkish Restaurant</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Video Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Whisky Bar</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>0.000</td>\n",
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       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Boynton Beach</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Coconut Creek</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Coral Springs</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Davie</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.04000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Deerfield Beach</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.075000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02500</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.075000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Delray Beach</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Hialeah</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hollywood</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Homestead</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Jupiter</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Lauderhill</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Margate</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.093750</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Miami</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>0.04000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Miami Beach</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.140000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.02000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Miami Gardens</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.208333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Miramar</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>North Miami</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.054054</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.081081</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.054054</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.054054</td>\n",
       "      <td>0.081081</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.054054</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.054054</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Pembroke Pines</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Plantation</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Pompano Beach</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Port St. Lucie</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Sunrise</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Tamarac</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Wellington</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>West Palm Beach</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Weston</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               City       ATM   Airport  American Restaurant    Arcade  \\\n",
       "0        Boca Raton  0.000000  0.000000             0.100000  0.000000   \n",
       "1     Boynton Beach  0.000000  0.000000             0.040000  0.000000   \n",
       "2     Coconut Creek  0.000000  0.000000             0.000000  0.000000   \n",
       "3     Coral Springs  0.000000  0.000000             0.000000  0.000000   \n",
       "4             Davie  0.000000  0.000000             0.040000  0.000000   \n",
       "5   Deerfield Beach  0.000000  0.000000             0.000000  0.000000   \n",
       "6      Delray Beach  0.000000  0.000000             0.060000  0.020000   \n",
       "7   Fort Lauderdale  0.000000  0.000000             0.120000  0.000000   \n",
       "8           Hialeah  0.000000  0.000000             0.000000  0.000000   \n",
       "9         Hollywood  0.000000  0.000000             0.000000  0.000000   \n",
       "10        Homestead  0.000000  0.000000             0.083333  0.000000   \n",
       "11          Jupiter  0.000000  0.000000             0.041667  0.000000   \n",
       "12       Lauderhill  0.000000  0.000000             0.000000  0.000000   \n",
       "13          Margate  0.000000  0.000000             0.031250  0.000000   \n",
       "14            Miami  0.000000  0.000000             0.020000  0.000000   \n",
       "15      Miami Beach  0.000000  0.000000             0.000000  0.000000   \n",
       "16    Miami Gardens  0.000000  0.000000             0.000000  0.000000   \n",
       "17          Miramar  0.000000  0.000000             0.000000  0.000000   \n",
       "18      North Miami  0.027027  0.000000             0.000000  0.027027   \n",
       "19   Pembroke Pines  0.000000  0.000000             0.000000  0.000000   \n",
       "20       Plantation  0.000000  0.000000             0.040000  0.000000   \n",
       "21    Pompano Beach  0.000000  0.045455             0.045455  0.000000   \n",
       "22   Port St. Lucie  0.027778  0.000000             0.027778  0.000000   \n",
       "23          Sunrise  0.000000  0.000000             0.058824  0.000000   \n",
       "24          Tamarac  0.000000  0.000000             0.000000  0.000000   \n",
       "25       Wellington  0.000000  0.000000             0.000000  0.000000   \n",
       "26  West Palm Beach  0.000000  0.000000             0.020000  0.000000   \n",
       "27           Weston  0.000000  0.000000             0.000000  0.000000   \n",
       "\n",
       "    Argentinian Restaurant  Art Gallery  Art Museum  Arts & Crafts Store  \\\n",
       "0                 0.000000         0.00    0.000000                 0.00   \n",
       "1                 0.000000         0.00    0.000000                 0.02   \n",
       "2                 0.000000         0.00    0.000000                 0.00   \n",
       "3                 0.033333         0.00    0.000000                 0.00   \n",
       "4                 0.000000         0.00    0.000000                 0.00   \n",
       "5                 0.000000         0.00    0.000000                 0.00   \n",
       "6                 0.000000         0.00    0.000000                 0.00   \n",
       "7                 0.000000         0.00    0.040000                 0.00   \n",
       "8                 0.000000         0.00    0.000000                 0.00   \n",
       "9                 0.020000         0.00    0.000000                 0.00   \n",
       "10                0.000000         0.00    0.000000                 0.00   \n",
       "11                0.000000         0.00    0.000000                 0.00   \n",
       "12                0.000000         0.00    0.000000                 0.00   \n",
       "13                0.000000         0.00    0.000000                 0.00   \n",
       "14                0.060000         0.00    0.000000                 0.00   \n",
       "15                0.000000         0.00    0.000000                 0.00   \n",
       "16                0.000000         0.00    0.000000                 0.00   \n",
       "17                0.000000         0.00    0.000000                 0.00   \n",
       "18                0.000000         0.00    0.027027                 0.00   \n",
       "19                0.000000         0.00    0.000000                 0.02   \n",
       "20                0.000000         0.00    0.000000                 0.00   \n",
       "21                0.000000         0.00    0.000000                 0.00   \n",
       "22                0.000000         0.00    0.000000                 0.00   \n",
       "23                0.000000         0.00    0.000000                 0.00   \n",
       "24                0.000000         0.00    0.000000                 0.00   \n",
       "25                0.000000         0.00    0.000000                 0.00   \n",
       "26                0.000000         0.02    0.000000                 0.00   \n",
       "27                0.000000         0.00    0.000000                 0.00   \n",
       "\n",
       "    Asian Restaurant  Athletics & Sports  BBQ Joint  Bagel Shop    Bakery  \\\n",
       "0               0.00            0.000000   0.020000    0.000000  0.000000   \n",
       "1               0.00            0.000000   0.000000    0.000000  0.060000   \n",
       "2               0.00            0.000000   0.000000    0.000000  0.000000   \n",
       "3               0.10            0.000000   0.000000    0.033333  0.000000   \n",
       "4               0.04            0.000000   0.000000    0.000000  0.000000   \n",
       "5               0.00            0.000000   0.025000    0.000000  0.000000   \n",
       "6               0.00            0.000000   0.020000    0.000000  0.000000   \n",
       "7               0.00            0.000000   0.000000    0.020000  0.020000   \n",
       "8               0.00            0.000000   0.000000    0.000000  0.000000   \n",
       "9               0.00            0.000000   0.000000    0.000000  0.020000   \n",
       "10              0.00            0.000000   0.000000    0.000000  0.027778   \n",
       "11              0.00            0.000000   0.000000    0.020833  0.000000   \n",
       "12              0.00            0.000000   0.000000    0.000000  0.000000   \n",
       "13              0.00            0.000000   0.000000    0.000000  0.000000   \n",
       "14              0.02            0.020000   0.000000    0.000000  0.020000   \n",
       "15              0.00            0.000000   0.000000    0.000000  0.040000   \n",
       "16              0.00            0.041667   0.000000    0.000000  0.041667   \n",
       "17              0.00            0.000000   0.076923    0.000000  0.000000   \n",
       "18              0.00            0.000000   0.000000    0.000000  0.027027   \n",
       "19              0.02            0.000000   0.000000    0.000000  0.020000   \n",
       "20              0.00            0.000000   0.000000    0.000000  0.000000   \n",
       "21              0.00            0.000000   0.045455    0.000000  0.000000   \n",
       "22              0.00            0.000000   0.000000    0.000000  0.000000   \n",
       "23              0.00            0.000000   0.000000    0.000000  0.000000   \n",
       "24              0.00            0.000000   0.000000    0.000000  0.040000   \n",
       "25              0.04            0.000000   0.040000    0.040000  0.000000   \n",
       "26              0.06            0.000000   0.000000    0.000000  0.000000   \n",
       "27              0.00            0.000000   0.000000    0.000000  0.000000   \n",
       "\n",
       "        Bank       Bar  Baseball Field  Basketball Court     Beach  Beer Bar  \\\n",
       "0   0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "1   0.020000  0.020000        0.000000          0.000000  0.000000      0.00   \n",
       "2   0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "3   0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "4   0.000000  0.080000        0.040000          0.000000  0.000000      0.00   \n",
       "5   0.000000  0.000000        0.025000          0.000000  0.000000      0.00   \n",
       "6   0.000000  0.020000        0.000000          0.000000  0.000000      0.00   \n",
       "7   0.000000  0.040000        0.000000          0.000000  0.020000      0.00   \n",
       "8   0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "9   0.000000  0.080000        0.000000          0.000000  0.000000      0.00   \n",
       "10  0.000000  0.000000        0.027778          0.000000  0.000000      0.00   \n",
       "11  0.000000  0.020833        0.000000          0.000000  0.020833      0.00   \n",
       "12  0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "13  0.031250  0.031250        0.000000          0.000000  0.000000      0.00   \n",
       "14  0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "15  0.000000  0.040000        0.000000          0.000000  0.060000      0.00   \n",
       "16  0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "17  0.000000  0.000000        0.000000          0.076923  0.000000      0.00   \n",
       "18  0.027027  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "19  0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "20  0.000000  0.000000        0.000000          0.000000  0.000000      0.04   \n",
       "21  0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "22  0.000000  0.027778        0.000000          0.000000  0.000000      0.00   \n",
       "23  0.029412  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "24  0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "25  0.040000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "26  0.000000  0.080000        0.000000          0.000000  0.000000      0.00   \n",
       "27  0.000000  0.000000        0.000000          0.000000  0.000000      0.00   \n",
       "\n",
       "    Beer Garden  Big Box Store    Bistro  Bookstore  Boutique  Boxing Gym  \\\n",
       "0      0.000000       0.000000  0.000000   0.000000      0.02        0.00   \n",
       "1      0.020000       0.020000  0.000000   0.020000      0.00        0.02   \n",
       "2      0.000000       0.000000  0.090909   0.000000      0.00        0.00   \n",
       "3      0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "4      0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "5      0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "6      0.020000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "7      0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "8      0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "9      0.020000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "10     0.000000       0.027778  0.000000   0.000000      0.00        0.00   \n",
       "11     0.020833       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "12     0.000000       0.066667  0.000000   0.000000      0.00        0.00   \n",
       "13     0.000000       0.031250  0.000000   0.000000      0.00        0.00   \n",
       "14     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "15     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "16     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "17     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "18     0.000000       0.000000  0.000000   0.027027      0.00        0.00   \n",
       "19     0.000000       0.020000  0.000000   0.000000      0.00        0.00   \n",
       "20     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "21     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "22     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "23     0.000000       0.058824  0.000000   0.000000      0.00        0.00   \n",
       "24     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "25     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "26     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "27     0.000000       0.000000  0.000000   0.000000      0.00        0.00   \n",
       "\n",
       "    Brazilian Restaurant  Breakfast Spot  Brewery  Burger Joint  \\\n",
       "0                  0.000        0.000000     0.00      0.040000   \n",
       "1                  0.000        0.000000     0.00      0.020000   \n",
       "2                  0.000        0.000000     0.00      0.090909   \n",
       "3                  0.000        0.000000     0.00      0.000000   \n",
       "4                  0.000        0.040000     0.00      0.000000   \n",
       "5                  0.025        0.025000     0.00      0.025000   \n",
       "6                  0.000        0.020000     0.00      0.040000   \n",
       "7                  0.000        0.000000     0.00      0.000000   \n",
       "8                  0.000        0.000000     0.00      0.000000   \n",
       "9                  0.000        0.000000     0.00      0.000000   \n",
       "10                 0.000        0.027778     0.00      0.000000   \n",
       "11                 0.000        0.041667     0.00      0.000000   \n",
       "12                 0.000        0.000000     0.00      0.000000   \n",
       "13                 0.000        0.000000     0.00      0.000000   \n",
       "14                 0.000        0.000000     0.00      0.020000   \n",
       "15                 0.000        0.000000     0.00      0.020000   \n",
       "16                 0.000        0.000000     0.00      0.000000   \n",
       "17                 0.000        0.000000     0.00      0.000000   \n",
       "18                 0.000        0.000000     0.00      0.000000   \n",
       "19                 0.000        0.020000     0.00      0.060000   \n",
       "20                 0.000        0.000000     0.00      0.000000   \n",
       "21                 0.000        0.000000     0.00      0.000000   \n",
       "22                 0.000        0.000000     0.00      0.000000   \n",
       "23                 0.000        0.000000     0.00      0.000000   \n",
       "24                 0.000        0.000000     0.00      0.000000   \n",
       "25                 0.000        0.040000     0.00      0.040000   \n",
       "26                 0.000        0.000000     0.02      0.000000   \n",
       "27                 0.000        0.000000     0.00      0.000000   \n",
       "\n",
       "    Burrito Place  Bus Station  Business Service      Café  \\\n",
       "0            0.00     0.000000          0.000000  0.020000   \n",
       "1            0.00     0.000000          0.000000  0.000000   \n",
       "2            0.00     0.000000          0.090909  0.000000   \n",
       "3            0.00     0.000000          0.000000  0.000000   \n",
       "4            0.00     0.000000          0.000000  0.000000   \n",
       "5            0.00     0.000000          0.000000  0.000000   \n",
       "6            0.00     0.000000          0.000000  0.000000   \n",
       "7            0.00     0.000000          0.000000  0.020000   \n",
       "8            0.00     0.000000          0.000000  0.000000   \n",
       "9            0.00     0.000000          0.000000  0.000000   \n",
       "10           0.00     0.000000          0.000000  0.000000   \n",
       "11           0.00     0.000000          0.000000  0.020833   \n",
       "12           0.00     0.000000          0.133333  0.000000   \n",
       "13           0.00     0.000000          0.000000  0.000000   \n",
       "14           0.00     0.000000          0.000000  0.020000   \n",
       "15           0.00     0.000000          0.000000  0.000000   \n",
       "16           0.00     0.000000          0.000000  0.000000   \n",
       "17           0.00     0.000000          0.000000  0.000000   \n",
       "18           0.00     0.000000          0.000000  0.000000   \n",
       "19           0.00     0.000000          0.000000  0.000000   \n",
       "20           0.00     0.000000          0.000000  0.000000   \n",
       "21           0.00     0.045455          0.045455  0.045455   \n",
       "22           0.00     0.000000          0.027778  0.000000   \n",
       "23           0.00     0.000000          0.000000  0.000000   \n",
       "24           0.00     0.000000          0.040000  0.000000   \n",
       "25           0.00     0.000000          0.000000  0.000000   \n",
       "26           0.02     0.000000          0.000000  0.020000   \n",
       "27           0.00     0.000000          0.400000  0.000000   \n",
       "\n",
       "    Cajun / Creole Restaurant  Candy Store  Caribbean Restaurant  \\\n",
       "0                    0.000000         0.02              0.000000   \n",
       "1                    0.000000         0.00              0.000000   \n",
       "2                    0.000000         0.00              0.000000   \n",
       "3                    0.000000         0.00              0.000000   \n",
       "4                    0.000000         0.00              0.000000   \n",
       "5                    0.000000         0.00              0.000000   \n",
       "6                    0.000000         0.02              0.000000   \n",
       "7                    0.000000         0.00              0.000000   \n",
       "8                    0.000000         0.00              0.000000   \n",
       "9                    0.000000         0.00              0.020000   \n",
       "10                   0.000000         0.00              0.000000   \n",
       "11                   0.000000         0.00              0.000000   \n",
       "12                   0.000000         0.00              0.333333   \n",
       "13                   0.000000         0.00              0.031250   \n",
       "14                   0.000000         0.00              0.000000   \n",
       "15                   0.000000         0.00              0.000000   \n",
       "16                   0.000000         0.00              0.041667   \n",
       "17                   0.000000         0.00              0.000000   \n",
       "18                   0.054054         0.00              0.000000   \n",
       "19                   0.000000         0.00              0.020000   \n",
       "20                   0.000000         0.00              0.000000   \n",
       "21                   0.000000         0.00              0.000000   \n",
       "22                   0.000000         0.00              0.000000   \n",
       "23                   0.000000         0.00              0.058824   \n",
       "24                   0.000000         0.00              0.000000   \n",
       "25                   0.000000         0.00              0.000000   \n",
       "26                   0.000000         0.00              0.000000   \n",
       "27                   0.000000         0.00              0.000000   \n",
       "\n",
       "    Chinese Restaurant  Chiropractor  Chocolate Shop  Clothing Store  \\\n",
       "0             0.000000          0.00            0.02        0.060000   \n",
       "1             0.000000          0.00            0.00        0.000000   \n",
       "2             0.090909          0.00            0.00        0.000000   \n",
       "3             0.000000          0.00            0.00        0.000000   \n",
       "4             0.000000          0.00            0.00        0.000000   \n",
       "5             0.000000          0.00            0.00        0.000000   \n",
       "6             0.000000          0.00            0.00        0.000000   \n",
       "7             0.020000          0.00            0.02        0.000000   \n",
       "8             0.066667          0.00            0.00        0.000000   \n",
       "9             0.020000          0.00            0.00        0.000000   \n",
       "10            0.027778          0.00            0.00        0.000000   \n",
       "11            0.000000          0.00            0.00        0.020833   \n",
       "12            0.000000          0.00            0.00        0.000000   \n",
       "13            0.031250          0.00            0.00        0.000000   \n",
       "14            0.000000          0.00            0.00        0.000000   \n",
       "15            0.000000          0.00            0.00        0.020000   \n",
       "16            0.000000          0.00            0.00        0.041667   \n",
       "17            0.000000          0.00            0.00        0.000000   \n",
       "18            0.027027          0.00            0.00        0.000000   \n",
       "19            0.020000          0.00            0.00        0.020000   \n",
       "20            0.000000          0.00            0.00        0.000000   \n",
       "21            0.000000          0.00            0.00        0.000000   \n",
       "22            0.055556          0.00            0.00        0.000000   \n",
       "23            0.029412          0.00            0.00        0.000000   \n",
       "24            0.000000          0.04            0.00        0.000000   \n",
       "25            0.080000          0.00            0.00        0.000000   \n",
       "26            0.000000          0.00            0.00        0.000000   \n",
       "27            0.000000          0.00            0.00        0.000000   \n",
       "\n",
       "    Cocktail Bar  Coffee Shop  College Rec Center  Colombian Restaurant  \\\n",
       "0       0.000000     0.020000                0.00              0.000000   \n",
       "1       0.000000     0.020000                0.00              0.000000   \n",
       "2       0.000000     0.000000                0.00              0.000000   \n",
       "3       0.033333     0.000000                0.00              0.000000   \n",
       "4       0.000000     0.080000                0.04              0.000000   \n",
       "5       0.000000     0.025000                0.00              0.000000   \n",
       "6       0.000000     0.040000                0.00              0.000000   \n",
       "7       0.000000     0.020000                0.00              0.000000   \n",
       "8       0.000000     0.000000                0.00              0.000000   \n",
       "9       0.040000     0.040000                0.00              0.000000   \n",
       "10      0.000000     0.027778                0.00              0.000000   \n",
       "11      0.000000     0.020833                0.00              0.000000   \n",
       "12      0.000000     0.000000                0.00              0.000000   \n",
       "13      0.000000     0.000000                0.00              0.000000   \n",
       "14      0.000000     0.040000                0.00              0.000000   \n",
       "15      0.020000     0.040000                0.00              0.000000   \n",
       "16      0.000000     0.000000                0.00              0.000000   \n",
       "17      0.000000     0.000000                0.00              0.000000   \n",
       "18      0.000000     0.027027                0.00              0.000000   \n",
       "19      0.000000     0.040000                0.00              0.000000   \n",
       "20      0.000000     0.040000                0.00              0.000000   \n",
       "21      0.000000     0.000000                0.00              0.000000   \n",
       "22      0.000000     0.000000                0.00              0.000000   \n",
       "23      0.000000     0.058824                0.00              0.029412   \n",
       "24      0.000000     0.000000                0.00              0.000000   \n",
       "25      0.000000     0.000000                0.00              0.000000   \n",
       "26      0.000000     0.040000                0.00              0.000000   \n",
       "27      0.000000     0.000000                0.00              0.000000   \n",
       "\n",
       "    Comfort Food Restaurant  Concert Hall  Construction & Landscaping  \\\n",
       "0                      0.00          0.00                    0.000000   \n",
       "1                      0.00          0.00                    0.000000   \n",
       "2                      0.00          0.00                    0.000000   \n",
       "3                      0.00          0.00                    0.000000   \n",
       "4                      0.00          0.00                    0.000000   \n",
       "5                      0.00          0.00                    0.000000   \n",
       "6                      0.00          0.00                    0.000000   \n",
       "7                      0.00          0.00                    0.000000   \n",
       "8                      0.00          0.00                    0.000000   \n",
       "9                      0.00          0.00                    0.000000   \n",
       "10                     0.00          0.00                    0.000000   \n",
       "11                     0.00          0.00                    0.000000   \n",
       "12                     0.00          0.00                    0.000000   \n",
       "13                     0.00          0.00                    0.000000   \n",
       "14                     0.00          0.00                    0.000000   \n",
       "15                     0.00          0.02                    0.000000   \n",
       "16                     0.00          0.00                    0.000000   \n",
       "17                     0.00          0.00                    0.000000   \n",
       "18                     0.00          0.00                    0.000000   \n",
       "19                     0.00          0.00                    0.000000   \n",
       "20                     0.00          0.00                    0.000000   \n",
       "21                     0.00          0.00                    0.000000   \n",
       "22                     0.00          0.00                    0.027778   \n",
       "23                     0.00          0.00                    0.000000   \n",
       "24                     0.04          0.00                    0.000000   \n",
       "25                     0.00          0.00                    0.040000   \n",
       "26                     0.00          0.00                    0.000000   \n",
       "27                     0.00          0.00                    0.000000   \n",
       "\n",
       "    Convenience Store  Cosmetics Shop  Cuban Restaurant  Dance Studio  \\\n",
       "0            0.000000            0.06          0.000000      0.000000   \n",
       "1            0.000000            0.02          0.000000      0.000000   \n",
       "2            0.090909            0.00          0.000000      0.090909   \n",
       "3            0.000000            0.00          0.000000      0.033333   \n",
       "4            0.000000            0.00          0.000000      0.000000   \n",
       "5            0.000000            0.00          0.000000      0.000000   \n",
       "6            0.000000            0.00          0.020000      0.000000   \n",
       "7            0.000000            0.00          0.000000      0.000000   \n",
       "8            0.000000            0.00          0.133333      0.000000   \n",
       "9            0.000000            0.00          0.000000      0.000000   \n",
       "10           0.027778            0.00          0.000000      0.000000   \n",
       "11           0.020833            0.00          0.000000      0.000000   \n",
       "12           0.000000            0.00          0.000000      0.000000   \n",
       "13           0.000000            0.00          0.000000      0.000000   \n",
       "14           0.000000            0.00          0.020000      0.000000   \n",
       "15           0.000000            0.00          0.000000      0.000000   \n",
       "16           0.000000            0.00          0.000000      0.000000   \n",
       "17           0.000000            0.00          0.000000      0.000000   \n",
       "18           0.027027            0.00          0.000000      0.000000   \n",
       "19           0.000000            0.00          0.000000      0.000000   \n",
       "20           0.000000            0.00          0.000000      0.000000   \n",
       "21           0.090909            0.00          0.000000      0.000000   \n",
       "22           0.000000            0.00          0.000000      0.000000   \n",
       "23           0.029412            0.00          0.000000      0.000000   \n",
       "24           0.000000            0.00          0.000000      0.000000   \n",
       "25           0.000000            0.00          0.000000      0.000000   \n",
       "26           0.000000            0.00          0.000000      0.000000   \n",
       "27           0.000000            0.00          0.000000      0.000000   \n",
       "\n",
       "    Deli / Bodega  Department Store  Dessert Shop     Diner  Discount Store  \\\n",
       "0        0.020000          0.080000      0.000000  0.000000        0.000000   \n",
       "1        0.000000          0.060000      0.000000  0.000000        0.000000   \n",
       "2        0.000000          0.000000      0.000000  0.000000        0.000000   \n",
       "3        0.033333          0.000000      0.000000  0.033333        0.000000   \n",
       "4        0.040000          0.000000      0.040000  0.000000        0.000000   \n",
       "5        0.025000          0.000000      0.000000  0.000000        0.000000   \n",
       "6        0.000000          0.000000      0.040000  0.000000        0.000000   \n",
       "7        0.020000          0.000000      0.000000  0.000000        0.000000   \n",
       "8        0.000000          0.000000      0.000000  0.000000        0.133333   \n",
       "9        0.020000          0.000000      0.000000  0.000000        0.000000   \n",
       "10       0.000000          0.000000      0.000000  0.000000        0.000000   \n",
       "11       0.000000          0.020833      0.020833  0.000000        0.000000   \n",
       "12       0.000000          0.000000      0.000000  0.000000        0.066667   \n",
       "13       0.000000          0.000000      0.000000  0.062500        0.031250   \n",
       "14       0.000000          0.000000      0.000000  0.000000        0.000000   \n",
       "15       0.000000          0.000000      0.000000  0.000000        0.000000   \n",
       "16       0.000000          0.041667      0.000000  0.000000        0.041667   \n",
       "17       0.000000          0.076923      0.000000  0.000000        0.000000   \n",
       "18       0.027027          0.000000      0.000000  0.027027        0.081081   \n",
       "19       0.000000          0.040000      0.000000  0.020000        0.000000   \n",
       "20       0.040000          0.000000      0.000000  0.040000        0.000000   \n",
       "21       0.000000          0.000000      0.000000  0.000000        0.045455   \n",
       "22       0.000000          0.000000      0.000000  0.000000        0.027778   \n",
       "23       0.029412          0.000000      0.000000  0.000000        0.029412   \n",
       "24       0.000000          0.000000      0.000000  0.000000        0.000000   \n",
       "25       0.040000          0.040000      0.000000  0.000000        0.000000   \n",
       "26       0.000000          0.000000      0.000000  0.000000        0.000000   \n",
       "27       0.000000          0.000000      0.000000  0.000000        0.000000   \n",
       "\n",
       "    Dive Bar  Dive Shop  Doctor's Office  Dog Run  Donut Shop  \\\n",
       "0   0.000000   0.000000             0.00     0.00    0.000000   \n",
       "1   0.000000   0.000000             0.00     0.00    0.020000   \n",
       "2   0.000000   0.000000             0.00     0.00    0.090909   \n",
       "3   0.000000   0.000000             0.00     0.00    0.000000   \n",
       "4   0.000000   0.000000             0.00     0.00    0.000000   \n",
       "5   0.000000   0.000000             0.00     0.00    0.050000   \n",
       "6   0.000000   0.000000             0.00     0.00    0.000000   \n",
       "7   0.000000   0.000000             0.00     0.00    0.000000   \n",
       "8   0.000000   0.066667             0.00     0.00    0.000000   \n",
       "9   0.020000   0.000000             0.00     0.00    0.000000   \n",
       "10  0.000000   0.000000             0.00     0.00    0.055556   \n",
       "11  0.020833   0.000000             0.00     0.00    0.041667   \n",
       "12  0.000000   0.000000             0.00     0.00    0.000000   \n",
       "13  0.000000   0.000000             0.00     0.00    0.031250   \n",
       "14  0.000000   0.000000             0.00     0.02    0.000000   \n",
       "15  0.000000   0.000000             0.00     0.00    0.000000   \n",
       "16  0.000000   0.000000             0.00     0.00    0.000000   \n",
       "17  0.000000   0.000000             0.00     0.00    0.076923   \n",
       "18  0.000000   0.000000             0.00     0.00    0.000000   \n",
       "19  0.000000   0.000000             0.00     0.00    0.000000   \n",
       "20  0.000000   0.000000             0.00     0.00    0.040000   \n",
       "21  0.000000   0.000000             0.00     0.00    0.045455   \n",
       "22  0.000000   0.000000             0.00     0.00    0.000000   \n",
       "23  0.000000   0.000000             0.00     0.00    0.029412   \n",
       "24  0.000000   0.000000             0.04     0.00    0.040000   \n",
       "25  0.000000   0.000000             0.00     0.00    0.040000   \n",
       "26  0.000000   0.000000             0.00     0.00    0.000000   \n",
       "27  0.000000   0.000000             0.00     0.00    0.000000   \n",
       "\n",
       "    Eastern European Restaurant  Electronics Store  Event Space  Fabric Shop  \\\n",
       "0                          0.00               0.02         0.00         0.00   \n",
       "1                          0.00               0.02         0.00         0.00   \n",
       "2                          0.00               0.00         0.00         0.00   \n",
       "3                          0.00               0.00         0.00         0.00   \n",
       "4                          0.00               0.00         0.00         0.00   \n",
       "5                          0.00               0.00         0.00         0.00   \n",
       "6                          0.00               0.00         0.02         0.00   \n",
       "7                          0.00               0.00         0.00         0.00   \n",
       "8                          0.00               0.00         0.00         0.00   \n",
       "9                          0.02               0.00         0.00         0.00   \n",
       "10                         0.00               0.00         0.00         0.00   \n",
       "11                         0.00               0.00         0.00         0.00   \n",
       "12                         0.00               0.00         0.00         0.00   \n",
       "13                         0.00               0.00         0.00         0.00   \n",
       "14                         0.00               0.00         0.00         0.00   \n",
       "15                         0.00               0.00         0.00         0.00   \n",
       "16                         0.00               0.00         0.00         0.00   \n",
       "17                         0.00               0.00         0.00         0.00   \n",
       "18                         0.00               0.00         0.00         0.00   \n",
       "19                         0.00               0.02         0.00         0.02   \n",
       "20                         0.00               0.00         0.00         0.00   \n",
       "21                         0.00               0.00         0.00         0.00   \n",
       "22                         0.00               0.00         0.00         0.00   \n",
       "23                         0.00               0.00         0.00         0.00   \n",
       "24                         0.00               0.00         0.00         0.00   \n",
       "25                         0.00               0.00         0.00         0.00   \n",
       "26                         0.00               0.00         0.00         0.00   \n",
       "27                         0.00               0.00         0.00         0.00   \n",
       "\n",
       "    Falafel Restaurant  Farmers Market  Fast Food Restaurant  Flea Market  \\\n",
       "0             0.000000            0.00              0.020000     0.000000   \n",
       "1             0.020000            0.00              0.020000     0.000000   \n",
       "2             0.000000            0.00              0.000000     0.000000   \n",
       "3             0.000000            0.00              0.066667     0.000000   \n",
       "4             0.000000            0.00              0.040000     0.000000   \n",
       "5             0.000000            0.00              0.075000     0.000000   \n",
       "6             0.000000            0.02              0.000000     0.000000   \n",
       "7             0.000000            0.00              0.000000     0.000000   \n",
       "8             0.000000            0.00              0.066667     0.000000   \n",
       "9             0.000000            0.00              0.000000     0.000000   \n",
       "10            0.000000            0.00              0.000000     0.000000   \n",
       "11            0.000000            0.00              0.041667     0.000000   \n",
       "12            0.000000            0.00              0.000000     0.000000   \n",
       "13            0.000000            0.00              0.093750     0.000000   \n",
       "14            0.000000            0.00              0.000000     0.000000   \n",
       "15            0.000000            0.00              0.000000     0.000000   \n",
       "16            0.000000            0.00              0.208333     0.000000   \n",
       "17            0.000000            0.00              0.000000     0.000000   \n",
       "18            0.000000            0.00              0.054054     0.000000   \n",
       "19            0.000000            0.00              0.040000     0.000000   \n",
       "20            0.000000            0.00              0.040000     0.000000   \n",
       "21            0.000000            0.00              0.090909     0.045455   \n",
       "22            0.000000            0.00              0.055556     0.000000   \n",
       "23            0.029412            0.00              0.000000     0.000000   \n",
       "24            0.000000            0.00              0.040000     0.000000   \n",
       "25            0.000000            0.00              0.040000     0.000000   \n",
       "26            0.000000            0.04              0.000000     0.000000   \n",
       "27            0.000000            0.00              0.000000     0.000000   \n",
       "\n",
       "    Flower Shop      Food  Food & Drink Shop  Food Court  Food Truck  \\\n",
       "0         0.000  0.000000               0.00        0.02    0.000000   \n",
       "1         0.000  0.000000               0.00        0.00    0.000000   \n",
       "2         0.000  0.000000               0.00        0.00    0.000000   \n",
       "3         0.000  0.000000               0.00        0.00    0.000000   \n",
       "4         0.000  0.000000               0.00        0.00    0.040000   \n",
       "5         0.025  0.000000               0.00        0.00    0.000000   \n",
       "6         0.000  0.000000               0.00        0.00    0.000000   \n",
       "7         0.000  0.000000               0.00        0.00    0.020000   \n",
       "8         0.000  0.000000               0.00        0.00    0.000000   \n",
       "9         0.000  0.000000               0.00        0.00    0.020000   \n",
       "10        0.000  0.000000               0.00        0.00    0.027778   \n",
       "11        0.000  0.000000               0.00        0.00    0.000000   \n",
       "12        0.000  0.000000               0.00        0.00    0.000000   \n",
       "13        0.000  0.000000               0.00        0.00    0.031250   \n",
       "14        0.000  0.000000               0.00        0.00    0.000000   \n",
       "15        0.000  0.000000               0.00        0.00    0.000000   \n",
       "16        0.000  0.000000               0.00        0.00    0.000000   \n",
       "17        0.000  0.000000               0.00        0.00    0.076923   \n",
       "18        0.000  0.027027               0.00        0.00    0.000000   \n",
       "19        0.000  0.000000               0.00        0.00    0.000000   \n",
       "20        0.040  0.000000               0.00        0.00    0.000000   \n",
       "21        0.000  0.000000               0.00        0.00    0.045455   \n",
       "22        0.000  0.000000               0.00        0.00    0.000000   \n",
       "23        0.000  0.000000               0.00        0.00    0.000000   \n",
       "24        0.000  0.000000               0.04        0.00    0.040000   \n",
       "25        0.000  0.000000               0.00        0.00    0.000000   \n",
       "26        0.000  0.000000               0.00        0.00    0.000000   \n",
       "27        0.000  0.000000               0.00        0.00    0.000000   \n",
       "\n",
       "    Football Stadium  Fountain  French Restaurant  Fried Chicken Joint  \\\n",
       "0               0.00      0.00               0.00             0.000000   \n",
       "1               0.00      0.00               0.00             0.000000   \n",
       "2               0.00      0.00               0.00             0.000000   \n",
       "3               0.00      0.00               0.00             0.033333   \n",
       "4               0.04      0.00               0.00             0.000000   \n",
       "5               0.00      0.00               0.00             0.025000   \n",
       "6               0.00      0.00               0.00             0.000000   \n",
       "7               0.00      0.00               0.02             0.000000   \n",
       "8               0.00      0.00               0.00             0.000000   \n",
       "9               0.00      0.00               0.02             0.000000   \n",
       "10              0.00      0.00               0.00             0.027778   \n",
       "11              0.00      0.00               0.00             0.000000   \n",
       "12              0.00      0.00               0.00             0.000000   \n",
       "13              0.00      0.00               0.00             0.000000   \n",
       "14              0.00      0.00               0.02             0.000000   \n",
       "15              0.00      0.00               0.02             0.000000   \n",
       "16              0.00      0.00               0.00             0.125000   \n",
       "17              0.00      0.00               0.00             0.000000   \n",
       "18              0.00      0.00               0.00             0.000000   \n",
       "19              0.00      0.00               0.00             0.000000   \n",
       "20              0.00      0.00               0.00             0.000000   \n",
       "21              0.00      0.00               0.00             0.045455   \n",
       "22              0.00      0.00               0.00             0.027778   \n",
       "23              0.00      0.00               0.00             0.000000   \n",
       "24              0.00      0.00               0.00             0.000000   \n",
       "25              0.00      0.00               0.00             0.000000   \n",
       "26              0.00      0.02               0.04             0.000000   \n",
       "27              0.00      0.00               0.00             0.000000   \n",
       "\n",
       "    Frozen Yogurt Shop  Furniture / Home Store  Gas Station  Gastropub  \\\n",
       "0                 0.00                    0.04     0.000000       0.00   \n",
       "1                 0.02                    0.04     0.000000       0.00   \n",
       "2                 0.00                    0.00     0.000000       0.00   \n",
       "3                 0.00                    0.00     0.000000       0.00   \n",
       "4                 0.00                    0.04     0.000000       0.00   \n",
       "5                 0.00                    0.00     0.000000       0.00   \n",
       "6                 0.00                    0.00     0.000000       0.02   \n",
       "7                 0.00                    0.00     0.000000       0.02   \n",
       "8                 0.00                    0.00     0.000000       0.00   \n",
       "9                 0.00                    0.00     0.000000       0.02   \n",
       "10                0.00                    0.00     0.000000       0.00   \n",
       "11                0.00                    0.00     0.020833       0.00   \n",
       "12                0.00                    0.00     0.000000       0.00   \n",
       "13                0.00                    0.00     0.000000       0.00   \n",
       "14                0.00                    0.00     0.000000       0.02   \n",
       "15                0.00                    0.00     0.000000       0.00   \n",
       "16                0.00                    0.00     0.000000       0.00   \n",
       "17                0.00                    0.00     0.000000       0.00   \n",
       "18                0.00                    0.00     0.000000       0.00   \n",
       "19                0.02                    0.04     0.000000       0.00   \n",
       "20                0.00                    0.00     0.000000       0.00   \n",
       "21                0.00                    0.00     0.045455       0.00   \n",
       "22                0.00                    0.00     0.027778       0.00   \n",
       "23                0.00                    0.00     0.000000       0.00   \n",
       "24                0.00                    0.04     0.000000       0.00   \n",
       "25                0.00                    0.00     0.000000       0.00   \n",
       "26                0.00                    0.00     0.000000       0.04   \n",
       "27                0.00                    0.00     0.000000       0.00   \n",
       "\n",
       "    General Entertainment  Golf Course  Gourmet Shop  Greek Restaurant  \\\n",
       "0                0.000000     0.000000         0.000          0.000000   \n",
       "1                0.000000     0.000000         0.000          0.000000   \n",
       "2                0.000000     0.000000         0.000          0.000000   \n",
       "3                0.000000     0.033333         0.000          0.000000   \n",
       "4                0.000000     0.040000         0.000          0.000000   \n",
       "5                0.000000     0.000000         0.025          0.000000   \n",
       "6                0.000000     0.000000         0.000          0.020000   \n",
       "7                0.000000     0.000000         0.000          0.000000   \n",
       "8                0.000000     0.000000         0.000          0.000000   \n",
       "9                0.000000     0.000000         0.000          0.020000   \n",
       "10               0.000000     0.000000         0.000          0.000000   \n",
       "11               0.000000     0.000000         0.000          0.000000   \n",
       "12               0.000000     0.000000         0.000          0.000000   \n",
       "13               0.000000     0.000000         0.000          0.000000   \n",
       "14               0.000000     0.000000         0.000          0.000000   \n",
       "15               0.000000     0.000000         0.000          0.000000   \n",
       "16               0.000000     0.000000         0.000          0.000000   \n",
       "17               0.000000     0.000000         0.000          0.000000   \n",
       "18               0.000000     0.000000         0.000          0.000000   \n",
       "19               0.000000     0.000000         0.000          0.000000   \n",
       "20               0.000000     0.000000         0.000          0.000000   \n",
       "21               0.045455     0.000000         0.000          0.000000   \n",
       "22               0.000000     0.000000         0.000          0.027778   \n",
       "23               0.000000     0.029412         0.000          0.000000   \n",
       "24               0.000000     0.040000         0.000          0.000000   \n",
       "25               0.000000     0.000000         0.000          0.000000   \n",
       "26               0.000000     0.000000         0.000          0.000000   \n",
       "27               0.000000     0.200000         0.000          0.000000   \n",
       "\n",
       "    Grocery Store       Gym  Gym / Fitness Center  Gymnastics Gym  \\\n",
       "0        0.000000  0.040000              0.000000        0.000000   \n",
       "1        0.000000  0.020000              0.000000        0.000000   \n",
       "2        0.000000  0.000000              0.000000        0.000000   \n",
       "3        0.066667  0.033333              0.000000        0.000000   \n",
       "4        0.000000  0.040000              0.000000        0.000000   \n",
       "5        0.025000  0.000000              0.000000        0.000000   \n",
       "6        0.000000  0.000000              0.000000        0.000000   \n",
       "7        0.020000  0.000000              0.000000        0.000000   \n",
       "8        0.200000  0.000000              0.000000        0.000000   \n",
       "9        0.000000  0.000000              0.020000        0.000000   \n",
       "10       0.055556  0.000000              0.000000        0.000000   \n",
       "11       0.041667  0.020833              0.000000        0.000000   \n",
       "12       0.000000  0.000000              0.000000        0.000000   \n",
       "13       0.031250  0.000000              0.000000        0.000000   \n",
       "14       0.000000  0.020000              0.020000        0.000000   \n",
       "15       0.000000  0.000000              0.000000        0.000000   \n",
       "16       0.041667  0.000000              0.000000        0.000000   \n",
       "17       0.000000  0.000000              0.076923        0.076923   \n",
       "18       0.027027  0.000000              0.000000        0.000000   \n",
       "19       0.000000  0.020000              0.000000        0.000000   \n",
       "20       0.040000  0.000000              0.000000        0.000000   \n",
       "21       0.000000  0.000000              0.000000        0.000000   \n",
       "22       0.027778  0.000000              0.055556        0.000000   \n",
       "23       0.000000  0.000000              0.029412        0.000000   \n",
       "24       0.080000  0.080000              0.000000        0.000000   \n",
       "25       0.040000  0.040000              0.000000        0.000000   \n",
       "26       0.000000  0.000000              0.020000        0.000000   \n",
       "27       0.000000  0.000000              0.000000        0.000000   \n",
       "\n",
       "    Harbor / Marina  Health & Beauty Service  Health Food Store  \\\n",
       "0              0.00                 0.000000           0.000000   \n",
       "1              0.00                 0.020000           0.000000   \n",
       "2              0.00                 0.090909           0.000000   \n",
       "3              0.00                 0.000000           0.000000   \n",
       "4              0.00                 0.000000           0.000000   \n",
       "5              0.00                 0.000000           0.000000   \n",
       "6              0.00                 0.000000           0.000000   \n",
       "7              0.00                 0.020000           0.000000   \n",
       "8              0.00                 0.000000           0.000000   \n",
       "9              0.00                 0.000000           0.000000   \n",
       "10             0.00                 0.000000           0.000000   \n",
       "11             0.00                 0.000000           0.000000   \n",
       "12             0.00                 0.000000           0.000000   \n",
       "13             0.00                 0.000000           0.000000   \n",
       "14             0.00                 0.000000           0.000000   \n",
       "15             0.00                 0.000000           0.000000   \n",
       "16             0.00                 0.000000           0.000000   \n",
       "17             0.00                 0.000000           0.000000   \n",
       "18             0.00                 0.000000           0.000000   \n",
       "19             0.00                 0.020000           0.000000   \n",
       "20             0.00                 0.000000           0.040000   \n",
       "21             0.00                 0.000000           0.000000   \n",
       "22             0.00                 0.000000           0.027778   \n",
       "23             0.00                 0.000000           0.000000   \n",
       "24             0.00                 0.000000           0.000000   \n",
       "25             0.00                 0.000000           0.000000   \n",
       "26             0.02                 0.000000           0.000000   \n",
       "27             0.00                 0.000000           0.000000   \n",
       "\n",
       "    Historic Site  History Museum  Hobby Shop  Home Service  Hookah Bar  \\\n",
       "0        0.000000            0.00        0.00      0.000000        0.00   \n",
       "1        0.000000            0.00        0.00      0.000000        0.00   \n",
       "2        0.000000            0.00        0.00      0.000000        0.00   \n",
       "3        0.000000            0.00        0.00      0.000000        0.00   \n",
       "4        0.000000            0.00        0.00      0.000000        0.04   \n",
       "5        0.000000            0.00        0.00      0.025000        0.00   \n",
       "6        0.000000            0.00        0.00      0.000000        0.00   \n",
       "7        0.000000            0.02        0.00      0.000000        0.00   \n",
       "8        0.000000            0.00        0.00      0.000000        0.00   \n",
       "9        0.000000            0.00        0.00      0.000000        0.02   \n",
       "10       0.000000            0.00        0.00      0.000000        0.00   \n",
       "11       0.020833            0.00        0.00      0.000000        0.00   \n",
       "12       0.000000            0.00        0.00      0.000000        0.00   \n",
       "13       0.000000            0.00        0.00      0.000000        0.00   \n",
       "14       0.000000            0.00        0.00      0.000000        0.00   \n",
       "15       0.000000            0.00        0.00      0.000000        0.00   \n",
       "16       0.000000            0.00        0.00      0.000000        0.00   \n",
       "17       0.000000            0.00        0.00      0.076923        0.00   \n",
       "18       0.000000            0.00        0.00      0.000000        0.00   \n",
       "19       0.000000            0.00        0.00      0.000000        0.00   \n",
       "20       0.000000            0.00        0.00      0.000000        0.00   \n",
       "21       0.000000            0.00        0.00      0.000000        0.00   \n",
       "22       0.000000            0.00        0.00      0.000000        0.00   \n",
       "23       0.000000            0.00        0.00      0.000000        0.00   \n",
       "24       0.000000            0.00        0.00      0.000000        0.00   \n",
       "25       0.000000            0.00        0.00      0.000000        0.00   \n",
       "26       0.000000            0.00        0.02      0.000000        0.00   \n",
       "27       0.000000            0.00        0.00      0.200000        0.00   \n",
       "\n",
       "    Hot Dog Joint     Hotel  Hotel Pool  Ice Cream Shop  Indian Restaurant  \\\n",
       "0        0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "1        0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "2        0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "3        0.000000  0.000000        0.00        0.000000           0.100000   \n",
       "4        0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "5        0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "6        0.000000  0.020000        0.00        0.020000           0.000000   \n",
       "7        0.000000  0.020000        0.00        0.040000           0.000000   \n",
       "8        0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "9        0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "10       0.000000  0.027778        0.00        0.027778           0.000000   \n",
       "11       0.020833  0.020833        0.00        0.000000           0.000000   \n",
       "12       0.000000  0.000000        0.00        0.000000           0.066667   \n",
       "13       0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "14       0.000000  0.100000        0.00        0.020000           0.000000   \n",
       "15       0.000000  0.140000        0.02        0.000000           0.000000   \n",
       "16       0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "17       0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "18       0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "19       0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "20       0.000000  0.000000        0.00        0.040000           0.000000   \n",
       "21       0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "22       0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "23       0.000000  0.058824        0.00        0.000000           0.029412   \n",
       "24       0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "25       0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "26       0.000000  0.000000        0.00        0.020000           0.000000   \n",
       "27       0.000000  0.000000        0.00        0.000000           0.000000   \n",
       "\n",
       "    Insurance Office  Intersection  Irish Pub  Italian Restaurant  \\\n",
       "0           0.000000      0.000000   0.000000            0.000000   \n",
       "1           0.000000      0.000000   0.000000            0.000000   \n",
       "2           0.000000      0.000000   0.000000            0.090909   \n",
       "3           0.000000      0.000000   0.000000            0.100000   \n",
       "4           0.000000      0.000000   0.000000            0.040000   \n",
       "5           0.000000      0.000000   0.000000            0.000000   \n",
       "6           0.000000      0.000000   0.000000            0.080000   \n",
       "7           0.000000      0.000000   0.000000            0.080000   \n",
       "8           0.000000      0.000000   0.000000            0.000000   \n",
       "9           0.000000      0.000000   0.000000            0.020000   \n",
       "10          0.000000      0.000000   0.000000            0.000000   \n",
       "11          0.020833      0.020833   0.000000            0.041667   \n",
       "12          0.000000      0.066667   0.000000            0.000000   \n",
       "13          0.000000      0.000000   0.000000            0.031250   \n",
       "14          0.000000      0.000000   0.000000            0.140000   \n",
       "15          0.000000      0.000000   0.000000            0.060000   \n",
       "16          0.000000      0.000000   0.000000            0.000000   \n",
       "17          0.000000      0.000000   0.000000            0.076923   \n",
       "18          0.000000      0.000000   0.000000            0.000000   \n",
       "19          0.000000      0.000000   0.000000            0.040000   \n",
       "20          0.000000      0.040000   0.000000            0.000000   \n",
       "21          0.000000      0.090909   0.000000            0.000000   \n",
       "22          0.000000      0.027778   0.027778            0.000000   \n",
       "23          0.000000      0.000000   0.000000            0.000000   \n",
       "24          0.000000      0.000000   0.000000            0.000000   \n",
       "25          0.000000      0.000000   0.000000            0.000000   \n",
       "26          0.000000      0.000000   0.000000            0.040000   \n",
       "27          0.000000      0.000000   0.000000            0.000000   \n",
       "\n",
       "    Japanese Restaurant  Jewelry Store  Jewish Restaurant  Juice Bar  \\\n",
       "0               0.00000           0.04               0.00   0.000000   \n",
       "1               0.02000           0.00               0.02   0.000000   \n",
       "2               0.00000           0.00               0.00   0.000000   \n",
       "3               0.00000           0.00               0.00   0.000000   \n",
       "4               0.04000           0.00               0.00   0.000000   \n",
       "5               0.02500           0.00               0.00   0.000000   \n",
       "6               0.00000           0.00               0.00   0.000000   \n",
       "7               0.00000           0.00               0.00   0.000000   \n",
       "8               0.00000           0.00               0.00   0.000000   \n",
       "9               0.00000           0.00               0.00   0.000000   \n",
       "10              0.00000           0.00               0.00   0.000000   \n",
       "11              0.00000           0.00               0.00   0.000000   \n",
       "12              0.00000           0.00               0.00   0.000000   \n",
       "13              0.03125           0.00               0.00   0.000000   \n",
       "14              0.04000           0.00               0.00   0.000000   \n",
       "15              0.02000           0.00               0.00   0.020000   \n",
       "16              0.00000           0.00               0.00   0.000000   \n",
       "17              0.00000           0.00               0.00   0.000000   \n",
       "18              0.00000           0.00               0.00   0.027027   \n",
       "19              0.00000           0.00               0.00   0.020000   \n",
       "20              0.00000           0.00               0.00   0.000000   \n",
       "21              0.00000           0.00               0.00   0.000000   \n",
       "22              0.00000           0.00               0.00   0.000000   \n",
       "23              0.00000           0.00               0.00   0.000000   \n",
       "24              0.00000           0.00               0.00   0.000000   \n",
       "25              0.00000           0.00               0.00   0.000000   \n",
       "26              0.00000           0.00               0.00   0.020000   \n",
       "27              0.00000           0.00               0.00   0.000000   \n",
       "\n",
       "    Kids Store  Latin American Restaurant  Laundromat    Lawyer  \\\n",
       "0         0.00                   0.000000    0.000000  0.000000   \n",
       "1         0.00                   0.020000    0.000000  0.000000   \n",
       "2         0.00                   0.000000    0.000000  0.000000   \n",
       "3         0.00                   0.000000    0.000000  0.000000   \n",
       "4         0.00                   0.000000    0.000000  0.000000   \n",
       "5         0.00                   0.000000    0.000000  0.000000   \n",
       "6         0.00                   0.000000    0.000000  0.000000   \n",
       "7         0.00                   0.000000    0.000000  0.000000   \n",
       "8         0.00                   0.000000    0.000000  0.000000   \n",
       "9         0.00                   0.040000    0.000000  0.000000   \n",
       "10        0.00                   0.027778    0.000000  0.000000   \n",
       "11        0.00                   0.000000    0.000000  0.000000   \n",
       "12        0.00                   0.000000    0.066667  0.000000   \n",
       "13        0.00                   0.062500    0.000000  0.000000   \n",
       "14        0.00                   0.040000    0.000000  0.000000   \n",
       "15        0.00                   0.020000    0.000000  0.000000   \n",
       "16        0.00                   0.000000    0.000000  0.000000   \n",
       "17        0.00                   0.076923    0.000000  0.000000   \n",
       "18        0.00                   0.000000    0.000000  0.000000   \n",
       "19        0.02                   0.040000    0.000000  0.000000   \n",
       "20        0.00                   0.000000    0.000000  0.040000   \n",
       "21        0.00                   0.000000    0.000000  0.000000   \n",
       "22        0.00                   0.000000    0.000000  0.000000   \n",
       "23        0.00                   0.058824    0.000000  0.029412   \n",
       "24        0.00                   0.000000    0.000000  0.040000   \n",
       "25        0.00                   0.000000    0.000000  0.000000   \n",
       "26        0.00                   0.000000    0.000000  0.000000   \n",
       "27        0.00                   0.000000    0.000000  0.000000   \n",
       "\n",
       "    Light Rail Station  Lingerie Store  Liquor Store  Locksmith    Lounge  \\\n",
       "0             0.000000            0.04          0.00   0.000000  0.000000   \n",
       "1             0.000000            0.02          0.02   0.000000  0.000000   \n",
       "2             0.000000            0.00          0.00   0.000000  0.000000   \n",
       "3             0.000000            0.00          0.00   0.000000  0.000000   \n",
       "4             0.000000            0.00          0.00   0.000000  0.000000   \n",
       "5             0.000000            0.00          0.00   0.000000  0.000000   \n",
       "6             0.000000            0.00          0.00   0.000000  0.000000   \n",
       "7             0.000000            0.00          0.00   0.000000  0.000000   \n",
       "8             0.000000            0.00          0.00   0.000000  0.000000   \n",
       "9             0.000000            0.00          0.00   0.000000  0.020000   \n",
       "10            0.000000            0.00          0.00   0.000000  0.000000   \n",
       "11            0.020833            0.00          0.00   0.000000  0.000000   \n",
       "12            0.000000            0.00          0.00   0.000000  0.000000   \n",
       "13            0.000000            0.00          0.00   0.031250  0.000000   \n",
       "14            0.000000            0.00          0.00   0.000000  0.020000   \n",
       "15            0.000000            0.00          0.00   0.000000  0.060000   \n",
       "16            0.000000            0.00          0.00   0.000000  0.000000   \n",
       "17            0.000000            0.00          0.00   0.000000  0.000000   \n",
       "18            0.000000            0.00          0.00   0.027027  0.027027   \n",
       "19            0.000000            0.04          0.02   0.000000  0.000000   \n",
       "20            0.040000            0.00          0.04   0.000000  0.000000   \n",
       "21            0.000000            0.00          0.00   0.000000  0.000000   \n",
       "22            0.000000            0.00          0.00   0.000000  0.000000   \n",
       "23            0.000000            0.00          0.00   0.000000  0.029412   \n",
       "24            0.000000            0.00          0.04   0.000000  0.000000   \n",
       "25            0.000000            0.00          0.00   0.000000  0.000000   \n",
       "26            0.000000            0.00          0.00   0.000000  0.020000   \n",
       "27            0.000000            0.00          0.00   0.000000  0.000000   \n",
       "\n",
       "    Martial Arts Dojo  Massage Studio  Mediterranean Restaurant  \\\n",
       "0            0.000000            0.00                  0.000000   \n",
       "1            0.000000            0.02                  0.000000   \n",
       "2            0.000000            0.00                  0.000000   \n",
       "3            0.000000            0.00                  0.000000   \n",
       "4            0.000000            0.00                  0.000000   \n",
       "5            0.000000            0.00                  0.000000   \n",
       "6            0.000000            0.00                  0.040000   \n",
       "7            0.000000            0.00                  0.000000   \n",
       "8            0.000000            0.00                  0.000000   \n",
       "9            0.000000            0.00                  0.020000   \n",
       "10           0.000000            0.00                  0.000000   \n",
       "11           0.000000            0.00                  0.000000   \n",
       "12           0.000000            0.00                  0.000000   \n",
       "13           0.000000            0.00                  0.000000   \n",
       "14           0.000000            0.00                  0.020000   \n",
       "15           0.000000            0.00                  0.020000   \n",
       "16           0.000000            0.00                  0.000000   \n",
       "17           0.000000            0.00                  0.000000   \n",
       "18           0.000000            0.00                  0.000000   \n",
       "19           0.000000            0.00                  0.000000   \n",
       "20           0.000000            0.00                  0.000000   \n",
       "21           0.000000            0.00                  0.045455   \n",
       "22           0.027778            0.00                  0.000000   \n",
       "23           0.000000            0.00                  0.000000   \n",
       "24           0.000000            0.00                  0.000000   \n",
       "25           0.000000            0.00                  0.000000   \n",
       "26           0.000000            0.00                  0.000000   \n",
       "27           0.000000            0.00                  0.000000   \n",
       "\n",
       "    Mexican Restaurant  Middle Eastern Restaurant  Miscellaneous Shop  \\\n",
       "0             0.020000                       0.00            0.000000   \n",
       "1             0.040000                       0.00            0.000000   \n",
       "2             0.000000                       0.00            0.000000   \n",
       "3             0.000000                       0.00            0.000000   \n",
       "4             0.000000                       0.00            0.000000   \n",
       "5             0.025000                       0.00            0.000000   \n",
       "6             0.020000                       0.00            0.000000   \n",
       "7             0.040000                       0.00            0.000000   \n",
       "8             0.000000                       0.00            0.000000   \n",
       "9             0.040000                       0.00            0.000000   \n",
       "10            0.166667                       0.00            0.000000   \n",
       "11            0.000000                       0.00            0.000000   \n",
       "12            0.000000                       0.00            0.000000   \n",
       "13            0.000000                       0.00            0.000000   \n",
       "14            0.000000                       0.00            0.000000   \n",
       "15            0.000000                       0.02            0.000000   \n",
       "16            0.000000                       0.00            0.041667   \n",
       "17            0.000000                       0.00            0.000000   \n",
       "18            0.000000                       0.00            0.000000   \n",
       "19            0.020000                       0.00            0.000000   \n",
       "20            0.000000                       0.00            0.000000   \n",
       "21            0.000000                       0.00            0.000000   \n",
       "22            0.027778                       0.00            0.000000   \n",
       "23            0.000000                       0.00            0.000000   \n",
       "24            0.000000                       0.00            0.000000   \n",
       "25            0.000000                       0.00            0.000000   \n",
       "26            0.040000                       0.04            0.000000   \n",
       "27            0.000000                       0.00            0.000000   \n",
       "\n",
       "    Mobile Phone Shop  Movie Theater  Multiplex  Music Venue  \\\n",
       "0            0.000000           0.00       0.00         0.00   \n",
       "1            0.000000           0.02       0.00         0.00   \n",
       "2            0.000000           0.00       0.00         0.00   \n",
       "3            0.000000           0.00       0.00         0.00   \n",
       "4            0.000000           0.00       0.00         0.00   \n",
       "5            0.050000           0.00       0.00         0.00   \n",
       "6            0.000000           0.00       0.00         0.00   \n",
       "7            0.000000           0.00       0.00         0.00   \n",
       "8            0.000000           0.00       0.00         0.00   \n",
       "9            0.000000           0.02       0.00         0.00   \n",
       "10           0.027778           0.00       0.00         0.00   \n",
       "11           0.000000           0.00       0.00         0.00   \n",
       "12           0.000000           0.00       0.00         0.00   \n",
       "13           0.031250           0.00       0.00         0.00   \n",
       "14           0.000000           0.00       0.00         0.00   \n",
       "15           0.000000           0.00       0.00         0.00   \n",
       "16           0.000000           0.00       0.00         0.00   \n",
       "17           0.000000           0.00       0.00         0.00   \n",
       "18           0.000000           0.00       0.00         0.00   \n",
       "19           0.020000           0.00       0.00         0.00   \n",
       "20           0.000000           0.00       0.00         0.00   \n",
       "21           0.000000           0.00       0.00         0.00   \n",
       "22           0.000000           0.00       0.00         0.00   \n",
       "23           0.058824           0.00       0.00         0.00   \n",
       "24           0.000000           0.00       0.00         0.00   \n",
       "25           0.000000           0.04       0.04         0.00   \n",
       "26           0.000000           0.00       0.00         0.02   \n",
       "27           0.000000           0.00       0.00         0.00   \n",
       "\n",
       "    New American Restaurant  Nightclub  Noodle House  \\\n",
       "0                      0.04       0.00      0.000000   \n",
       "1                      0.00       0.00      0.000000   \n",
       "2                      0.00       0.00      0.000000   \n",
       "3                      0.00       0.00      0.000000   \n",
       "4                      0.00       0.00      0.000000   \n",
       "5                      0.00       0.00      0.000000   \n",
       "6                      0.06       0.02      0.000000   \n",
       "7                      0.00       0.02      0.000000   \n",
       "8                      0.00       0.00      0.000000   \n",
       "9                      0.00       0.02      0.000000   \n",
       "10                     0.00       0.00      0.000000   \n",
       "11                     0.00       0.00      0.020833   \n",
       "12                     0.00       0.00      0.000000   \n",
       "13                     0.00       0.00      0.000000   \n",
       "14                     0.00       0.00      0.000000   \n",
       "15                     0.02       0.00      0.000000   \n",
       "16                     0.00       0.00      0.000000   \n",
       "17                     0.00       0.00      0.000000   \n",
       "18                     0.00       0.00      0.000000   \n",
       "19                     0.00       0.00      0.000000   \n",
       "20                     0.00       0.00      0.000000   \n",
       "21                     0.00       0.00      0.000000   \n",
       "22                     0.00       0.00      0.000000   \n",
       "23                     0.00       0.00      0.000000   \n",
       "24                     0.00       0.00      0.000000   \n",
       "25                     0.00       0.00      0.000000   \n",
       "26                     0.00       0.02      0.000000   \n",
       "27                     0.00       0.00      0.000000   \n",
       "\n",
       "    Paper / Office Supplies Store      Park  Performing Arts Venue  \\\n",
       "0                        0.000000  0.000000               0.000000   \n",
       "1                        0.000000  0.000000               0.000000   \n",
       "2                        0.000000  0.000000               0.000000   \n",
       "3                        0.000000  0.000000               0.033333   \n",
       "4                        0.000000  0.000000               0.000000   \n",
       "5                        0.000000  0.025000               0.000000   \n",
       "6                        0.000000  0.000000               0.000000   \n",
       "7                        0.000000  0.000000               0.000000   \n",
       "8                        0.000000  0.000000               0.000000   \n",
       "9                        0.000000  0.020000               0.000000   \n",
       "10                       0.027778  0.000000               0.000000   \n",
       "11                       0.020833  0.000000               0.000000   \n",
       "12                       0.000000  0.000000               0.000000   \n",
       "13                       0.000000  0.000000               0.000000   \n",
       "14                       0.000000  0.000000               0.000000   \n",
       "15                       0.000000  0.000000               0.040000   \n",
       "16                       0.000000  0.041667               0.000000   \n",
       "17                       0.000000  0.000000               0.076923   \n",
       "18                       0.000000  0.027027               0.000000   \n",
       "19                       0.020000  0.000000               0.000000   \n",
       "20                       0.000000  0.080000               0.000000   \n",
       "21                       0.000000  0.000000               0.000000   \n",
       "22                       0.000000  0.000000               0.000000   \n",
       "23                       0.000000  0.029412               0.000000   \n",
       "24                       0.000000  0.040000               0.000000   \n",
       "25                       0.000000  0.000000               0.000000   \n",
       "26                       0.000000  0.040000               0.000000   \n",
       "27                       0.000000  0.200000               0.000000   \n",
       "\n",
       "    Persian Restaurant  Peruvian Restaurant  Pet Store  Pharmacy  Pizza Place  \\\n",
       "0             0.000000                 0.00   0.000000  0.000000     0.040000   \n",
       "1             0.000000                 0.00   0.040000  0.000000     0.000000   \n",
       "2             0.000000                 0.00   0.000000  0.000000     0.000000   \n",
       "3             0.000000                 0.00   0.000000  0.033333     0.066667   \n",
       "4             0.000000                 0.00   0.000000  0.040000     0.040000   \n",
       "5             0.000000                 0.00   0.025000  0.025000     0.025000   \n",
       "6             0.000000                 0.00   0.000000  0.000000     0.080000   \n",
       "7             0.000000                 0.00   0.000000  0.020000     0.000000   \n",
       "8             0.000000                 0.00   0.000000  0.000000     0.066667   \n",
       "9             0.000000                 0.06   0.000000  0.020000     0.020000   \n",
       "10            0.000000                 0.00   0.000000  0.000000     0.083333   \n",
       "11            0.000000                 0.00   0.000000  0.041667     0.062500   \n",
       "12            0.000000                 0.00   0.000000  0.000000     0.000000   \n",
       "13            0.000000                 0.00   0.000000  0.031250     0.031250   \n",
       "14            0.000000                 0.00   0.000000  0.020000     0.020000   \n",
       "15            0.000000                 0.02   0.000000  0.040000     0.020000   \n",
       "16            0.000000                 0.00   0.000000  0.000000     0.041667   \n",
       "17            0.000000                 0.00   0.000000  0.000000     0.076923   \n",
       "18            0.000000                 0.00   0.027027  0.054054     0.081081   \n",
       "19            0.000000                 0.00   0.000000  0.040000     0.040000   \n",
       "20            0.000000                 0.00   0.000000  0.000000     0.040000   \n",
       "21            0.000000                 0.00   0.000000  0.000000     0.045455   \n",
       "22            0.000000                 0.00   0.000000  0.027778     0.111111   \n",
       "23            0.029412                 0.00   0.000000  0.029412     0.000000   \n",
       "24            0.000000                 0.00   0.000000  0.040000     0.040000   \n",
       "25            0.000000                 0.00   0.000000  0.040000     0.080000   \n",
       "26            0.000000                 0.00   0.000000  0.000000     0.020000   \n",
       "27            0.000000                 0.00   0.000000  0.000000     0.000000   \n",
       "\n",
       "    Playground  Plaza      Pool       Pub  Rental Car Location  \\\n",
       "0      0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "1      0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "2      0.00000   0.00  0.090909  0.000000             0.000000   \n",
       "3      0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "4      0.00000   0.00  0.000000  0.040000             0.000000   \n",
       "5      0.00000   0.00  0.025000  0.025000             0.025000   \n",
       "6      0.00000   0.02  0.000000  0.000000             0.000000   \n",
       "7      0.00000   0.00  0.000000  0.020000             0.000000   \n",
       "8      0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "9      0.00000   0.00  0.000000  0.020000             0.000000   \n",
       "10     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "11     0.00000   0.00  0.000000  0.000000             0.020833   \n",
       "12     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "13     0.03125   0.00  0.031250  0.000000             0.031250   \n",
       "14     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "15     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "16     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "17     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "18     0.00000   0.00  0.000000  0.027027             0.000000   \n",
       "19     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "20     0.00000   0.04  0.000000  0.000000             0.000000   \n",
       "21     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "22     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "23     0.00000   0.00  0.000000  0.000000             0.029412   \n",
       "24     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "25     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "26     0.00000   0.00  0.000000  0.040000             0.000000   \n",
       "27     0.00000   0.00  0.000000  0.000000             0.000000   \n",
       "\n",
       "    Residential Building (Apartment / Condo)  Resort  Rest Area  Restaurant  \\\n",
       "0                                       0.00    0.00   0.000000    0.040000   \n",
       "1                                       0.00    0.00   0.000000    0.000000   \n",
       "2                                       0.00    0.00   0.000000    0.000000   \n",
       "3                                       0.00    0.00   0.000000    0.033333   \n",
       "4                                       0.00    0.00   0.000000    0.000000   \n",
       "5                                       0.00    0.00   0.000000    0.025000   \n",
       "6                                       0.00    0.00   0.000000    0.020000   \n",
       "7                                       0.02    0.00   0.000000    0.020000   \n",
       "8                                       0.00    0.00   0.000000    0.000000   \n",
       "9                                       0.00    0.00   0.000000    0.000000   \n",
       "10                                      0.00    0.00   0.000000    0.027778   \n",
       "11                                      0.00    0.00   0.000000    0.020833   \n",
       "12                                      0.00    0.00   0.000000    0.000000   \n",
       "13                                      0.00    0.00   0.000000    0.031250   \n",
       "14                                      0.02    0.00   0.000000    0.020000   \n",
       "15                                      0.00    0.02   0.000000    0.000000   \n",
       "16                                      0.00    0.00   0.000000    0.000000   \n",
       "17                                      0.00    0.00   0.000000    0.000000   \n",
       "18                                      0.00    0.00   0.000000    0.000000   \n",
       "19                                      0.00    0.00   0.000000    0.040000   \n",
       "20                                      0.00    0.00   0.000000    0.000000   \n",
       "21                                      0.00    0.00   0.000000    0.000000   \n",
       "22                                      0.00    0.00   0.027778    0.000000   \n",
       "23                                      0.00    0.00   0.000000    0.000000   \n",
       "24                                      0.00    0.00   0.000000    0.000000   \n",
       "25                                      0.00    0.00   0.000000    0.040000   \n",
       "26                                      0.00    0.00   0.000000    0.040000   \n",
       "27                                      0.00    0.00   0.000000    0.000000   \n",
       "\n",
       "    Road  Rock Club  Salad Place  Salon / Barbershop  Sandwich Place  \\\n",
       "0   0.00       0.00         0.00               0.000        0.020000   \n",
       "1   0.00       0.00         0.02               0.000        0.000000   \n",
       "2   0.00       0.00         0.00               0.000        0.000000   \n",
       "3   0.00       0.00         0.00               0.000        0.033333   \n",
       "4   0.00       0.00         0.00               0.000        0.000000   \n",
       "5   0.00       0.00         0.00               0.025        0.050000   \n",
       "6   0.00       0.00         0.00               0.000        0.000000   \n",
       "7   0.02       0.00         0.00               0.020        0.020000   \n",
       "8   0.00       0.00         0.00               0.000        0.066667   \n",
       "9   0.00       0.02         0.00               0.020        0.040000   \n",
       "10  0.00       0.00         0.00               0.000        0.055556   \n",
       "11  0.00       0.00         0.00               0.000        0.062500   \n",
       "12  0.00       0.00         0.00               0.000        0.000000   \n",
       "13  0.00       0.00         0.00               0.000        0.000000   \n",
       "14  0.00       0.00         0.00               0.020        0.000000   \n",
       "15  0.00       0.00         0.00               0.000        0.000000   \n",
       "16  0.00       0.00         0.00               0.000        0.041667   \n",
       "17  0.00       0.00         0.00               0.000        0.000000   \n",
       "18  0.00       0.00         0.00               0.000        0.054054   \n",
       "19  0.00       0.00         0.00               0.000        0.000000   \n",
       "20  0.00       0.00         0.00               0.000        0.040000   \n",
       "21  0.00       0.00         0.00               0.000        0.045455   \n",
       "22  0.00       0.00         0.00               0.000        0.055556   \n",
       "23  0.00       0.00         0.00               0.000        0.029412   \n",
       "24  0.00       0.00         0.00               0.000        0.000000   \n",
       "25  0.00       0.00         0.00               0.000        0.040000   \n",
       "26  0.00       0.00         0.02               0.000        0.020000   \n",
       "27  0.00       0.00         0.00               0.000        0.000000   \n",
       "\n",
       "    Scandinavian Restaurant  Scenic Lookout  Seafood Restaurant  \\\n",
       "0                      0.00            0.00            0.000000   \n",
       "1                      0.00            0.00            0.020000   \n",
       "2                      0.00            0.00            0.000000   \n",
       "3                      0.00            0.00            0.000000   \n",
       "4                      0.00            0.00            0.040000   \n",
       "5                      0.00            0.00            0.075000   \n",
       "6                      0.00            0.00            0.060000   \n",
       "7                      0.00            0.00            0.040000   \n",
       "8                      0.00            0.00            0.000000   \n",
       "9                      0.00            0.00            0.000000   \n",
       "10                     0.00            0.00            0.000000   \n",
       "11                     0.00            0.00            0.020833   \n",
       "12                     0.00            0.00            0.000000   \n",
       "13                     0.00            0.00            0.000000   \n",
       "14                     0.00            0.02            0.020000   \n",
       "15                     0.00            0.00            0.000000   \n",
       "16                     0.00            0.00            0.041667   \n",
       "17                     0.00            0.00            0.000000   \n",
       "18                     0.00            0.00            0.027027   \n",
       "19                     0.00            0.00            0.020000   \n",
       "20                     0.00            0.00            0.040000   \n",
       "21                     0.00            0.00            0.000000   \n",
       "22                     0.00            0.00            0.000000   \n",
       "23                     0.00            0.00            0.000000   \n",
       "24                     0.00            0.00            0.000000   \n",
       "25                     0.00            0.00            0.000000   \n",
       "26                     0.02            0.00            0.000000   \n",
       "27                     0.00            0.00            0.000000   \n",
       "\n",
       "    Shipping Store  Shoe Store  Shopping Mall  Smoke Shop  Smoothie Shop  \\\n",
       "0         0.000000    0.000000           0.02    0.000000           0.00   \n",
       "1         0.000000    0.020000           0.00    0.000000           0.00   \n",
       "2         0.000000    0.000000           0.00    0.000000           0.00   \n",
       "3         0.000000    0.000000           0.00    0.000000           0.00   \n",
       "4         0.000000    0.000000           0.00    0.000000           0.00   \n",
       "5         0.025000    0.000000           0.00    0.000000           0.00   \n",
       "6         0.000000    0.000000           0.00    0.000000           0.00   \n",
       "7         0.000000    0.000000           0.00    0.000000           0.00   \n",
       "8         0.000000    0.000000           0.00    0.000000           0.00   \n",
       "9         0.000000    0.000000           0.00    0.020000           0.00   \n",
       "10        0.000000    0.000000           0.00    0.000000           0.00   \n",
       "11        0.000000    0.020833           0.00    0.000000           0.00   \n",
       "12        0.000000    0.133333           0.00    0.000000           0.00   \n",
       "13        0.000000    0.031250           0.00    0.000000           0.00   \n",
       "14        0.000000    0.000000           0.00    0.020000           0.00   \n",
       "15        0.000000    0.000000           0.00    0.000000           0.00   \n",
       "16        0.000000    0.041667           0.00    0.000000           0.00   \n",
       "17        0.000000    0.000000           0.00    0.000000           0.00   \n",
       "18        0.000000    0.000000           0.00    0.000000           0.00   \n",
       "19        0.000000    0.000000           0.04    0.000000           0.02   \n",
       "20        0.040000    0.000000           0.00    0.000000           0.00   \n",
       "21        0.000000    0.000000           0.00    0.000000           0.00   \n",
       "22        0.027778    0.027778           0.00    0.000000           0.00   \n",
       "23        0.029412    0.000000           0.00    0.029412           0.00   \n",
       "24        0.040000    0.000000           0.00    0.000000           0.00   \n",
       "25        0.040000    0.000000           0.00    0.000000           0.00   \n",
       "26        0.000000    0.000000           0.00    0.000000           0.00   \n",
       "27        0.000000    0.000000           0.00    0.000000           0.00   \n",
       "\n",
       "    Soccer Stadium  South American Restaurant  \\\n",
       "0         0.000000                   0.000000   \n",
       "1         0.000000                   0.000000   \n",
       "2         0.000000                   0.000000   \n",
       "3         0.000000                   0.000000   \n",
       "4         0.000000                   0.000000   \n",
       "5         0.000000                   0.000000   \n",
       "6         0.000000                   0.000000   \n",
       "7         0.000000                   0.000000   \n",
       "8         0.066667                   0.066667   \n",
       "9         0.000000                   0.000000   \n",
       "10        0.000000                   0.000000   \n",
       "11        0.000000                   0.000000   \n",
       "12        0.000000                   0.000000   \n",
       "13        0.000000                   0.000000   \n",
       "14        0.000000                   0.000000   \n",
       "15        0.000000                   0.000000   \n",
       "16        0.000000                   0.000000   \n",
       "17        0.000000                   0.000000   \n",
       "18        0.000000                   0.000000   \n",
       "19        0.000000                   0.000000   \n",
       "20        0.000000                   0.040000   \n",
       "21        0.000000                   0.000000   \n",
       "22        0.000000                   0.000000   \n",
       "23        0.000000                   0.000000   \n",
       "24        0.000000                   0.000000   \n",
       "25        0.000000                   0.000000   \n",
       "26        0.000000                   0.000000   \n",
       "27        0.000000                   0.000000   \n",
       "\n",
       "    Southern / Soul Food Restaurant       Spa  Spanish Restaurant  \\\n",
       "0                          0.000000  0.000000                0.00   \n",
       "1                          0.000000  0.020000                0.02   \n",
       "2                          0.000000  0.000000                0.00   \n",
       "3                          0.000000  0.033333                0.00   \n",
       "4                          0.000000  0.000000                0.00   \n",
       "5                          0.000000  0.000000                0.00   \n",
       "6                          0.000000  0.000000                0.00   \n",
       "7                          0.000000  0.000000                0.00   \n",
       "8                          0.000000  0.000000                0.00   \n",
       "9                          0.000000  0.020000                0.02   \n",
       "10                         0.000000  0.000000                0.00   \n",
       "11                         0.000000  0.000000                0.00   \n",
       "12                         0.000000  0.000000                0.00   \n",
       "13                         0.000000  0.000000                0.00   \n",
       "14                         0.000000  0.000000                0.02   \n",
       "15                         0.000000  0.040000                0.02   \n",
       "16                         0.041667  0.000000                0.00   \n",
       "17                         0.000000  0.076923                0.00   \n",
       "18                         0.000000  0.000000                0.00   \n",
       "19                         0.000000  0.000000                0.00   \n",
       "20                         0.000000  0.000000                0.00   \n",
       "21                         0.000000  0.000000                0.00   \n",
       "22                         0.000000  0.027778                0.00   \n",
       "23                         0.000000  0.000000                0.00   \n",
       "24                         0.000000  0.000000                0.00   \n",
       "25                         0.000000  0.000000                0.00   \n",
       "26                         0.000000  0.000000                0.00   \n",
       "27                         0.000000  0.000000                0.00   \n",
       "\n",
       "    Sporting Goods Shop  Sports Bar  Stadium  Steakhouse  Strip Club  \\\n",
       "0                  0.02       0.000     0.00        0.04    0.000000   \n",
       "1                  0.02       0.020     0.00        0.02    0.000000   \n",
       "2                  0.00       0.000     0.00        0.00    0.000000   \n",
       "3                  0.00       0.000     0.00        0.00    0.000000   \n",
       "4                  0.00       0.000     0.00        0.00    0.000000   \n",
       "5                  0.00       0.025     0.00        0.00    0.000000   \n",
       "6                  0.00       0.000     0.02        0.02    0.000000   \n",
       "7                  0.00       0.000     0.00        0.02    0.000000   \n",
       "8                  0.00       0.000     0.00        0.00    0.000000   \n",
       "9                  0.00       0.000     0.00        0.00    0.000000   \n",
       "10                 0.00       0.000     0.00        0.00    0.000000   \n",
       "11                 0.00       0.000     0.00        0.00    0.000000   \n",
       "12                 0.00       0.000     0.00        0.00    0.000000   \n",
       "13                 0.00       0.000     0.00        0.00    0.000000   \n",
       "14                 0.00       0.000     0.00        0.06    0.000000   \n",
       "15                 0.02       0.000     0.00        0.00    0.000000   \n",
       "16                 0.00       0.000     0.00        0.00    0.041667   \n",
       "17                 0.00       0.000     0.00        0.00    0.000000   \n",
       "18                 0.00       0.000     0.00        0.00    0.000000   \n",
       "19                 0.00       0.000     0.00        0.00    0.000000   \n",
       "20                 0.00       0.000     0.00        0.00    0.000000   \n",
       "21                 0.00       0.000     0.00        0.00    0.000000   \n",
       "22                 0.00       0.000     0.00        0.00    0.000000   \n",
       "23                 0.00       0.000     0.00        0.00    0.000000   \n",
       "24                 0.00       0.000     0.00        0.00    0.000000   \n",
       "25                 0.00       0.040     0.00        0.00    0.000000   \n",
       "26                 0.00       0.000     0.00        0.00    0.000000   \n",
       "27                 0.00       0.000     0.00        0.00    0.000000   \n",
       "\n",
       "    Supplement Shop  Sushi Restaurant  Taco Place  Tapas Restaurant  \\\n",
       "0             0.000          0.000000    0.000000          0.000000   \n",
       "1             0.020          0.020000    0.000000          0.000000   \n",
       "2             0.000          0.000000    0.000000          0.000000   \n",
       "3             0.000          0.000000    0.000000          0.000000   \n",
       "4             0.000          0.040000    0.000000          0.000000   \n",
       "5             0.025          0.000000    0.000000          0.000000   \n",
       "6             0.000          0.020000    0.020000          0.000000   \n",
       "7             0.000          0.080000    0.000000          0.020000   \n",
       "8             0.000          0.000000    0.000000          0.000000   \n",
       "9             0.000          0.040000    0.000000          0.000000   \n",
       "10            0.000          0.000000    0.000000          0.000000   \n",
       "11            0.000          0.000000    0.000000          0.020833   \n",
       "12            0.000          0.000000    0.000000          0.000000   \n",
       "13            0.000          0.000000    0.000000          0.000000   \n",
       "14            0.000          0.020000    0.000000          0.000000   \n",
       "15            0.000          0.020000    0.000000          0.000000   \n",
       "16            0.000          0.000000    0.000000          0.000000   \n",
       "17            0.000          0.000000    0.000000          0.000000   \n",
       "18            0.000          0.000000    0.000000          0.000000   \n",
       "19            0.020          0.000000    0.000000          0.000000   \n",
       "20            0.000          0.040000    0.000000          0.000000   \n",
       "21            0.000          0.000000    0.000000          0.000000   \n",
       "22            0.000          0.027778    0.027778          0.000000   \n",
       "23            0.000          0.000000    0.000000          0.000000   \n",
       "24            0.000          0.040000    0.000000          0.000000   \n",
       "25            0.000          0.000000    0.000000          0.000000   \n",
       "26            0.000          0.020000    0.000000          0.000000   \n",
       "27            0.000          0.000000    0.000000          0.000000   \n",
       "\n",
       "    Tennis Court  Tennis Stadium  Tex-Mex Restaurant  Thai Restaurant  \\\n",
       "0       0.000000            0.00                0.00         0.000000   \n",
       "1       0.000000            0.00                0.00         0.000000   \n",
       "2       0.090909            0.00                0.00         0.000000   \n",
       "3       0.000000            0.00                0.00         0.000000   \n",
       "4       0.000000            0.00                0.00         0.000000   \n",
       "5       0.000000            0.00                0.00         0.000000   \n",
       "6       0.000000            0.02                0.00         0.040000   \n",
       "7       0.000000            0.00                0.00         0.000000   \n",
       "8       0.000000            0.00                0.00         0.000000   \n",
       "9       0.000000            0.00                0.00         0.020000   \n",
       "10      0.027778            0.00                0.00         0.055556   \n",
       "11      0.000000            0.00                0.00         0.020833   \n",
       "12      0.000000            0.00                0.00         0.000000   \n",
       "13      0.000000            0.00                0.00         0.031250   \n",
       "14      0.000000            0.00                0.02         0.000000   \n",
       "15      0.000000            0.00                0.00         0.000000   \n",
       "16      0.000000            0.00                0.00         0.000000   \n",
       "17      0.000000            0.00                0.00         0.000000   \n",
       "18      0.000000            0.00                0.00         0.000000   \n",
       "19      0.000000            0.00                0.00         0.020000   \n",
       "20      0.000000            0.00                0.00         0.000000   \n",
       "21      0.000000            0.00                0.00         0.000000   \n",
       "22      0.000000            0.00                0.00         0.000000   \n",
       "23      0.000000            0.00                0.00         0.000000   \n",
       "24      0.040000            0.00                0.00         0.040000   \n",
       "25      0.000000            0.00                0.00         0.000000   \n",
       "26      0.000000            0.00                0.00         0.000000   \n",
       "27      0.000000            0.00                0.00         0.000000   \n",
       "\n",
       "     Theater  Thrift / Vintage Store  Toll Plaza  Toy / Game Store     Trail  \\\n",
       "0   0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "1   0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "2   0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "3   0.033333                0.000000    0.000000              0.00  0.000000   \n",
       "4   0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "5   0.000000                0.050000    0.000000              0.00  0.000000   \n",
       "6   0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "7   0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "8   0.066667                0.000000    0.000000              0.00  0.000000   \n",
       "9   0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "10  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "11  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "12  0.000000                0.000000    0.066667              0.00  0.000000   \n",
       "13  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "14  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "15  0.000000                0.000000    0.000000              0.00  0.020000   \n",
       "16  0.000000                0.000000    0.000000              0.00  0.041667   \n",
       "17  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "18  0.000000                0.054054    0.000000              0.00  0.000000   \n",
       "19  0.000000                0.000000    0.000000              0.02  0.000000   \n",
       "20  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "21  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "22  0.000000                0.000000    0.027778              0.00  0.000000   \n",
       "23  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "24  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "25  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "26  0.020000                0.000000    0.000000              0.00  0.000000   \n",
       "27  0.000000                0.000000    0.000000              0.00  0.000000   \n",
       "\n",
       "    Train Station  Turkish Restaurant  Vegetarian / Vegan Restaurant  \\\n",
       "0            0.00                0.00                       0.020000   \n",
       "1            0.00                0.00                       0.000000   \n",
       "2            0.00                0.00                       0.000000   \n",
       "3            0.00                0.00                       0.000000   \n",
       "4            0.00                0.00                       0.000000   \n",
       "5            0.00                0.00                       0.000000   \n",
       "6            0.00                0.00                       0.000000   \n",
       "7            0.00                0.00                       0.000000   \n",
       "8            0.00                0.00                       0.000000   \n",
       "9            0.00                0.00                       0.000000   \n",
       "10           0.00                0.00                       0.000000   \n",
       "11           0.00                0.00                       0.000000   \n",
       "12           0.00                0.00                       0.000000   \n",
       "13           0.00                0.00                       0.000000   \n",
       "14           0.00                0.00                       0.000000   \n",
       "15           0.00                0.02                       0.020000   \n",
       "16           0.00                0.00                       0.000000   \n",
       "17           0.00                0.00                       0.000000   \n",
       "18           0.00                0.00                       0.027027   \n",
       "19           0.00                0.00                       0.000000   \n",
       "20           0.00                0.00                       0.000000   \n",
       "21           0.00                0.00                       0.000000   \n",
       "22           0.00                0.00                       0.000000   \n",
       "23           0.00                0.00                       0.000000   \n",
       "24           0.00                0.00                       0.000000   \n",
       "25           0.00                0.00                       0.000000   \n",
       "26           0.02                0.00                       0.000000   \n",
       "27           0.00                0.00                       0.000000   \n",
       "\n",
       "    Video Game Store  Video Store  Vietnamese Restaurant  Whisky Bar  \\\n",
       "0             0.0200         0.00               0.000000        0.00   \n",
       "1             0.0000         0.00               0.020000        0.00   \n",
       "2             0.0000         0.00               0.000000        0.00   \n",
       "3             0.0000         0.00               0.000000        0.00   \n",
       "4             0.0000         0.00               0.000000        0.00   \n",
       "5             0.0000         0.00               0.000000        0.00   \n",
       "6             0.0000         0.00               0.000000        0.00   \n",
       "7             0.0000         0.00               0.000000        0.00   \n",
       "8             0.0000         0.00               0.000000        0.00   \n",
       "9             0.0000         0.00               0.000000        0.00   \n",
       "10            0.0000         0.00               0.000000        0.00   \n",
       "11            0.0000         0.00               0.000000        0.00   \n",
       "12            0.0000         0.00               0.000000        0.00   \n",
       "13            0.0625         0.00               0.031250        0.00   \n",
       "14            0.0000         0.00               0.000000        0.00   \n",
       "15            0.0000         0.00               0.000000        0.02   \n",
       "16            0.0000         0.00               0.000000        0.00   \n",
       "17            0.0000         0.00               0.000000        0.00   \n",
       "18            0.0000         0.00               0.000000        0.00   \n",
       "19            0.0000         0.00               0.000000        0.00   \n",
       "20            0.0400         0.00               0.000000        0.00   \n",
       "21            0.0000         0.00               0.000000        0.00   \n",
       "22            0.0000         0.00               0.027778        0.00   \n",
       "23            0.0000         0.00               0.000000        0.00   \n",
       "24            0.0000         0.04               0.000000        0.00   \n",
       "25            0.0000         0.00               0.000000        0.00   \n",
       "26            0.0000         0.00               0.000000        0.00   \n",
       "27            0.0000         0.00               0.000000        0.00   \n",
       "\n",
       "    Wine Bar  Women's Store  Yoga Studio  \n",
       "0   0.000000           0.00         0.02  \n",
       "1   0.000000           0.02         0.00  \n",
       "2   0.000000           0.00         0.00  \n",
       "3   0.000000           0.00         0.00  \n",
       "4   0.000000           0.00         0.00  \n",
       "5   0.000000           0.00         0.00  \n",
       "6   0.020000           0.00         0.00  \n",
       "7   0.020000           0.00         0.00  \n",
       "8   0.000000           0.00         0.00  \n",
       "9   0.020000           0.00         0.02  \n",
       "10  0.000000           0.00         0.00  \n",
       "11  0.020833           0.00         0.00  \n",
       "12  0.000000           0.00         0.00  \n",
       "13  0.000000           0.00         0.00  \n",
       "14  0.000000           0.00         0.00  \n",
       "15  0.000000           0.00         0.00  \n",
       "16  0.000000           0.00         0.00  \n",
       "17  0.000000           0.00         0.00  \n",
       "18  0.000000           0.00         0.00  \n",
       "19  0.000000           0.00         0.00  \n",
       "20  0.000000           0.00         0.00  \n",
       "21  0.000000           0.00         0.00  \n",
       "22  0.000000           0.00         0.00  \n",
       "23  0.000000           0.00         0.00  \n",
       "24  0.000000           0.00         0.00  \n",
       "25  0.040000           0.00         0.00  \n",
       "26  0.040000           0.00         0.00  \n",
       "27  0.000000           0.00         0.00  "
      ]
     },
     "execution_count": 1099,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SF_grouped = SF_onehot.groupby('City').mean().reset_index()\n",
    "SF_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(28, 197)"
      ]
     },
     "execution_count": 1100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SF_grouped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Finding the top venues in each city and displaying the same for all cities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Boca Raton----\n",
      "                     venue  freq\n",
      "0      American Restaurant  0.10\n",
      "1         Department Store  0.08\n",
      "2           Clothing Store  0.06\n",
      "3           Cosmetics Shop  0.06\n",
      "4            Jewelry Store  0.04\n",
      "5              Pizza Place  0.04\n",
      "6             Burger Joint  0.04\n",
      "7               Restaurant  0.04\n",
      "8               Steakhouse  0.04\n",
      "9  New American Restaurant  0.04\n",
      "\n",
      "\n",
      "----Boynton Beach----\n",
      "                     venue  freq\n",
      "0                   Bakery  0.06\n",
      "1         Department Store  0.06\n",
      "2   Furniture / Home Store  0.04\n",
      "3      American Restaurant  0.04\n",
      "4       Mexican Restaurant  0.04\n",
      "5                Pet Store  0.04\n",
      "6             Burger Joint  0.02\n",
      "7  Health & Beauty Service  0.02\n",
      "8              Salad Place  0.02\n",
      "9         Sushi Restaurant  0.02\n",
      "\n",
      "\n",
      "----Coconut Creek----\n",
      "                     venue  freq\n",
      "0             Burger Joint  0.09\n",
      "1                     Pool  0.09\n",
      "2                   Bistro  0.09\n",
      "3       Chinese Restaurant  0.09\n",
      "4  Health & Beauty Service  0.09\n",
      "5               Donut Shop  0.09\n",
      "6        Convenience Store  0.09\n",
      "7             Dance Studio  0.09\n",
      "8       Italian Restaurant  0.09\n",
      "9         Business Service  0.09\n",
      "\n",
      "\n",
      "----Coral Springs----\n",
      "                   venue  freq\n",
      "0     Italian Restaurant  0.10\n",
      "1       Asian Restaurant  0.10\n",
      "2      Indian Restaurant  0.10\n",
      "3          Grocery Store  0.07\n",
      "4   Fast Food Restaurant  0.07\n",
      "5            Pizza Place  0.07\n",
      "6             Restaurant  0.03\n",
      "7         Sandwich Place  0.03\n",
      "8           Cocktail Bar  0.03\n",
      "9  Performing Arts Venue  0.03\n",
      "\n",
      "\n",
      "----Davie----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.08\n",
      "1                 Bar  0.08\n",
      "2        Dessert Shop  0.04\n",
      "3         Pizza Place  0.04\n",
      "4  College Rec Center  0.04\n",
      "5  Seafood Restaurant  0.04\n",
      "6       Deli / Bodega  0.04\n",
      "7  Italian Restaurant  0.04\n",
      "8                 Pub  0.04\n",
      "9            Pharmacy  0.04\n",
      "\n",
      "\n",
      "----Deerfield Beach----\n",
      "                    venue  freq\n",
      "0    Fast Food Restaurant  0.08\n",
      "1      Seafood Restaurant  0.08\n",
      "2       Mobile Phone Shop  0.05\n",
      "3  Thrift / Vintage Store  0.05\n",
      "4          Sandwich Place  0.05\n",
      "5              Donut Shop  0.05\n",
      "6             Pizza Place  0.02\n",
      "7          Shipping Store  0.02\n",
      "8         Supplement Shop  0.02\n",
      "9            Burger Joint  0.02\n",
      "\n",
      "\n",
      "----Delray Beach----\n",
      "                      venue  freq\n",
      "0        Italian Restaurant  0.08\n",
      "1               Pizza Place  0.08\n",
      "2       American Restaurant  0.06\n",
      "3   New American Restaurant  0.06\n",
      "4        Seafood Restaurant  0.06\n",
      "5           Thai Restaurant  0.04\n",
      "6  Mediterranean Restaurant  0.04\n",
      "7               Coffee Shop  0.04\n",
      "8              Burger Joint  0.04\n",
      "9              Dessert Shop  0.04\n",
      "\n",
      "\n",
      "----Fort Lauderdale----\n",
      "                 venue  freq\n",
      "0  American Restaurant  0.12\n",
      "1     Sushi Restaurant  0.08\n",
      "2   Italian Restaurant  0.08\n",
      "3   Mexican Restaurant  0.04\n",
      "4           Art Museum  0.04\n",
      "5       Ice Cream Shop  0.04\n",
      "6   Seafood Restaurant  0.04\n",
      "7                  Bar  0.04\n",
      "8            Nightclub  0.02\n",
      "9           Steakhouse  0.02\n",
      "\n",
      "\n",
      "----Hialeah----\n",
      "                       venue  freq\n",
      "0              Grocery Store  0.20\n",
      "1             Discount Store  0.13\n",
      "2           Cuban Restaurant  0.13\n",
      "3                  Dive Shop  0.07\n",
      "4  South American Restaurant  0.07\n",
      "5                Pizza Place  0.07\n",
      "6             Soccer Stadium  0.07\n",
      "7             Sandwich Place  0.07\n",
      "8         Chinese Restaurant  0.07\n",
      "9       Fast Food Restaurant  0.07\n",
      "\n",
      "\n",
      "----Hollywood----\n",
      "                       venue  freq\n",
      "0                        Bar  0.08\n",
      "1        Peruvian Restaurant  0.06\n",
      "2         Mexican Restaurant  0.04\n",
      "3             Sandwich Place  0.04\n",
      "4                Coffee Shop  0.04\n",
      "5           Sushi Restaurant  0.04\n",
      "6               Cocktail Bar  0.04\n",
      "7  Latin American Restaurant  0.04\n",
      "8         Chinese Restaurant  0.02\n",
      "9                 Smoke Shop  0.02\n",
      "\n",
      "\n",
      "----Homestead----\n",
      "                 venue  freq\n",
      "0   Mexican Restaurant  0.17\n",
      "1  American Restaurant  0.08\n",
      "2          Pizza Place  0.08\n",
      "3           Donut Shop  0.06\n",
      "4        Grocery Store  0.06\n",
      "5       Sandwich Place  0.06\n",
      "6      Thai Restaurant  0.06\n",
      "7    Convenience Store  0.03\n",
      "8    Mobile Phone Shop  0.03\n",
      "9           Food Truck  0.03\n",
      "\n",
      "\n",
      "----Jupiter----\n",
      "                  venue  freq\n",
      "0        Sandwich Place  0.06\n",
      "1           Pizza Place  0.06\n",
      "2         Grocery Store  0.04\n",
      "3        Breakfast Spot  0.04\n",
      "4            Donut Shop  0.04\n",
      "5  Fast Food Restaurant  0.04\n",
      "6              Pharmacy  0.04\n",
      "7   American Restaurant  0.04\n",
      "8    Italian Restaurant  0.04\n",
      "9                 Hotel  0.02\n",
      "\n",
      "\n",
      "----Lauderhill----\n",
      "                  venue  freq\n",
      "0  Caribbean Restaurant  0.33\n",
      "1            Shoe Store  0.13\n",
      "2      Business Service  0.13\n",
      "3            Laundromat  0.07\n",
      "4     Indian Restaurant  0.07\n",
      "5        Discount Store  0.07\n",
      "6          Intersection  0.07\n",
      "7         Big Box Store  0.07\n",
      "8            Toll Plaza  0.07\n",
      "9           Music Venue  0.00\n",
      "\n",
      "\n",
      "----Margate----\n",
      "                       venue  freq\n",
      "0       Fast Food Restaurant  0.09\n",
      "1           Video Game Store  0.06\n",
      "2                      Diner  0.06\n",
      "3  Latin American Restaurant  0.06\n",
      "4                 Donut Shop  0.03\n",
      "5                 Playground  0.03\n",
      "6       Caribbean Restaurant  0.03\n",
      "7                 Food Truck  0.03\n",
      "8          Mobile Phone Shop  0.03\n",
      "9        Rental Car Location  0.03\n",
      "\n",
      "\n",
      "----Miami----\n",
      "                       venue  freq\n",
      "0         Italian Restaurant  0.14\n",
      "1                      Hotel  0.10\n",
      "2                 Steakhouse  0.06\n",
      "3     Argentinian Restaurant  0.06\n",
      "4                Coffee Shop  0.04\n",
      "5  Latin American Restaurant  0.04\n",
      "6        Japanese Restaurant  0.04\n",
      "7             Ice Cream Shop  0.02\n",
      "8             Scenic Lookout  0.02\n",
      "9               Burger Joint  0.02\n",
      "\n",
      "\n",
      "----Miami Beach----\n",
      "                   venue  freq\n",
      "0                  Hotel  0.14\n",
      "1     Italian Restaurant  0.06\n",
      "2                 Lounge  0.06\n",
      "3                  Beach  0.06\n",
      "4            Coffee Shop  0.04\n",
      "5                 Bakery  0.04\n",
      "6               Pharmacy  0.04\n",
      "7                    Bar  0.04\n",
      "8  Performing Arts Venue  0.04\n",
      "9                    Spa  0.04\n",
      "\n",
      "\n",
      "----Miami Gardens----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.21\n",
      "1   Fried Chicken Joint  0.12\n",
      "2                 Trail  0.04\n",
      "3  Caribbean Restaurant  0.04\n",
      "4    Miscellaneous Shop  0.04\n",
      "5            Strip Club  0.04\n",
      "6        Clothing Store  0.04\n",
      "7                  Park  0.04\n",
      "8            Shoe Store  0.04\n",
      "9         Grocery Store  0.04\n",
      "\n",
      "\n",
      "----Miramar----\n",
      "                       venue  freq\n",
      "0           Department Store  0.08\n",
      "1                Pizza Place  0.08\n",
      "2                        Spa  0.08\n",
      "3      Performing Arts Venue  0.08\n",
      "4           Basketball Court  0.08\n",
      "5             Gymnastics Gym  0.08\n",
      "6  Latin American Restaurant  0.08\n",
      "7                 Donut Shop  0.08\n",
      "8                  BBQ Joint  0.08\n",
      "9       Gym / Fitness Center  0.08\n",
      "\n",
      "\n",
      "----North Miami----\n",
      "                       venue  freq\n",
      "0             Discount Store  0.08\n",
      "1                Pizza Place  0.08\n",
      "2             Sandwich Place  0.05\n",
      "3                   Pharmacy  0.05\n",
      "4     Thrift / Vintage Store  0.05\n",
      "5       Fast Food Restaurant  0.05\n",
      "6  Cajun / Creole Restaurant  0.05\n",
      "7                       Park  0.03\n",
      "8                  Pet Store  0.03\n",
      "9              Grocery Store  0.03\n",
      "\n",
      "\n",
      "----Pembroke Pines----\n",
      "                       venue  freq\n",
      "0               Burger Joint  0.06\n",
      "1     Furniture / Home Store  0.04\n",
      "2         Italian Restaurant  0.04\n",
      "3                 Restaurant  0.04\n",
      "4       Fast Food Restaurant  0.04\n",
      "5  Latin American Restaurant  0.04\n",
      "6                Pizza Place  0.04\n",
      "7                   Pharmacy  0.04\n",
      "8           Department Store  0.04\n",
      "9              Shopping Mall  0.04\n",
      "\n",
      "\n",
      "----Plantation----\n",
      "                  venue  freq\n",
      "0                  Park  0.08\n",
      "1         Deli / Bodega  0.04\n",
      "2                Lawyer  0.04\n",
      "3      Sushi Restaurant  0.04\n",
      "4        Shipping Store  0.04\n",
      "5  Fast Food Restaurant  0.04\n",
      "6        Sandwich Place  0.04\n",
      "7         Grocery Store  0.04\n",
      "8           Flower Shop  0.04\n",
      "9              Beer Bar  0.04\n",
      "\n",
      "\n",
      "----Pompano Beach----\n",
      "                   venue  freq\n",
      "0           Intersection  0.09\n",
      "1   Fast Food Restaurant  0.09\n",
      "2      Convenience Store  0.09\n",
      "3            Gas Station  0.05\n",
      "4         Sandwich Place  0.05\n",
      "5       Business Service  0.05\n",
      "6            Bus Station  0.05\n",
      "7    Fried Chicken Joint  0.05\n",
      "8  General Entertainment  0.05\n",
      "9             Food Truck  0.05\n",
      "\n",
      "\n",
      "----Port St. Lucie----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  venue  freq\n",
      "0           Pizza Place  0.11\n",
      "1  Gym / Fitness Center  0.06\n",
      "2    Chinese Restaurant  0.06\n",
      "3        Sandwich Place  0.06\n",
      "4  Fast Food Restaurant  0.06\n",
      "5                   ATM  0.03\n",
      "6        Discount Store  0.03\n",
      "7                   Spa  0.03\n",
      "8            Shoe Store  0.03\n",
      "9        Shipping Store  0.03\n",
      "\n",
      "\n",
      "----Sunrise----\n",
      "                       venue  freq\n",
      "0       Caribbean Restaurant  0.06\n",
      "1                      Hotel  0.06\n",
      "2                Coffee Shop  0.06\n",
      "3              Big Box Store  0.06\n",
      "4  Latin American Restaurant  0.06\n",
      "5          Mobile Phone Shop  0.06\n",
      "6        American Restaurant  0.06\n",
      "7             Discount Store  0.03\n",
      "8         Chinese Restaurant  0.03\n",
      "9                Golf Course  0.03\n",
      "\n",
      "\n",
      "----Tamarac----\n",
      "                     venue  freq\n",
      "0            Grocery Store  0.08\n",
      "1                      Gym  0.08\n",
      "2          Doctor's Office  0.04\n",
      "3  Comfort Food Restaurant  0.04\n",
      "4         Business Service  0.04\n",
      "5   Furniture / Home Store  0.04\n",
      "6             Chiropractor  0.04\n",
      "7               Food Truck  0.04\n",
      "8              Golf Course  0.04\n",
      "9        Food & Drink Shop  0.04\n",
      "\n",
      "\n",
      "----Wellington----\n",
      "                  venue  freq\n",
      "0    Chinese Restaurant  0.08\n",
      "1           Pizza Place  0.08\n",
      "2      Department Store  0.04\n",
      "3  Fast Food Restaurant  0.04\n",
      "4            Sports Bar  0.04\n",
      "5             Multiplex  0.04\n",
      "6         Movie Theater  0.04\n",
      "7            Donut Shop  0.04\n",
      "8          Burger Joint  0.04\n",
      "9        Breakfast Spot  0.04\n",
      "\n",
      "\n",
      "----West Palm Beach----\n",
      "                       venue  freq\n",
      "0                        Bar  0.08\n",
      "1           Asian Restaurant  0.06\n",
      "2         Mexican Restaurant  0.04\n",
      "3             Farmers Market  0.04\n",
      "4                  Gastropub  0.04\n",
      "5  Middle Eastern Restaurant  0.04\n",
      "6                       Park  0.04\n",
      "7                Coffee Shop  0.04\n",
      "8         Italian Restaurant  0.04\n",
      "9                 Restaurant  0.04\n",
      "\n",
      "\n",
      "----Weston----\n",
      "                     venue  freq\n",
      "0         Business Service   0.4\n",
      "1                     Park   0.2\n",
      "2             Home Service   0.2\n",
      "3              Golf Course   0.2\n",
      "4                      ATM   0.0\n",
      "5        Mobile Phone Shop   0.0\n",
      "6            Movie Theater   0.0\n",
      "7                Multiplex   0.0\n",
      "8              Music Venue   0.0\n",
      "9  New American Restaurant   0.0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "for hood in SF_grouped['City']:\n",
    "    print(\"----\"+hood+\"----\")\n",
    "    temp = SF_grouped[SF_grouped['City'] == hood].T.reset_index()\n",
    "    temp.columns = ['venue','freq']\n",
    "    temp = temp.iloc[1:]\n",
    "    temp['freq'] = temp['freq'].astype(float)\n",
    "    temp = temp.round({'freq': 2})\n",
    "    print(temp.sort_values('freq', ascending=False).reset_index(drop=True).head(num_top_venues))\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1102,
   "metadata": {},
   "outputs": [],
   "source": [
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    \n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1103,
   "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>City</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Boca Raton</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Boynton Beach</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Jewish Restaurant</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Bookstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Coconut Creek</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Bistro</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Dance Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Coral Springs</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Davie</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Pub</td>\n",
       "      <td>College Rec Center</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            City 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0     Boca Raton   American Restaurant      Department Store   \n",
       "1  Boynton Beach      Department Store                Bakery   \n",
       "2  Coconut Creek     Convenience Store    Italian Restaurant   \n",
       "3  Coral Springs    Italian Restaurant      Asian Restaurant   \n",
       "4          Davie           Coffee Shop                   Bar   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "0        Clothing Store        Cosmetics Shop        Lingerie Store   \n",
       "1   American Restaurant    Mexican Restaurant             Pet Store   \n",
       "2            Donut Shop    Chinese Restaurant      Business Service   \n",
       "3     Indian Restaurant  Fast Food Restaurant           Pizza Place   \n",
       "4            Hookah Bar        Baseball Field         Deli / Bodega   \n",
       "\n",
       "    6th Most Common Venue 7th Most Common Venue   8th Most Common Venue  \\\n",
       "0           Jewelry Store          Burger Joint  Furniture / Home Store   \n",
       "1  Furniture / Home Store                   Gym       Jewish Restaurant   \n",
       "2            Burger Joint                  Pool                  Bistro   \n",
       "3           Grocery Store               Theater                     Spa   \n",
       "4            Dessert Shop                   Pub      College Rec Center   \n",
       "\n",
       "  9th Most Common Venue 10th Most Common Venue  \n",
       "0            Restaurant             Steakhouse  \n",
       "1                   Spa              Bookstore  \n",
       "2          Tennis Court           Dance Studio  \n",
       "3        Sandwich Place    Fried Chicken Joint  \n",
       "4    Seafood Restaurant   Fast Food Restaurant  "
      ]
     },
     "execution_count": 1103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "columns = ['City']\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
    "\n",
    "# create a new dataframe\n",
    "Neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "Neighborhoods_venues_sorted['City'] = SF_grouped['City']\n",
    "\n",
    "for ind in np.arange(SF_grouped.shape[0]):\n",
    "    Neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(SF_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "Neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Running the k-means algorithm and checking for the k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1104,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "#checking the k using elbow method\n",
    "SF_grouped_clustering = SF_grouped.drop('City', 1)\n",
    "from scipy.spatial.distance import cdist\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "distortions = []\n",
    "K = range(1,10)\n",
    "for k in K:\n",
    "    kmeanModel = KMeans(init=\"k-means++\", n_clusters=k).fit(SF_grouped_clustering)\n",
    "    kmeanModel.fit(SF_grouped_clustering)\n",
    "    distortions.append(sum(np.min(cdist(SF_grouped_clustering, kmeanModel.cluster_centers_, 'euclidean'), axis=1)) / SF_grouped_clustering.shape[0])\n",
    "\n",
    "# Plot the elbow\n",
    "plt.plot(K, distortions, 'bx-')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Distortion')\n",
    "plt.title('The Elbow Method showing the optimal k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1105,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import silhouette_samples, silhouette_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For n_clusters = 2 The average silhouette_score is : 0.35324224445705965\n",
      "For n_clusters = 3 The average silhouette_score is : 0.3740381846991288\n",
      "For n_clusters = 4 The average silhouette_score is : 0.06175955525547112\n",
      "For n_clusters = 5 The average silhouette_score is : 0.0669426176397799\n",
      "For n_clusters = 6 The average silhouette_score is : 0.05211305398965616\n",
      "For n_clusters = 7 The average silhouette_score is : 0.0576606284854901\n",
      "For n_clusters = 8 The average silhouette_score is : 0.04502509525120853\n",
      "For n_clusters = 9 The average silhouette_score is : 0.050732872417508304\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CAgCwuC5PcrK7H+7uJ5LcnOTIJsf9fJL3JPmLKYcDANYICwDAorooySPrtk/N9n1DVV2W5OLu/ujTfaOqOlpVK1W1srq6uv2TAsA+JiwAAIuqNtnX33iy6luSvDfJO7b6Rt19rLuXu3t5aWlpG0cEAIQFAGBRnUpy8brtg0keXbf9/CTfleTjVfW5JFckOeEGjgAwLWEBAFhU9yY5XFWXVNW5Sa5NcuLrT3b3V7r7/O4+1N2Hktyd5JruXtmdcQFgfxIWAICF1N1PJnlrkjuSPJjklu6+v6reVVXX7O50AMDXHdjtAQAAzqS7b09y+4Z97zzDsa+ZYiYA4Ju5YgEAAAAYJiwAAAAAw4QFAAAAYJiwAAAAAAwTFgAAAIBhwgIAAAAwTFgAAAAAhgkLAAAAwDBhAQAAABgmLAAAAADDhAUAAABgmLAAAAAADBMWAAAAgGHCAgAAADBMWAAAAACGCQsAAADAMGEBAAAAGCYsAAAAAMOEBQAAAGCYsAAAAAAMExYAAACAYcICAAAAMExYAAAAAIYJCwAAAMAwYQEAAAAYJiwAAAAAw4QFAAAAYJiwAAAAAAwTFgAAAIBhwgIAAAAwTFgAAAAAhm0ZFqrq4qq6q6oerKr7q+onZ/tfXFUfq6rPzj6/aOfHBQAAABbJPFcsPJnkHd39yiRXJPmJqro0yY1J7uzuw0nunG0DAAAA+8iWYaG7H+vu/z57/GdJHkxyUZIjSY7PDjue5I07NSQAAACwmJ7RPRaq6lCSy5Lck+Ql3f1YshYfklxwhq85WlUrVbWyurp6dtMCAAAAC2XusFBV35bkPyb5R939v+f9uu4+1t3L3b28tLQ0MiMAAACwoOYKC1X1nKxFhV/v7v802/2Fqrpw9vyFSU7vzIgAAADAoprnXSEqyfuTPNjd/3rdUyeSXD97fH2S27Z/PAAAAGCRHZjjmFcn+ftJ/kdVfWq2758l+YUkt1TVDUk+n+SHdmZEAAAAYFFtGRa6+78mqTM8feX2jgMAAADsJc/oXSEAAAAA1hMWAAAAgGHCAgAAADBMWAAAAACGCQsAAADAMGEBAAAAGCYsAAAAAMOEBQAAAGCYsAAAAAAMExYAAACAYcICAAAAMExYAAAAAIYJCwAAAMAwYQEAAAAYJiwAAAAAw4QFAAAAYJiwAAAAAAwTFgAAAIBhwgIAAAAwTFgAAAAAhgkLAAAAwDBhAQAAABgmLAAAAADDhAUAAABgmLAAAAAADBMWAAAAgGHCAgAAADBMWAAAFlJVXVVVD1XVyaq6cZPn315VD1TVp6vqzqr6jt2YEwD2O2EBAFg4VXVOkpuSvCHJpUmuq6pLNxx2X5Ll7v6bSW5N8p5ppwQAEmEBAFhMlyc52d0Pd/cTSW5OcmT9Ad19V3d/dbZ5d5KDE88IAERYAAAW00VJHlm3fWq270xuSPI7Z3qyqo5W1UpVrayurm7TiABAIiwAAIupNtnXmx5Y9ZYky0l+8UzfrLuPdfdydy8vLS1t04gAQJIc2O0BAAA2cSrJxeu2DyZ5dONBVfW6JD+T5Pu7+2sTzQYArOOKBQBgEd2b5HBVXVJV5ya5NsmJ9QdU1WVJfjXJNd19ehdmBAAiLAAAC6i7n0zy1iR3JHkwyS3dfX9Vvauqrpkd9otJvi3Jb1bVp6rqxBm+HQCwg7wUAgBYSN19e5LbN+x757rHr5t8KADgKVyxAAAAAAwTFgAAAIBhwgIAAAAwTFgAAAAAhgkLAAAAwDBhAQAAABgmLAAAAADDhAUAAABgmLAAAAAADBMWAAAAgGHCAgAAADBsy7BQVR+oqtNV9Zl1+15cVR+rqs/OPr9oZ8cEAAAAFtE8Vyx8MMlVG/bdmOTO7j6c5M7ZNgAAALDPbBkWuvsTSb60YfeRJMdnj48neeM2zwUAAADsAaP3WHhJdz+WJLPPF5zpwKo6WlUrVbWyuro6+OMAAACARbTjN2/s7mPdvdzdy0tLSzv94wAAAIAJjYaFL1TVhUky+3x6+0YCAAAA9orRsHAiyfWzx9cnuW17xgEAAAD2knnebvLDSf4gycur6lRV3ZDkF5K8vqo+m+T1s20AAABgnzmw1QHdfd0Znrpym2cBAAAA9pgdv3kjAAAA8OwlLAAAAADDhAUAAABgmLAAAAAADBMWAAAAgGHCAgAAADBMWAAAAACGCQsAAADAMGEBAAAAGCYsAAAAAMOEBQAAAGCYsAAAAAAMExYAAACAYcICAAAAMExYAAAAAIYJCwAAAMAwYQEAAAAYJiwAAAAAw4QFAAAAYJiwAAAAAAwTFgAAAIBhwgIAAAAwTFgAAAAAhgkLAAAAwDBhAQAAABgmLAAAAADDhAUAAABgmLAAAAAADBMWAAAAgGHCAgAAADBMWAAAAACGCQsAAADAMGEBAAAAGCYsAAAAAMOEBQAAAGCYsAAAAAAMExYAAACAYcICAAAAMExYAAAAAIYJCwAAAMAwYQEAAAAYJiwAAAAAw4QFAAAAYJiwAAAAAAwTFgAAAIBhwgIAAAAwTFgAAAAAhp1VWKiqq6rqoao6WVU3btdQAADJ1ucaVfWtVfWR2fP3VNWh6acEgP1tOCxU1TlJbkryhiSXJrmuqi7drsEAgP1tznONG5I83t1/I8l7k7x72ikBgLO5YuHyJCe7++HufiLJzUmObM9YAABznWscSXJ89vjWJFdWVU04IwDsewfO4msvSvLIuu1TSf72xoOq6miSo7PNP6+qh87iZ07h/CR/uttDPEtYy+1jLbePtdw+1nL7vHy3B1hQ85xrfOOY7n6yqr6S5Nuz4c/mhvORr1XVZ3ZkYjby34npWOtpWe/pWOvpDJ+PnE1Y2OxfA/opO7qPJTl2Fj9nUlW10t3Luz3Hs4G13D7WcvtYy+1jLbdPVa3s9gwLap5zjWd8PuLP7nSs9XSs9bSs93Ss9XTO5nzkbF4KcSrJxeu2DyZ59Cy+HwDAevOca3zjmKo6kOSFSb40yXQAQJKzCwv3JjlcVZdU1blJrk1yYnvGAgCY61zjRJLrZ4/flOT3uvspVywAADtn+KUQs9cxvjXJHUnOSfKB7r5/2ybbPXvmZRt7gLXcPtZy+1jL7WMtt4+13MSZzjWq6l1JVrr7RJL3J/lQVZ3M2pUK187xra33dKz1dKz1tKz3dKz1dIbXukR9AAAAYNTZvBQCAAAA2OeEBQAAAGDYvg0LVXVVVT1UVSer6sZNnv/WqvrI7Pl7qurQ9FPuDXOs5dur6oGq+nRV3VlV37Ebc+4FW63luuPeVFVdVd565wzmWcuqevPsz+b9VfUbU8+4V8zxd/ylVXVXVd03+3t+9W7MuRdU1Qeq6nRVfeYMz1dV/dJsrT9dVa+aesZnC7/np+VcYDrOFabjXGJazjemsWPnIt297z6ydgOoP07ynUnOTfKHSS7dcMw/SPIrs8fXJvnIbs+9iB9zruUPJPnrs8c/bi3H13J23POTfCLJ3UmWd3vuRfyY88/l4ST3JXnRbPuC3Z57ET/mXMtjSX589vjSJJ/b7bkX9SPJ9yV5VZLPnOH5q5P8TpJKckWSe3Z75r344ff8Qq63c4GJ1np2nHOFCdbaucTk6+18Y3vWekfORfbrFQuXJznZ3Q939xNJbk5yZMMxR5Icnz2+NcmVVVUTzrhXbLmW3X1Xd391tnl31t6HnKea589lkvx8kvck+Ysph9tj5lnLH0tyU3c/niTdfXriGfeKedayk7xg9viFSR6dcL49pbs/kbV3LjiTI0l+rdfcneS8qrpwmumeVfyen5Zzgek4V5iOc4lpOd+YyE6di+zXsHBRkkfWbZ+a7dv0mO5+MslXknz7JNPtLfOs5Xo3ZK2A8VRbrmVVXZbk4u7+6JSD7UHz/Ll8WZKXVdXvV9XdVXXVZNPtLfOs5c8leUtVnUpye5K3TTPas9Iz/W8qm/N7flrOBabjXGE6ziWm5XxjcQydixzYsXEW22b/IrHxfTfnOYZnsE5V9ZYky0m+f0cn2ruedi2r6luSvDfJj0w10B42z5/LA1m7hPE1WfuXs/9SVd/V3V/e4dn2mnnW8rokH+zuf1VV35vkQ7O1/L87P96zjt8928Pv+Wk5F5iOc4XpOJeYlvONxTH0+3G/XrFwKsnF67YP5qmX0nzjmKo6kLXLbZ7ukpH9ap61TFW9LsnPJLmmu7820Wx7zVZr+fwk35Xk41X1uay95umEmzJtat6/47d19192958keShrJwd8s3nW8oYktyRJd/9BkucmOX+S6Z595vpvKlvye35azgWm41xhOs4lpuV8Y3EMnYvs17Bwb5LDVXVJVZ2btZs2ndhwzIkk188evynJ7/XsbhZ8ky3XcnZJ3q9m7UTCa8/O7GnXsru/0t3nd/eh7j6UtdeoXtPdK7sz7kKb5+/4b2ftZmKpqvOzdjnjw5NOuTfMs5afT3JlklTVK7P2i3510imfPU4k+eHZHZmvSPKV7n5st4fag/yen5Zzgek4V5iOc4lpOd9YHEPnIvvypRDd/WRVvTXJHVm7A+kHuvv+qnpXkpXuPpHk/Vm7vOZk1v4F49rdm3hxzbmWv5jk25L85uy+WJ/v7mt2begFNedaMoc51/KOJD9YVQ8k+askP9XdX9y9qRfTnGv5jiT/vqr+cdYulfsR/wdtc1X14axdMnv+7DWiP5vkOUnS3b+StdeMXp3kZJKvJvnR3Zl0b/N7flrOBabjXGE6ziWm5XxjOjt1LlL+twAAAABG7deXQgAAAADbQFgAAAAAhgkLAAAAwDBhAQAAABgmLAAAAADDhAUAAABgmLAAAAAADPt/1uklf05NcEkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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myV9PORwAsEZYAAAW1UVJHl23fWK272lVdXmSS7r7w8/2jarqcFWtVNXK6urq1k8KAHuYsAAALKraZF8//WTV85K8N8k7T/eNuvtIdy939/LS0tIWjggAnDYsVNULqup/V9UfVtX9VfXvZvsvrap7qurhqvpQVZ27/eMCAHvIiSSXrNu+OMlj67ZflOQbk3y0qj6d5PVJjnkBRwCY1jxXLHwpyXd09zcleW2Sq6rq9Ul+Osl7u/tAkieS3LB9YwIAe9C9SQ7M/jHj3CTXJTn25Se7+wvdfX537+/u/UnuTnJNd6/szLgAsDedNiz0mr+abT5/9tFJviPJrbP9R5Ncuy0TAgB7Unc/leTtSe5I8mCSW7r7/qp6d1Vds7PTAQBftm+eg2Zv9/TxJN+Qtbd9+uMkn5/9wk82eTGldV97OMnhJHnFK15xtvMCAHtId9+e5PYN+951imPfOMVMAMBXmuvFG7v7b7v7tVm7t/GKJK/Z7LBTfK0XSwIAAIDnqDN6V4ju/nySj2btxZHOq6ovX/Gw8cWUAAAAgD1gnneFWKqq82aP/0GSN2XtPse7krx1dtihJLdt15AAAADAYprnNRYuTHJ09joLz8vaCyd9uKoeSHJzVf37JPcled82zgkAAAAsoNOGhe7+ZJLLN9n/SNZebwEAAADYo87oNRYAAAAA1hMWAAAAgGHCAgAAADBMWAAAAACGCQsAAADAMGEBAAAAGCYsAAAAAMOEBQAAAGCYsAAAAAAMExYAAACAYcICAAAAMExYAAAAAIYJCwAAAMAwYQEAAAAYJiwAAAAAw4QFAAAAYJiwAAAAAAwTFgAAAIBhwgIAAAAwTFgAAAAAhgkLAAAAwDBhAQAAABgmLAAAAADDhAUAAABgmLAAAAAADBMWAAAAgGHCAgAAADBMWAAAAACGCQsAAADAMGEBAAAAGCYsAAAAAMOEBQAAAGCYsAAAAAAMExYAAACAYcICAAAAMExYAAAAAIYJCwAAAMAwYQEAAAAYJiwAAAAAw4QFAAAAYNhpw0JVXVJVd1XVg1V1f1X98Gz/S6vqI1X18OzzS7Z/XAAAAGCRzHPFwlNJ3tndr0ny+iQ/WFWXJbkxyZ3dfSDJnbNtAAAAYA85bVjo7se7+w9mj/8yyYNJLkpyMMnR2WFHk1y7XUMCAAAAi+mMXmOhqvYnuTzJPUle3t2PJ2vxIckFp/iaw1W1UlUrq6urZzctAAAAsFDmDgtV9TVJ/nuSH+nuv5j367r7SHcvd/fy0tLSyIwAAADAgporLFTV87MWFX61u39jtvuzVXXh7PkLk5zcnhEBAACARTXPu0JUkvclebC7/+O6p44lOTR7fCjJbVs/HgAAALDI9s1xzBuS/LMk/6eqPjHb92+SvCfJLVV1Q5LPJPmu7RkRAAAAWFSnDQvd/b+S1CmevnJrxwEAAAB2kzN6VwgAAACA9YQFAAAAYJiwAAAAAAwTFgAAAIBhwgIAAAAwTFgAAAAAhgkLAAAAwDBhAQAAABgmLAAAAADDhAUAAABgmLAAAAAADBMWAAAAgGHCAgAAADBMWAAAFlJVXVVVD1XV8aq6cZPn31FVD1TVJ6vqzqr6up2YEwD2OmEBAFg4VXVOkpuSvCXJZUmur6rLNhx2X5Ll7v6HSW5N8jPTTgkAJMICALCYrkhyvLsf6e4nk9yc5OD6A7r7ru7+4mzz7iQXTzwjABBhAQBYTBcleXTd9onZvlO5Iclvn+rJqjpcVStVtbK6urpFIwIAibAAACym2mRfb3pg1duSLCf52VN9s+4+0t3L3b28tLS0RSMCAEmyb6cHAADYxIkkl6zbvjjJYxsPqqo3JfnxJN/W3V+aaDYAYB1XLAAAi+jeJAeq6tKqOjfJdUmOrT+gqi5P8otJrunukzswIwAQYQEAWEDd/VSStye5I8mDSW7p7vur6t1Vdc3ssJ9N8jVJfr2qPlFVx07x7QCAbeRWCABgIXX37Ulu37DvXesev2nyoQCAZ3DFAgAAADBMWAAAAACGCQsAAADAMGEBAAAAGCYsAAAAAMOEBQAAAGCYsAAAAAAMExYAAACAYcICAAAAMExYAAAAAIYJCwAAAMAwYQEAAAAYJiwAAAAAw4QFAAAAYJiwAAAAAAwTFgAAAIBhwgIAAAAwTFgAAAAAhp02LFTV+6vqZFV9at2+l1bVR6rq4dnnl2zvmAAAAMAimueKhQ8kuWrDvhuT3NndB5LcOdsGAAAA9pjThoXu/liSP9+w+2CSo7PHR5Ncu8VzAQAAALvA6GssvLy7H0+S2ecLTnVgVR2uqpWqWlldXR38cQAAAMAi2vYXb+zuI9293N3LS0tL2/3jAAAAgAmNhoXPVtWFSTL7fHLrRgIAAAB2i9GwcCzJodnjQ0lu25pxAAAAgN1knreb/GCS30/yqqo6UVU3JHlPkjdX1cNJ3jzbBgAAAPaYfac7oLuvP8VTV27xLAAAAMAus+0v3ggAAAA8dwkLAAAAwDBhAQAAABgmLAAAAADDhAUAAABgmLAAAAAADBMWAAAAgGHCAgAAADBMWAAAAACGCQsAAADAMGEBAAAAGCYsAAAAAMOEBQAAAGCYsAAAAAAMExYAAACAYcICAAAAMExYAAAAAIYJCwAAAMAwYQEAAAAYJiwAAAAAw4QFAAAAYJiwAAAAAAwTFgAAAIBhwgIAAAAwTFgAAAAAhgkLAAAAwDBhAQAAABgmLAAAAADDhAUAAABgmLAAAAAADBMWAAAAgGHCAgAAADBMWAAAAACGCQsAAADAMGEBAAAAGCYsAAAAAMOEBQAAAGCYsAAAAAAMExYAAACAYcICAAAAMOyswkJVXVVVD1XV8aq6cauGAgBITn+uUVVfVVUfmj1/T1Xtn35KANjbhsNCVZ2T5KYkb0lyWZLrq+qyrRoMANjb5jzXuCHJE939DUnem+Snp50SADibKxauSHK8ux/p7ieT3Jzk4NaMBQAw17nGwSRHZ49vTXJlVdWEMwLAnrfvLL72oiSPrts+keQfbTyoqg4nOTzb/KuqeugsfuYUzk/yZzs9xHOEtdw61nLrWMutYy23zqt2eoAFNc+5xtPHdPdTVfWFJC/Lhj+bG85HvlRVn9qWidnIfyemY62nZb2nY62nM3w+cjZhYbN/Dehn7Og+kuTIWfycSVXVSncv7/QczwXWcutYy61jLbeOtdw6VbWy0zMsqHnONc74fMSf3elY6+lY62lZ7+lY6+mczfnI2dwKcSLJJeu2L07y2Fl8PwCA9eY513j6mKral+Rrk/z5JNMBAEnOLizcm+RAVV1aVecmuS7Jsa0ZCwBgrnONY0kOzR6/NcnvdvczrlgAALbP8K0Qs/sY357kjiTnJHl/d9+/ZZPtnF1z28YuYC23jrXcOtZy61jLrWMtN3Gqc42qeneSle4+luR9SX6lqo5n7UqF6+b41tZ7OtZ6OtZ6WtZ7OtZ6OsNrXaI+AAAAMOpsboUAAAAA9jhhAQAAABi2Z8NCVV1VVQ9V1fGqunGT57+qqj40e/6eqto//ZS7wxxr+Y6qeqCqPllVd1bV1+3EnLvB6dZy3XFvraquKm+9cwrzrGVVfffsz+b9VfVrU8+4W8zxd/wVVXVXVd03+3t+9U7MuRtU1fur6mRVfeoUz1dV/dxsrT9ZVa+besbnCr/np+VcYDrOFabjXGJazjemsW3nIt295z6y9gJQf5zk65Ocm+QPk1y24Zh/nuQXZo+vS/KhnZ57ET/mXMtvT/LVs8c/YC3H13J23IuSfCzJ3UmWd3ruRfyY88/lgST3JXnJbPuCnZ57ET/mXMsjSX5g9viyJJ/e6bkX9SPJtyZ5XZJPneL5q5P8dpJK8vok9+z0zLvxw+/5hVxv5wITrfXsOOcKE6y1c4nJ19v5xtas9baci+zVKxauSHK8ux/p7ieT3Jzk4IZjDiY5Ont8a5Irq6omnHG3OO1advdd3f3F2ebdWXsfcp5pnj+XSfJTSX4myV9POdwuM89afn+Sm7r7iSTp7pMTz7hbzLOWneTFs8dfm+SxCefbVbr7Y1l754JTOZjkl3vN3UnOq6oLp5nuOcXv+Wk5F5iOc4XpOJeYlvONiWzXucheDQsXJXl03faJ2b5Nj+nup5J8IcnLJplud5lnLde7IWsFjGc67VpW1eVJLunuD0852C40z5/LVyZ5ZVX9XlXdXVVXTTbd7jLPWv5kkrdV1Ykktyf5oWlGe0460/+msjm/56flXGA6zhWm41xiWs43FsfQuci+bRtnsW32LxIb33dznmM4g3WqqrclWU7ybds60e71rGtZVc9L8t4k3zvVQLvYPH8u92XtEsY3Zu1fzv5nVX1jd39+m2fbbeZZy+uTfKC7/0NVfUuSX5mt5d9t/3jPOX73bA2/56flXGA6zhWm41xiWs43FsfQ78e9esXCiSSXrNu+OM+8lObpY6pqX9Yut3m2S0b2qnnWMlX1piQ/nuSa7v7SRLPtNqdbyxcl+cYkH62qT2ftnqdjXpRpU/P+Hb+tu/+mu/8kyUNZOzngK82zljckuSVJuvv3k7wgyfmTTPfcM9d/Uzktv+en5VxgOs4VpuNcYlrONxbH0LnIXg0L9yY5UFWXVtW5WXvRpmMbjjmW5NDs8VuT/G7PXs2Cr3DatZxdkveLWTuRcO/ZqT3rWnb3F7r7/O7e3937s3aP6jXdvbIz4y60ef6O/1bWXkwsVXV+1i5nfGTSKXeHedbyM0muTJKqek3WftGvTjrlc8exJN8ze0Xm1yf5Qnc/vtND7UJ+z0/LucB0nCtMx7nEtJxvLI6hc5E9eStEdz9VVW9PckfWXoH0/d19f1W9O8lKdx9L8r6sXV5zPGv/gnHdzk28uOZcy59N8jVJfn32ulif6e5rdmzoBTXnWjKHOdfyjiTfWVUPJPnbJD/a3Z/buakX05xr+c4k/7Wq/mXWLpX7Xv8HbXNV9cGsXTJ7/uwe0Z9I8vwk6e5fyNo9o1cnOZ7ki0m+b2cm3d38np+Wc4HpOFeYjnOJaTnfmM52nYuU/y0AAACAUXv1VggAAABgCwgLAAAAwDBhAQAAABgmLAAAAADDhAUAAABgmLAAAAAADBMWAAAAgGH/H2Rhc0tVT/QnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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THAAAAIDhBAcAAABgOMEBAAAAGE5wAAAAAIYTHAAAAIDhBAcAAABgOMEBAAAAGE5wAAAAAIYTHAAAAIDhBAcAYO5U1QVVdXdVHa+qy5/guNdUVVfV4iznAwAEBwBgzlTVaUmuSPKqJOckuaSqztnguGcl+Zkkt8x2QgAgERwAgPlzbpLj3X1Pdz+c5Ookhzc47heT/EqSP5vlcADAKsEBAJg3Zya5b8328mTfd1TVS5Oc1d2ffKIvVFVHqmqpqpZWVlbGTwoAe5jgAADMm9pgX3/nyarvSvL+JG872Rfq7qPdvdjdiwsLCwNHBAAEBwBg3iwnOWvN9oEk96/ZflaSlyT5bFV9Jcl5SY554UgAmC3BAQCYN7cmOVRVZ1fV6UkuTnLs0Se7+6Hu3t/dB7v7YJKbk1zU3Us7My4A7E2CAwAwV7r7kSRvTnJDkruSXNPdd1TVe6rqop2dDgB41L6dHgAA4Mnq7uuTXL9u37tOcOwrZjETAPBYrnAAAAAAhhMcAAAAgOEEBwAAAGA4wQEAAAAYTnAAAAAAhhMcAAAAgOEEBwAAAGA4wQEAAAAYTnAAAAAAhhMcAAAAgOEEBwAAAGA4wQEAAAAYTnAAAAAAhhMcAAAAgOEEBwAAAGA4wQEAAAAYTnAAAAAAhhMcAAAAgOEEBwAAAGA4wQEAAAAYTnAAAAAAhhMcAAAAgOEEBwAAAGA4wQEAAAAYburgUFWnVdUXquqTk+2zq+qWqvpSVX2iqk6ffkwAAABgnoy4wuFnk9y1ZvuXk7y/uw8l+XqSywZ8DwAAAGCOTBUcqupAkr+X5IOT7Ury40munRxyVZJXT/M9AAAAgPkz7RUO/zrJP03yF5Pt5yf5Rnc/MtleTnLmRp9YVUeqaqmqllZWVqYcAwAAANhNthwcquonkjzY3Z9fu3uDQ3ujz+/uo9292N2LCwsLWx0DAAAA2IX2TfG5L09yUVVdmORpSZ6d1SsezqiqfZOrHA4kuX/6MQEAAIB5suUrHLr7Hd19oLsPJrk4yWe6++8nuSnJayaHXZrkuqmnBAAAAObKiHepWO/tSd5aVcez+poOV27D9wAAAAB2sWluqfiO7v5sks9OHt+T5NwRXxcAAACYT9txhQMAAACwxwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAwd6rqgqq6u6qOV9XlGzz/1qq6s6puq6obq+p7d2JOANjLBAcAYK5U1WlJrkjyqiTnJLmkqs5Zd9gXkix29w8muTbJr8x2SgBAcAAA5s25SY539z3d/XCSq5McXntAd9/U3d+cbN6c5MCMZwSAPU9wAADmzZlJ7luzvTzZdyKXJfnURk9U1ZGqWqqqpZWVlYEjAgCCAwAwb2qDfb3hgVWvS7KY5H0bPd/dR7t7sbsXFxYWBo4IAOzb6QEAAJ6k5SRnrdk+kOT+9QdV1SuTvDPJj3b3t2Y0GwAw4QoHAGDe3JrkUFWdXVWnJ7k4ybG1B1TVS5P8RpKLuvvBHZgRAPY8wQEAmCvd/UiSNye5IcldSa7p7juq6j1VddHksPcleWaS36qqL1bVsRN8OQBgm7ilAgCYO919fZLr1+1715rHr5z5UADAY7jCAQAAABhOcAAAAACGExwAAACA4QQHAAAAYDjBAQAAABhOcAAAAACGExwAAACA4bYcHKrqrKq6qaruqqo7qupnJ/ufV1WfrqovTf587rhxAQAAgHkwzRUOjyR5W3f/QJLzkrypqs5JcnmSG7v7UJIbJ9sAAADAHrLl4NDdD3T3H0we/+8kdyU5M8nhJFdNDrsqyaunHRIAAACYL0New6GqDiZ5aZJbknx3dz+QrEaJJC84weccqaqlqlpaWVkZMQYAAACwS0wdHKrqmUn+fZJ/0t3/a7Of191Hu3uxuxcXFhamHQMAAADYRaYKDlX1lKzGho91929Pdv9JVb1w8vwLkzw43YgAAADAvJnmXSoqyZVJ7uruf7XmqWNJLp08vjTJdVsfDwAAAJhH+6b43Jcn+QdJ/qiqvjjZ98+S/FKSa6rqsiT3JnntdCMCAAAA82bLwaG7/3OSOsHT52/16wIAAADzb8i7VAAAAACsJTgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHCCAwAAADCc4AAAAAAMJzgAAAAAwwkOAAAAwHDbFhyq6oKquruqjlfV5dv1fQCAvedk5xlV9dSq+sTk+Vuq6uDspwSAvW1bgkNVnZbkiiSvSnJOkkuq6pzt+F4AwN6yyfOMy5J8vbv/apL3J/nl2U4JAGzXFQ7nJjne3fd098NJrk5yeJu+FwCwt2zmPONwkqsmj69Ncn5V1QxnBIA9b982fd0zk9y3Zns5yd9ce0BVHUlyZLL5f6rq7m2aZaT9Sf50p4c4RVjLcazlONZyHGs5zvfv9AC70EnPM9Ye092PVNVDSZ6fdT+X685HvlVVt2/LxKznvxGzZb1nx1rPjrWerS2dj2xXcNjoXxD6MRvdR5Mc3abvvy2qaqm7F3d6jlOBtRzHWo5jLcexluNU1dJOz7ALnfQ8Y5PHPOZ8xM/t7Fjr2bLes2OtZ8daz9ZWz0e265aK5SRnrdk+kOT+bfpeAMDespnzjO8cU1X7kjwnyddmMh0AkGT7gsOtSQ5V1dlVdXqSi5Mc26bvBQDsLZs5zziW5NLJ49ck+Ux3P+4KBwBg+2zLLRWTeyXfnOSGJKcl+VB337Ed32vG5uoWkF3OWo5jLcexluNYy3Gs5TonOs+oqvckWeruY0muTPLRqjqe1SsbLt7El7bWs2OtZ8t6z461nh1rPVtbWu8S+wEAAIDRtuuWCgAAAGAPExwAAACA4QSHdarqgqq6u6qOV9XlGzz/1Kr6xOT5W6rq4OynnA+bWMu3VtWdVXVbVd1YVd+7E3POg5Ot5ZrjXlNVXVXeIugENrOWVfWTk5/NO6rqN2c947zYxN/x76mqm6rqC5O/5xfuxJzzoKo+VFUPVtXtJ3i+qupXJ2t9W1W9bNYznkr8rp8d5wKz41xhtpxPzI7zjdnZlvOR7vYx+cjqC0/9tyTfl+T0JH+Y5Jx1x/zjJB+YPL44ySd2eu7d+LHJtfyxJE+fPP5pa7n1tZwc96wkn0tyc5LFnZ57N35s8ufyUJIvJHnuZPsFOz33bvzY5FoeTfLTk8fnJPnKTs+9Wz+S/EiSlyW5/QTPX5jkU0kqyXlJbtnpmef1w+/6XbfWzgVmtNaT45wrzGi9nU/MdK2db4xb7+HnI65weKxzkxzv7nu6++EkVyc5vO6Yw0mumjy+Nsn5VVUznHFenHQtu/um7v7mZPPmrL6POo+3mZ/LJPnFJL+S5M9mOdyc2cxavjHJFd399STp7gdnPOO82MxadpJnTx4/J8n9M5xvrnT357L6TgoncjjJR3rVzUnOqKoXzma6U47f9bPjXGB2nCvMlvOJ2XG+MUPbcT4iODzWmUnuW7O9PNm34THd/UiSh5I8fybTzZfNrOVal2W1lvF4J13LqnppkrO6+5OzHGwObebn8kVJXlRVv1dVN1fVBTObbr5sZi1/Icnrqmo5yfVJ3jKb0U5JT/a/qZyY3/Wz41xgdpwrzJbzidlxvrG7POnzkX3bOs782ehfL9a/b+hmjuFJrFNVvS7JYpIf3daJ5tcTrmVVfVeS9yd5/awGmmOb+bncl9XLIF+R1X9p+09V9ZLu/sY2zzZvNrOWlyT5cHf/y6r64SQfnazlX2z/eKccv3vG8bt+dpwLzI5zhdlyPjE7zjd2lyf9+9EVDo+1nOSsNdsH8vhLcr5zTFXty+plO0902cletZm1TFW9Msk7k1zU3d+a0Wzz5mRr+awkL0ny2ar6SlbvpzrmxaA2tNm/49d197e7+8tJ7s7qCQOPtZm1vCzJNUnS3b+f5GlJ9s9kulPPpv6byqb4XT87zgVmx7nCbDmfmB3nG7vLkz4fERwe69Ykh6rq7Ko6PasvFHVs3THHklw6efyaJJ/pySto8BgnXcvJpX2/kdUTDPe1ndgTrmV3P9Td+7v7YHcfzOo9sBd199LOjLurbebv+O9k9UXMUlX7s3pJ5D0znXI+bGYt701yfpJU1Q9k9QRgZaZTnjqOJfmpyatDn5fkoe5+YKeHmlN+18+Oc4HZca4wW84nZsf5xu7ypM9H3FKxRnc/UlVvTnJDVl8R9UPdfUdVvSfJUncfS3JlVi/TOZ7Vf+24eOcm3r02uZbvS/LMJL81eS2ue7v7oh0bepfa5FqyCZtcyxuS/J2qujPJnyf5+e7+6s5NvTttci3fluTfVtXPZfVyu9f7P20bq6qPZ/Wy2/2Te1DfneQpSdLdH8jqPakXJjme5JtJ3rAzk84/v+tnx7nA7DhXmC3nE7PjfGO2tuN8pPxvAQAAAIzmlgoAAABgOMEBAAAAGE5wAAAAAIYTHAAAAIDhBAcAAABgOMEBAAAAGE5wAAAAAIb7f1r7fZIp/Y+4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Checking the k using silhouette ananlysis\n",
    "cluster_range = range( 2, 10 )\n",
    "\n",
    "for n_clusters in cluster_range:\n",
    "  # Create a subplot with 1 row and 2 columns\n",
    "  fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "  fig.set_size_inches(18, 7)\n",
    "\n",
    "  # The 1st subplot is the silhouette plot\n",
    "  # The silhouette coefficient can range from -1, 1 but in this example all\n",
    "  # lie within [-0.1, 1]\n",
    "  ax1.set_xlim([-0.1, 1])\n",
    "  # The (n_clusters+1)*10 is for inserting blank space between silhouette\n",
    "  # plots of individual clusters, to demarcate them clearly.\n",
    "  ax1.set_ylim([0, len(SF_grouped_clustering) + (n_clusters + 1) * 10])\n",
    "\n",
    "  # Initialize the clusterer with n_clusters value and a random generator\n",
    "  # seed of 10 for reproducibility.\n",
    "  clusterer = KMeans(n_clusters=n_clusters, random_state=10)\n",
    "  cluster_labels = clusterer.fit_predict( SF_grouped_clustering )\n",
    "\n",
    "  # The silhouette_score gives the average value for all the samples.\n",
    "  # This gives a perspective into the density and separation of the formed\n",
    "  # clusters\n",
    "  silhouette_avg = silhouette_score(SF_grouped_clustering, cluster_labels)\n",
    "  print(\"For n_clusters =\", n_clusters,\n",
    "        \"The average silhouette_score is :\", silhouette_avg)\n",
    "\n",
    "  # Compute the silhouette scores for each sample\n",
    "  sample_silhouette_values = silhouette_samples(SF_grouped_clustering, cluster_labels)\n",
    "\n",
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 1, 0, 1, 0, 0, 1, 0], dtype=int32)"
      ]
     },
     "execution_count": 1116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 3\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(init=\"k-means++\", n_clusters=kclusters, n_init=12).fit(SF_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10] \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1117,
   "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>City</th>\n",
       "      <th>County</th>\n",
       "      <th>Address</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Clusters</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Miami</td>\n",
       "      <td>Miami-Dade</td>\n",
       "      <td>Miami, Miami-Dade</td>\n",
       "      <td>25.7617</td>\n",
       "      <td>-80.1918</td>\n",
       "      <td>0</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Argentinian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Residential Building (Apartment / Condo)</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hialeah</td>\n",
       "      <td>Miami-Dade</td>\n",
       "      <td>Hialeah, Miami-Dade</td>\n",
       "      <td>25.8576</td>\n",
       "      <td>-80.2781</td>\n",
       "      <td>1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Cuban Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>South American Restaurant</td>\n",
       "      <td>Soccer Stadium</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dive Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>Broward</td>\n",
       "      <td>Fort Lauderdale, Broward</td>\n",
       "      <td>26.1224</td>\n",
       "      <td>-80.1373</td>\n",
       "      <td>0</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Art Museum</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Port St. Lucie</td>\n",
       "      <td>St. Lucie</td>\n",
       "      <td>Port St. Lucie, St. Lucie</td>\n",
       "      <td>27.2730</td>\n",
       "      <td>-80.3582</td>\n",
       "      <td>1</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Shipping Store</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Rest Area</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pembroke Pines</td>\n",
       "      <td>Broward</td>\n",
       "      <td>Pembroke Pines, Broward</td>\n",
       "      <td>26.0078</td>\n",
       "      <td>-80.2963</td>\n",
       "      <td>0</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              City      County                    Address  Latitude  \\\n",
       "0            Miami  Miami-Dade          Miami, Miami-Dade   25.7617   \n",
       "1          Hialeah  Miami-Dade        Hialeah, Miami-Dade   25.8576   \n",
       "2  Fort Lauderdale     Broward   Fort Lauderdale, Broward   26.1224   \n",
       "3   Port St. Lucie   St. Lucie  Port St. Lucie, St. Lucie   27.2730   \n",
       "4   Pembroke Pines     Broward    Pembroke Pines, Broward   26.0078   \n",
       "\n",
       "   Longitude  Clusters 1st Most Common Venue   2nd Most Common Venue  \\\n",
       "0   -80.1918         0    Italian Restaurant                   Hotel   \n",
       "1   -80.2781         1         Grocery Store        Cuban Restaurant   \n",
       "2   -80.1373         0   American Restaurant        Sushi Restaurant   \n",
       "3   -80.3582         1           Pizza Place    Gym / Fitness Center   \n",
       "4   -80.2963         0          Burger Joint  Furniture / Home Store   \n",
       "\n",
       "  3rd Most Common Venue      4th Most Common Venue 5th Most Common Venue  \\\n",
       "0            Steakhouse     Argentinian Restaurant           Coffee Shop   \n",
       "1        Discount Store  South American Restaurant        Soccer Stadium   \n",
       "2    Italian Restaurant         Seafood Restaurant                   Bar   \n",
       "3        Sandwich Place         Chinese Restaurant  Fast Food Restaurant   \n",
       "4              Pharmacy                Pizza Place           Coffee Shop   \n",
       "\n",
       "       6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "0  Latin American Restaurant   Japanese Restaurant  Gym / Fitness Center   \n",
       "1                    Theater        Sandwich Place             Dive Shop   \n",
       "2             Ice Cream Shop            Art Museum    Mexican Restaurant   \n",
       "3             Discount Store        Shipping Store      Business Service   \n",
       "4                 Restaurant        Lingerie Store  Fast Food Restaurant   \n",
       "\n",
       "                      9th Most Common Venue     10th Most Common Venue  \n",
       "0  Residential Building (Apartment / Condo)   Mediterranean Restaurant  \n",
       "1                        Chinese Restaurant       Fast Food Restaurant  \n",
       "2                            Sandwich Place         Salon / Barbershop  \n",
       "3                                 Rest Area                   Pharmacy  \n",
       "4                             Shopping Mall  Latin American Restaurant  "
      ]
     },
     "execution_count": 1117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add clustering labels\n",
    "Neighborhoods_venues_sorted.insert(0, 'Clusters', kmeans.labels_)\n",
    "\n",
    "SF_merged = Neighborhoods\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "SF_merged = SF_merged.join(Neighborhoods_venues_sorted.set_index('City'), on='City')\n",
    "\n",
    "SF_merged.head() # check the last columns!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Checking clusters and showing them on map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    14\n",
       "1    13\n",
       "2     1\n",
       "Name: Clusters, dtype: int64"
      ]
     },
     "execution_count": 1118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SF_merged.Clusters.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,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\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a2bb23ef0>"
      ]
     },
     "execution_count": 1119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[Latitude, Longitude], zoom_start=9)\n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
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    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_59d3370629fd4f68aac82e5e2e432c28 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_59d3370629fd4f68aac82e5e2e432c28" ></div>
        
</body>
<script>    
    

            
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                                  'map_59d3370629fd4f68aac82e5e2e432c28',
                                  {center: [25.76268,-80.29189],
                                  zoom: 9,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
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            var tile_layer_bc35d5bc21104bc18eeca5e76a9d34d0 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
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                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
        
    
            var circle_marker_c8311773ce044c9aa88910840262faa9 = L.circleMarker(
                [25.7617,-80.1918],
                {
  "bubblingMouseEvents": true,
  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
            
    
            var popup_71331707e4ab4c82b555c0bb9a3201c2 = L.popup({maxWidth: '300'});

            
                var html_ac0c13b0ec7642a689b3ec30b4d90007 = $('<div id="html_ac0c13b0ec7642a689b3ec30b4d90007" style="width: 100.0%; height: 100.0%;">Miami Cluster 0</div>')[0];
                popup_71331707e4ab4c82b555c0bb9a3201c2.setContent(html_ac0c13b0ec7642a689b3ec30b4d90007);
            

            circle_marker_c8311773ce044c9aa88910840262faa9.bindPopup(popup_71331707e4ab4c82b555c0bb9a3201c2);

            
        
    
            var circle_marker_baa328ef9d50479288c5fac23ff63187 = L.circleMarker(
                [25.8576,-80.2781],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
            
    
            var popup_c00feec28fbe471290b93a047047a022 = L.popup({maxWidth: '300'});

            
                var html_87acf725dbc34386ba7560b19df0d880 = $('<div id="html_87acf725dbc34386ba7560b19df0d880" style="width: 100.0%; height: 100.0%;">Hialeah Cluster 1</div>')[0];
                popup_c00feec28fbe471290b93a047047a022.setContent(html_87acf725dbc34386ba7560b19df0d880);
            

            circle_marker_baa328ef9d50479288c5fac23ff63187.bindPopup(popup_c00feec28fbe471290b93a047047a022);

            
        
    
            var circle_marker_fbfe5981084e4feebe0ddd174db37690 = L.circleMarker(
                [26.1224,-80.1373],
                {
  "bubblingMouseEvents": true,
  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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            var popup_58c5ea9680cd491d9a48a741fad3d87f = L.popup({maxWidth: '300'});

            
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  "weight": 3
}
                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
            
    
            var popup_3f0747a72b654a0593b9dbfff47ad84b = L.popup({maxWidth: '300'});

            
                var html_ff1d28aac83d47178ecce53bb2943ec0 = $('<div id="html_ff1d28aac83d47178ecce53bb2943ec0" style="width: 100.0%; height: 100.0%;">Delray Beach Cluster 0</div>')[0];
                popup_3f0747a72b654a0593b9dbfff47ad84b.setContent(html_ff1d28aac83d47178ecce53bb2943ec0);
            

            circle_marker_119fdc5b761e4c6592ea4044dbffd181.bindPopup(popup_3f0747a72b654a0593b9dbfff47ad84b);

            
        
    
            var circle_marker_00afadab938744bda777b89e85221fd8 = L.circleMarker(
                [25.4687,-80.4776],
                {
  "bubblingMouseEvents": true,
  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
            
    
            var popup_da02cb258e19494084b3c2bd34ce784c = L.popup({maxWidth: '300'});

            
                var html_697793a72db047fe976d1ff87300b83f = $('<div id="html_697793a72db047fe976d1ff87300b83f" style="width: 100.0%; height: 100.0%;">Homestead Cluster 0</div>')[0];
                popup_da02cb258e19494084b3c2bd34ce784c.setContent(html_697793a72db047fe976d1ff87300b83f);
            

            circle_marker_00afadab938744bda777b89e85221fd8.bindPopup(popup_da02cb258e19494084b3c2bd34ce784c);

            
        
    
            var circle_marker_528a48c5aa9645e58ffb9b1045c23887 = L.circleMarker(
                [26.2129,-80.2498],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
            
    
            var popup_19c3c7a283584f5a8377239f52a3938a = L.popup({maxWidth: '300'});

            
                var html_f2bd341c7b9d4e70b849f74c5f85d110 = $('<div id="html_f2bd341c7b9d4e70b849f74c5f85d110" style="width: 100.0%; height: 100.0%;">Tamarac Cluster 1</div>')[0];
                popup_19c3c7a283584f5a8377239f52a3938a.setContent(html_f2bd341c7b9d4e70b849f74c5f85d110);
            

            circle_marker_528a48c5aa9645e58ffb9b1045c23887.bindPopup(popup_19c3c7a283584f5a8377239f52a3938a);

            
        
    
            var circle_marker_2222a746fce1494387a9af54e34cbb0d = L.circleMarker(
                [25.8901,-80.1867],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
            
    
            var popup_9268761f84d44841a4842ea56a5e9f1d = L.popup({maxWidth: '300'});

            
                var html_32492daf9249478c820b29cefdc8938d = $('<div id="html_32492daf9249478c820b29cefdc8938d" style="width: 100.0%; height: 100.0%;">North Miami Cluster 1</div>')[0];
                popup_9268761f84d44841a4842ea56a5e9f1d.setContent(html_32492daf9249478c820b29cefdc8938d);
            

            circle_marker_2222a746fce1494387a9af54e34cbb0d.bindPopup(popup_9268761f84d44841a4842ea56a5e9f1d);

            
        
    
            var circle_marker_70a0bf948eed4bab9b533b10968d28eb = L.circleMarker(
                [26.6618,-80.2684],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
            
    
            var popup_d08563a7f5b84d42997668193e0570c8 = L.popup({maxWidth: '300'});

            
                var html_c1b44e80ce404d06bdf8184cd93d1311 = $('<div id="html_c1b44e80ce404d06bdf8184cd93d1311" style="width: 100.0%; height: 100.0%;">Wellington Cluster 1</div>')[0];
                popup_d08563a7f5b84d42997668193e0570c8.setContent(html_c1b44e80ce404d06bdf8184cd93d1311);
            

            circle_marker_70a0bf948eed4bab9b533b10968d28eb.bindPopup(popup_d08563a7f5b84d42997668193e0570c8);

            
        
    
            var circle_marker_49453028859a4552874c7079a6fe261f = L.circleMarker(
                [26.9342,-80.0942],
                {
  "bubblingMouseEvents": true,
  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
            
    
            var popup_6b05cb91bc474acbb9d1f121b8189da7 = L.popup({maxWidth: '300'});

            
                var html_65a2423221604bcfa5fa33898f08c37b = $('<div id="html_65a2423221604bcfa5fa33898f08c37b" style="width: 100.0%; height: 100.0%;">Jupiter Cluster 0</div>')[0];
                popup_6b05cb91bc474acbb9d1f121b8189da7.setContent(html_65a2423221604bcfa5fa33898f08c37b);
            

            circle_marker_49453028859a4552874c7079a6fe261f.bindPopup(popup_6b05cb91bc474acbb9d1f121b8189da7);

            
        
    
            var circle_marker_04e59a99f9d746e68d5d0a15f997bc84 = L.circleMarker(
                [26.2445,-80.2064],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
            
    
            var popup_59b7927b3af540b79c8aaa22c00ca845 = L.popup({maxWidth: '300'});

            
                var html_afcb8090d2a94492819052970ae606bb = $('<div id="html_afcb8090d2a94492819052970ae606bb" style="width: 100.0%; height: 100.0%;">Margate Cluster 1</div>')[0];
                popup_59b7927b3af540b79c8aaa22c00ca845.setContent(html_afcb8090d2a94492819052970ae606bb);
            

            circle_marker_04e59a99f9d746e68d5d0a15f997bc84.bindPopup(popup_59b7927b3af540b79c8aaa22c00ca845);

            
        
    
            var circle_marker_19ee4a41f0734624b769248046ae724e = L.circleMarker(
                [26.2517,-80.1789],
                {
  "bubblingMouseEvents": true,
  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_59d3370629fd4f68aac82e5e2e432c28);
            
    
            var popup_d38064702d934c379a38bf02dec83867 = L.popup({maxWidth: '300'});

            
                var html_12cc69b585864c6a9259262263c8fbb1 = $('<div id="html_12cc69b585864c6a9259262263c8fbb1" style="width: 100.0%; height: 100.0%;">Coconut Creek Cluster 0</div>')[0];
                popup_d38064702d934c379a38bf02dec83867.setContent(html_12cc69b585864c6a9259262263c8fbb1);
            

            circle_marker_19ee4a41f0734624b769248046ae724e.bindPopup(popup_d38064702d934c379a38bf02dec83867);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a2bb23ef0>"
      ]
     },
     "execution_count": 1121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(kclusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(SF_merged['Latitude'], SF_merged['Longitude'], SF_merged['City'], SF_merged['Clusters']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[int(cluster)-2],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[int(cluster)-2],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "    \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. Checking all the clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1122,
   "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>City</th>\n",
       "      <th>Clusters</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Miami</td>\n",
       "      <td>0</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Argentinian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Residential Building (Apartment / Condo)</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>0</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Art Museum</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pembroke Pines</td>\n",
       "      <td>0</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Hollywood</td>\n",
       "      <td>0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Peruvian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Miramar</td>\n",
       "      <td>0</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Basketball Court</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Gymnastics Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>West Palm Beach</td>\n",
       "      <td>0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Wine Bar</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Park</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Davie</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Pub</td>\n",
       "      <td>College Rec Center</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Miami Beach</td>\n",
       "      <td>0</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Beach</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Boca Raton</td>\n",
       "      <td>0</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Boynton Beach</td>\n",
       "      <td>0</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Jewish Restaurant</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Bookstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Delray Beach</td>\n",
       "      <td>0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Homestead</td>\n",
       "      <td>0</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Big Box Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Jupiter</td>\n",
       "      <td>0</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Coconut Creek</td>\n",
       "      <td>0</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Bistro</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Dance Studio</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               City  Clusters 1st Most Common Venue   2nd Most Common Venue  \\\n",
       "0             Miami         0    Italian Restaurant                   Hotel   \n",
       "2   Fort Lauderdale         0   American Restaurant        Sushi Restaurant   \n",
       "4    Pembroke Pines         0          Burger Joint  Furniture / Home Store   \n",
       "5         Hollywood         0                   Bar     Peruvian Restaurant   \n",
       "6           Miramar         0            Food Truck               BBQ Joint   \n",
       "9   West Palm Beach         0                   Bar        Asian Restaurant   \n",
       "11            Davie         0           Coffee Shop                     Bar   \n",
       "12      Miami Beach         0                 Hotel                  Lounge   \n",
       "15       Boca Raton         0   American Restaurant        Department Store   \n",
       "17    Boynton Beach         0      Department Store                  Bakery   \n",
       "20     Delray Beach         0           Pizza Place      Italian Restaurant   \n",
       "21        Homestead         0    Mexican Restaurant     American Restaurant   \n",
       "25          Jupiter         0        Sandwich Place             Pizza Place   \n",
       "27    Coconut Creek         0     Convenience Store      Italian Restaurant   \n",
       "\n",
       "        3rd Most Common Venue   4th Most Common Venue 5th Most Common Venue  \\\n",
       "0                  Steakhouse  Argentinian Restaurant           Coffee Shop   \n",
       "2          Italian Restaurant      Seafood Restaurant                   Bar   \n",
       "4                    Pharmacy             Pizza Place           Coffee Shop   \n",
       "5              Sandwich Place            Cocktail Bar      Sushi Restaurant   \n",
       "6   Latin American Restaurant              Donut Shop      Basketball Court   \n",
       "9                    Wine Bar      Mexican Restaurant     French Restaurant   \n",
       "11                 Hookah Bar          Baseball Field         Deli / Bodega   \n",
       "12         Italian Restaurant                   Beach                   Bar   \n",
       "15             Clothing Store          Cosmetics Shop        Lingerie Store   \n",
       "17        American Restaurant      Mexican Restaurant             Pet Store   \n",
       "20    New American Restaurant     American Restaurant    Seafood Restaurant   \n",
       "21                Pizza Place              Donut Shop       Thai Restaurant   \n",
       "25              Grocery Store                Pharmacy        Breakfast Spot   \n",
       "27                 Donut Shop      Chinese Restaurant      Business Service   \n",
       "\n",
       "        6th Most Common Venue      7th Most Common Venue  \\\n",
       "0   Latin American Restaurant        Japanese Restaurant   \n",
       "2              Ice Cream Shop                 Art Museum   \n",
       "4                  Restaurant             Lingerie Store   \n",
       "5          Mexican Restaurant  Latin American Restaurant   \n",
       "6          Italian Restaurant      Performing Arts Venue   \n",
       "9                  Restaurant  Middle Eastern Restaurant   \n",
       "11               Dessert Shop                        Pub   \n",
       "12                     Bakery      Performing Arts Venue   \n",
       "15              Jewelry Store               Burger Joint   \n",
       "17     Furniture / Home Store                        Gym   \n",
       "20               Burger Joint               Dessert Shop   \n",
       "21              Grocery Store             Sandwich Place   \n",
       "25       Fast Food Restaurant                 Donut Shop   \n",
       "27               Burger Joint                       Pool   \n",
       "\n",
       "       8th Most Common Venue                     9th Most Common Venue  \\\n",
       "0       Gym / Fitness Center  Residential Building (Apartment / Condo)   \n",
       "2         Mexican Restaurant                            Sandwich Place   \n",
       "4       Fast Food Restaurant                             Shopping Mall   \n",
       "5                Coffee Shop                                  Pharmacy   \n",
       "6                        Spa                      Gym / Fitness Center   \n",
       "9             Farmers Market                                      Park   \n",
       "11        College Rec Center                        Seafood Restaurant   \n",
       "12               Coffee Shop                                       Spa   \n",
       "15    Furniture / Home Store                                Restaurant   \n",
       "17         Jewish Restaurant                                       Spa   \n",
       "20  Mediterranean Restaurant                               Coffee Shop   \n",
       "21             Big Box Store                                Restaurant   \n",
       "25        Italian Restaurant                       American Restaurant   \n",
       "27                    Bistro                              Tennis Court   \n",
       "\n",
       "       10th Most Common Venue  \n",
       "0    Mediterranean Restaurant  \n",
       "2          Salon / Barbershop  \n",
       "4   Latin American Restaurant  \n",
       "5                 Pizza Place  \n",
       "6              Gymnastics Gym  \n",
       "9          Italian Restaurant  \n",
       "11       Fast Food Restaurant  \n",
       "12                   Pharmacy  \n",
       "15                 Steakhouse  \n",
       "17                  Bookstore  \n",
       "20            Thai Restaurant  \n",
       "21        Fried Chicken Joint  \n",
       "25          Convenience Store  \n",
       "27               Dance Studio  "
      ]
     },
     "execution_count": 1122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Cluster 1\n",
    "SF_merged.loc[SF_merged['Clusters'] == 0, SF_merged.columns[[0] + list(range(5, SF_merged.shape[1]))]]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1123,
   "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>City</th>\n",
       "      <th>Clusters</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hialeah</td>\n",
       "      <td>1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Cuban Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>South American Restaurant</td>\n",
       "      <td>Soccer Stadium</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dive Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Port St. Lucie</td>\n",
       "      <td>1</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Shipping Store</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Rest Area</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Coral Springs</td>\n",
       "      <td>1</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Miami Gardens</td>\n",
       "      <td>1</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Strip Club</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Shoe Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Pompano Beach</td>\n",
       "      <td>1</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Plantation</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>South American Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Lawyer</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Sunrise</td>\n",
       "      <td>1</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Big Box Store</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Colombian Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Deerfield Beach</td>\n",
       "      <td>1</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Shipping Store</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Lauderhill</td>\n",
       "      <td>1</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Shoe Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Big Box Store</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Toll Plaza</td>\n",
       "      <td>Laundromat</td>\n",
       "      <td>Yoga Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Tamarac</td>\n",
       "      <td>1</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Lawyer</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Food Truck</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>North Miami</td>\n",
       "      <td>1</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Food</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Wellington</td>\n",
       "      <td>1</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Multiplex</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Margate</td>\n",
       "      <td>1</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Video Game Store</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Locksmith</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               City  Clusters 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "1           Hialeah         1         Grocery Store      Cuban Restaurant   \n",
       "3    Port St. Lucie         1           Pizza Place  Gym / Fitness Center   \n",
       "7     Coral Springs         1    Italian Restaurant      Asian Restaurant   \n",
       "8     Miami Gardens         1  Fast Food Restaurant   Fried Chicken Joint   \n",
       "10    Pompano Beach         1  Fast Food Restaurant     Convenience Store   \n",
       "13       Plantation         1                  Park    Light Rail Station   \n",
       "14          Sunrise         1     Mobile Phone Shop           Coffee Shop   \n",
       "16  Deerfield Beach         1    Seafood Restaurant  Fast Food Restaurant   \n",
       "18       Lauderhill         1  Caribbean Restaurant      Business Service   \n",
       "22          Tamarac         1                   Gym         Grocery Store   \n",
       "23      North Miami         1           Pizza Place        Discount Store   \n",
       "24       Wellington         1           Pizza Place    Chinese Restaurant   \n",
       "26          Margate         1  Fast Food Restaurant      Video Game Store   \n",
       "\n",
       "        3rd Most Common Venue      4th Most Common Venue  \\\n",
       "1              Discount Store  South American Restaurant   \n",
       "3              Sandwich Place         Chinese Restaurant   \n",
       "7           Indian Restaurant       Fast Food Restaurant   \n",
       "8                 Pizza Place         Athletics & Sports   \n",
       "10               Intersection                Pizza Place   \n",
       "13                Coffee Shop       Fast Food Restaurant   \n",
       "14       Caribbean Restaurant  Latin American Restaurant   \n",
       "16     Thrift / Vintage Store             Sandwich Place   \n",
       "18                 Shoe Store             Discount Store   \n",
       "22                   Pharmacy     Furniture / Home Store   \n",
       "23             Sandwich Place                   Pharmacy   \n",
       "24             Breakfast Spot                 Sports Bar   \n",
       "26  Latin American Restaurant                      Diner   \n",
       "\n",
       "   5th Most Common Venue       6th Most Common Venue   7th Most Common Venue  \\\n",
       "1         Soccer Stadium                     Theater          Sandwich Place   \n",
       "3   Fast Food Restaurant              Discount Store          Shipping Store   \n",
       "7            Pizza Place               Grocery Store                 Theater   \n",
       "8   Caribbean Restaurant                  Strip Club      Seafood Restaurant   \n",
       "10            Donut Shop    Mediterranean Restaurant                    Café   \n",
       "13          Liquor Store   South American Restaurant      Seafood Restaurant   \n",
       "14                 Hotel               Big Box Store     American Restaurant   \n",
       "16            Donut Shop           Mobile Phone Shop                Pharmacy   \n",
       "18     Indian Restaurant               Big Box Store            Intersection   \n",
       "22  Fast Food Restaurant                Liquor Store              Donut Shop   \n",
       "23  Fast Food Restaurant   Cajun / Creole Restaurant  Thrift / Vintage Store   \n",
       "24              Pharmacy  Construction & Landscaping               Multiplex   \n",
       "26                  Pool                        Bank               Locksmith   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "1              Dive Shop    Chinese Restaurant   Fast Food Restaurant  \n",
       "3       Business Service             Rest Area               Pharmacy  \n",
       "7                    Spa        Sandwich Place    Fried Chicken Joint  \n",
       "8                 Bakery        Clothing Store             Shoe Store  \n",
       "10           Flea Market            Food Truck    Fried Chicken Joint  \n",
       "13                Lawyer           Flower Shop         Sandwich Place  \n",
       "14   Rental Car Location  Colombian Restaurant         Discount Store  \n",
       "16          Burger Joint        Shipping Store     Salon / Barbershop  \n",
       "18            Toll Plaza            Laundromat            Yoga Studio  \n",
       "22                Lawyer     Food & Drink Shop             Food Truck  \n",
       "23    Seafood Restaurant                  Food                   Park  \n",
       "24            Restaurant         Movie Theater             Donut Shop  \n",
       "26  Caribbean Restaurant    Chinese Restaurant             Donut Shop  "
      ]
     },
     "execution_count": 1123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Cluster 2\n",
    "SF_merged.loc[SF_merged['Clusters'] == 1, SF_merged.columns[[0] + list(range(5, SF_merged.shape[1]))]]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1125,
   "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>City</th>\n",
       "      <th>Clusters</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Weston</td>\n",
       "      <td>2</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Park</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      City  Clusters 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "19  Weston         2      Business Service          Home Service   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "19           Golf Course                  Park      Department Store   \n",
       "\n",
       "          6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "19  Eastern European Restaurant           Flea Market  Fast Food Restaurant   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "19        Farmers Market     Falafel Restaurant  "
      ]
     },
     "execution_count": 1125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Cluster 3\n",
    "SF_merged.loc[SF_merged['Clusters'] == 2, SF_merged.columns[[0] + list(range(5, SF_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Checking the nature of Cluster 1 by exploring the top 3 most common venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1128,
   "metadata": {},
   "outputs": [],
   "source": [
    "CLuster1 = SF_merged.loc[SF_merged['Clusters'] == 0, SF_merged.columns[[0] + list(range(5, SF_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Bar                    2\n",
       "American Restaurant    2\n",
       "Italian Restaurant     1\n",
       "Department Store       1\n",
       "Coffee Shop            1\n",
       "Burger Joint           1\n",
       "Hotel                  1\n",
       "Sandwich Place         1\n",
       "Pizza Place            1\n",
       "Food Truck             1\n",
       "Mexican Restaurant     1\n",
       "Convenience Store      1\n",
       "Name: 1st Most Common Venue, dtype: int64"
      ]
     },
     "execution_count": 1148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CLuster1['1st Most Common Venue'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Italian Restaurant        2\n",
       "BBQ Joint                 1\n",
       "Lounge                    1\n",
       "Bakery                    1\n",
       "Department Store          1\n",
       "Pizza Place               1\n",
       "Sushi Restaurant          1\n",
       "Bar                       1\n",
       "Furniture / Home Store    1\n",
       "American Restaurant       1\n",
       "Hotel                     1\n",
       "Peruvian Restaurant       1\n",
       "Asian Restaurant          1\n",
       "Name: 2nd Most Common Venue, dtype: int64"
      ]
     },
     "execution_count": 1151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CLuster1['2nd Most Common Venue'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Italian Restaurant           2\n",
       "Latin American Restaurant    1\n",
       "Steakhouse                   1\n",
       "Wine Bar                     1\n",
       "Hookah Bar                   1\n",
       "Sandwich Place               1\n",
       "Pizza Place                  1\n",
       "Clothing Store               1\n",
       "New American Restaurant      1\n",
       "Pharmacy                     1\n",
       "American Restaurant          1\n",
       "Donut Shop                   1\n",
       "Grocery Store                1\n",
       "Name: 3rd Most Common Venue, dtype: int64"
      ]
     },
     "execution_count": 1152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CLuster1['3rd Most Common Venue'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cluster 1 seems to be a Bar and Restaurant type with restaurants being American and Italian "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Checking the nature of Cluster 2 by exploring the top 3 most common venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Fast Food Restaurant    3\n",
       "Pizza Place             3\n",
       "Italian Restaurant      1\n",
       "Mobile Phone Shop       1\n",
       "Caribbean Restaurant    1\n",
       "Seafood Restaurant      1\n",
       "Park                    1\n",
       "Gym                     1\n",
       "Grocery Store           1\n",
       "Name: 1st Most Common Venue, dtype: int64"
      ]
     },
     "execution_count": 1149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cluster2 = SF_merged.loc[SF_merged['Clusters'] == 1, SF_merged.columns[[0] + list(range(5, SF_merged.shape[1]))]]\n",
    "Cluster2['1st Most Common Venue'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Fast Food Restaurant    1\n",
       "Light Rail Station      1\n",
       "Gym / Fitness Center    1\n",
       "Video Game Store        1\n",
       "Grocery Store           1\n",
       "Convenience Store       1\n",
       "Fried Chicken Joint     1\n",
       "Coffee Shop             1\n",
       "Chinese Restaurant      1\n",
       "Business Service        1\n",
       "Discount Store          1\n",
       "Asian Restaurant        1\n",
       "Cuban Restaurant        1\n",
       "Name: 2nd Most Common Venue, dtype: int64"
      ]
     },
     "execution_count": 1153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cluster2 = SF_merged.loc[SF_merged['Clusters'] == 1, SF_merged.columns[[0] + list(range(5, SF_merged.shape[1]))]]\n",
    "Cluster2['2nd Most Common Venue'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sandwich Place               2\n",
       "Breakfast Spot               1\n",
       "Shoe Store                   1\n",
       "Latin American Restaurant    1\n",
       "Pharmacy                     1\n",
       "Indian Restaurant            1\n",
       "Coffee Shop                  1\n",
       "Caribbean Restaurant         1\n",
       "Pizza Place                  1\n",
       "Intersection                 1\n",
       "Thrift / Vintage Store       1\n",
       "Discount Store               1\n",
       "Name: 3rd Most Common Venue, dtype: int64"
      ]
     },
     "execution_count": 1154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cluster2 = SF_merged.loc[SF_merged['Clusters'] == 1, SF_merged.columns[[0] + list(range(5, SF_merged.shape[1]))]]\n",
    "Cluster2['3rd Most Common Venue'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cluster 2 seems to be with venues for fastfood - Pizzas and sandwiches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Business Service    1\n",
       "Name: 1st Most Common Venue, dtype: int64"
      ]
     },
     "execution_count": 1150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cluster3 = SF_merged.loc[SF_merged['Clusters'] == 2, SF_merged.columns[[0] + list(range(5, SF_merged.shape[1]))]]\n",
    "Cluster3['1st Most Common Venue'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Home Service    1\n",
       "Name: 2nd Most Common Venue, dtype: int64"
      ]
     },
     "execution_count": 1155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cluster3 = SF_merged.loc[SF_merged['Clusters'] == 2, SF_merged.columns[[0] + list(range(5, SF_merged.shape[1]))]]\n",
    "Cluster3['2nd Most Common Venue'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Golf Course    1\n",
       "Name: 3rd Most Common Venue, dtype: int64"
      ]
     },
     "execution_count": 1156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cluster3 = SF_merged.loc[SF_merged['Clusters'] == 2, SF_merged.columns[[0] + list(range(5, SF_merged.shape[1]))]]\n",
    "Cluster3['3rd Most Common Venue'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cluster 3 is more of business services and have only one city"
   ]
  }
 ],
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