Clustering_Toronto_3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering Toronto neighborhoods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook we're gonna cluster the neighborhoods of Toronto.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 1 - Importing postal code data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we have to import the pandas and numpy libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we don't have lxml library installed, we have to install it now, or else the next cell will run into an error:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting package metadata (current_repodata.json): done\n",
      "Solving environment: done\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /home/jupyterlab/conda/envs/python\n",
      "\n",
      "  added / updated specs:\n",
      "    - lxml\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    ca-certificates-2020.1.1   |                0         132 KB  anaconda\n",
      "    certifi-2020.4.5.1         |           py36_0         159 KB  anaconda\n",
      "    libxslt-1.1.33             |       h7d1a2b0_0         577 KB  anaconda\n",
      "    lxml-4.5.0                 |   py36hefd8a0e_0         1.6 MB  anaconda\n",
      "    openssl-1.1.1g             |       h7b6447c_0         3.8 MB  anaconda\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:         6.2 MB\n",
      "\n",
      "The following NEW packages will be INSTALLED:\n",
      "\n",
      "  libxslt            anaconda/linux-64::libxslt-1.1.33-h7d1a2b0_0\n",
      "  lxml               anaconda/linux-64::lxml-4.5.0-py36hefd8a0e_0\n",
      "\n",
      "The following packages will be UPDATED:\n",
      "\n",
      "  openssl            conda-forge::openssl-1.1.1f-h516909a_0 --> anaconda::openssl-1.1.1g-h7b6447c_0\n",
      "\n",
      "The following packages will be SUPERSEDED by a higher-priority channel:\n",
      "\n",
      "  ca-certificates    conda-forge::ca-certificates-2020.4.5~ --> anaconda::ca-certificates-2020.1.1-0\n",
      "  certifi            conda-forge::certifi-2020.4.5.1-py36h~ --> anaconda::certifi-2020.4.5.1-py36_0\n",
      "\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "certifi-2020.4.5.1   | 159 KB    | ##################################### | 100% \n",
      "openssl-1.1.1g       | 3.8 MB    | ##################################### | 100% \n",
      "libxslt-1.1.33       | 577 KB    | ##################################### | 100% \n",
      "ca-certificates-2020 | 132 KB    | ##################################### | 100% \n",
      "lxml-4.5.0           | 1.6 MB    | ##################################### | 100% \n",
      "Preparing transaction: done\n",
      "Verifying transaction: done\n",
      "Executing transaction: done\n"
     ]
    }
   ],
   "source": [
    "# uncomment below and run if you don't have lxml installed yet\n",
    "!conda install -y -c anaconda lxml"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we're importing the data from the Wikipedia url. The read_html function is quite flexible, so we don't have to do much here. After import, the result is a list of dataframes. We need only the first one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Postalcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M2A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>M5Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>M6Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>M7Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Mimico NW / The Queensway West / South of Bloo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>M9Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postalcode           Borough  \\\n",
       "0          M1A      Not assigned   \n",
       "1          M2A      Not assigned   \n",
       "2          M3A        North York   \n",
       "3          M4A        North York   \n",
       "4          M5A  Downtown Toronto   \n",
       "..         ...               ...   \n",
       "175        M5Z      Not assigned   \n",
       "176        M6Z      Not assigned   \n",
       "177        M7Z      Not assigned   \n",
       "178        M8Z         Etobicoke   \n",
       "179        M9Z      Not assigned   \n",
       "\n",
       "                                          Neighborhood  \n",
       "0                                                  NaN  \n",
       "1                                                  NaN  \n",
       "2                                            Parkwoods  \n",
       "3                                     Victoria Village  \n",
       "4                           Regent Park / Harbourfront  \n",
       "..                                                 ...  \n",
       "175                                                NaN  \n",
       "176                                                NaN  \n",
       "177                                                NaN  \n",
       "178  Mimico NW / The Queensway West / South of Bloo...  \n",
       "179                                                NaN  \n",
       "\n",
       "[180 rows x 3 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wiki = 'http://en.wikipedia.org/w/index.php?title=List_of_postal_codes_of_Canada:_M'\n",
    "postalCodes = pd.read_html(wiki)\n",
    "df = postalCodes[0] # we only need the first dataframe\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, this data is a bit unclean. We need to drop the rows where the Borough values are \"Not assigned\". After that, we're checking if any NaN values remained in the dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Postalcode      False\n",
       "Borough         False\n",
       "Neighborhood    False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[df['Borough'] != 'Not assigned']\n",
    "df.isna().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The indexes are a bit off, so we have to reset them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>Postalcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway / Montgomery Road / Old Mill North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing Centre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Old Mill South / King's Mill Park / Sunnylea /...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Mimico NW / The Queensway West / South of Bloo...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>103 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postalcode           Borough  \\\n",
       "0          M3A        North York   \n",
       "1          M4A        North York   \n",
       "2          M5A  Downtown Toronto   \n",
       "3          M6A        North York   \n",
       "4          M7A  Downtown Toronto   \n",
       "..         ...               ...   \n",
       "98         M8X         Etobicoke   \n",
       "99         M4Y  Downtown Toronto   \n",
       "100        M7Y      East Toronto   \n",
       "101        M8Y         Etobicoke   \n",
       "102        M8Z         Etobicoke   \n",
       "\n",
       "                                          Neighborhood  \n",
       "0                                            Parkwoods  \n",
       "1                                     Victoria Village  \n",
       "2                           Regent Park / Harbourfront  \n",
       "3                    Lawrence Manor / Lawrence Heights  \n",
       "4         Queen's Park / Ontario Provincial Government  \n",
       "..                                                 ...  \n",
       "98     The Kingsway / Montgomery Road / Old Mill North  \n",
       "99                                Church and Wellesley  \n",
       "100              Business reply mail Processing Centre  \n",
       "101  Old Mill South / King's Mill Park / Sunnylea /...  \n",
       "102  Mimico NW / The Queensway West / South of Bloo...  \n",
       "\n",
       "[103 rows x 3 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.reset_index(drop=True, inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking the shape of the dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2 - Importing the coordinates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's fetch the geocoordinate data. I chose the simpliest way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!wget -O gcoor.csv https://cocl.us/Geospatial_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There's a case sensitivity inconsistency in the column names, so we have to fix this after import. It's important, because it's the column occuring in both dataframes, so this will be the key of the data join operation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jupyterlab/conda/envs/python/lib/python3.6/site-packages/pandas/core/frame.py:4133: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  errors=errors,\n"
     ]
    }
   ],
   "source": [
    "gcoor = pd.read_csv('gcoor.csv')\n",
    "gcoor.rename(columns = {'Postal Code':'Postal code'}, inplace = True) \n",
    "df.rename(columns = {'Postalcode':'Postal code'}, inplace = True)  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The common column of the dataframe is Postal code. Let's sort both dataframes by this, just to avoid confusion. After that, we can merge the two dataframes into one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>Postal code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.753259</td>\n",
       "      <td>-79.329656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.725882</td>\n",
       "      <td>-79.315572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "      <td>43.718518</td>\n",
       "      <td>-79.464763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "      <td>43.662301</td>\n",
       "      <td>-79.389494</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal code           Borough                                  Neighborhood  \\\n",
       "0         M3A        North York                                     Parkwoods   \n",
       "1         M4A        North York                              Victoria Village   \n",
       "2         M5A  Downtown Toronto                    Regent Park / Harbourfront   \n",
       "3         M6A        North York             Lawrence Manor / Lawrence Heights   \n",
       "4         M7A  Downtown Toronto  Queen's Park / Ontario Provincial Government   \n",
       "\n",
       "    Latitude  Longitude  \n",
       "0  43.753259 -79.329656  \n",
       "1  43.725882 -79.315572  \n",
       "2  43.654260 -79.360636  \n",
       "3  43.718518 -79.464763  \n",
       "4  43.662301 -79.389494  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gcoor.sort_values(by=['Postal code'])\n",
    "df.sort_values(by=['Postal code'])\n",
    "\n",
    "df_inner = pd.merge(df, gcoor, on=['Postal code'], how='inner')\n",
    "\n",
    "df_inner.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 3 - Clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we do some necessary imports and installs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting package metadata (current_repodata.json): done\n",
      "Solving environment: done\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /home/jupyterlab/conda/envs/python\n",
      "\n",
      "  added / updated specs:\n",
      "    - geopy\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    geographiclib-1.50         |             py_0          34 KB  conda-forge\n",
      "    geopy-1.21.0               |             py_0          58 KB  conda-forge\n",
      "    openssl-1.1.1g             |       h516909a_0         2.1 MB  conda-forge\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:         2.2 MB\n",
      "\n",
      "The following NEW packages will be INSTALLED:\n",
      "\n",
      "  geographiclib      conda-forge/noarch::geographiclib-1.50-py_0\n",
      "  geopy              conda-forge/noarch::geopy-1.21.0-py_0\n",
      "\n",
      "The following packages will be UPDATED:\n",
      "\n",
      "  ca-certificates      anaconda::ca-certificates-2020.1.1-0 --> conda-forge::ca-certificates-2020.4.5.1-hecc5488_0\n",
      "\n",
      "The following packages will be SUPERSEDED by a higher-priority channel:\n",
      "\n",
      "  certifi               anaconda::certifi-2020.4.5.1-py36_0 --> conda-forge::certifi-2020.4.5.1-py36h9f0ad1d_0\n",
      "  openssl               anaconda::openssl-1.1.1g-h7b6447c_0 --> conda-forge::openssl-1.1.1g-h516909a_0\n",
      "\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "geographiclib-1.50   | 34 KB     | ##################################### | 100% \n",
      "openssl-1.1.1g       | 2.1 MB    | ##################################### | 100% \n",
      "geopy-1.21.0         | 58 KB     | ##################################### | 100% \n",
      "Preparing transaction: done\n",
      "Verifying transaction: done\n",
      "Executing transaction: done\n"
     ]
    }
   ],
   "source": [
    "!conda install -c conda-forge geopy --yes \n",
    "from geopy.geocoders import Nominatim \n",
    "import folium\n",
    "import requests\n",
    "import json \n",
    "from pandas.io.json import json_normalize \n",
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After that, we get coordinates of Toronto with Nominatim."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Toronto are 43.6534817, -79.3839347.\n"
     ]
    }
   ],
   "source": [
    "address = 'Toronto, CA'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"toronto_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Toronto are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to work with only the boroughs of Toronto, leave the next cell as is. If you want more surrounding boroughs, then comment the first line and uncomment the second, before running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(39, 5)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_data = df_inner[df_inner['Borough'].str.contains(\"Toronto\")].reset_index(drop=True) \n",
    "#toronto_data = df_inner.reset_index(drop=True) \n",
    "toronto_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "# toronto_data.rename(columns = {'Neighbourhood':'Neighborhood'}, inplace = True) # for older versions of the wiki"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing the selected neighborhoods in Folium map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7ff0834b8f28>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
    "\n",
    "for lat, lng, borough, neighborhood in zip(toronto_data['Latitude'], toronto_data['Longitude'], toronto_data['Borough'], toronto_data['Neighborhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_toronto)  \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are setting up the variables for the Foursquare API."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentials:\n",
      "CLIENT_ID: T25T2EPBEZUXGLPLEF5G04PUQPETKVHXDTBRNPLP2J5UXXKM\n",
      "CLIENT_SECRET:LTREEVNUW3ZJXFNQ2SHABNSILJIE4NAW2AGXTQBTL2AZXQ0D\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'T25T2EPBEZUXGLPLEF5G04PUQPETKVHXDTBRNPLP2J5UXXKM' # your Foursquare ID\n",
    "CLIENT_SECRET = 'LTREEVNUW3ZJXFNQ2SHABNSILJIE4NAW2AGXTQBTL2AZXQ0D' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version\n",
    "\n",
    "print('Your credentials:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)\n",
    "LIMIT = 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here follows a handy function to get nearby venues from Foursquare."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "def getNearbyVenues(names, latitudes, longitudes, radius=500):\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",
    "        time.sleep(1) # not spamming the fsq api\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 = ['Neighborhood', \n",
    "                  'Neighborhood Latitude', \n",
    "                  'Neighborhood Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's use this function to get venues for neighborhoods in our Toronto data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Regent Park / Harbourfront\n",
      "Queen's Park / Ontario Provincial Government\n",
      "Garden District / Ryerson\n",
      "St. James Town\n",
      "The Beaches\n",
      "Berczy Park\n",
      "Central Bay Street\n",
      "Christie\n",
      "Richmond / Adelaide / King\n",
      "Dufferin / Dovercourt Village\n",
      "Harbourfront East / Union Station / Toronto Islands\n",
      "Little Portugal / Trinity\n",
      "The Danforth West / Riverdale\n",
      "Toronto Dominion Centre / Design Exchange\n",
      "Brockton / Parkdale Village / Exhibition Place\n",
      "India Bazaar / The Beaches West\n",
      "Commerce Court / Victoria Hotel\n",
      "Studio District\n",
      "Lawrence Park\n",
      "Roselawn\n",
      "Davisville North\n",
      "Forest Hill North & West\n",
      "High Park / The Junction South\n",
      "North Toronto West\n",
      "The Annex / North Midtown / Yorkville\n",
      "Parkdale / Roncesvalles\n",
      "Davisville\n",
      "University of Toronto / Harbord\n",
      "Runnymede / Swansea\n",
      "Moore Park / Summerhill East\n",
      "Kensington Market / Chinatown / Grange Park\n",
      "Summerhill West / Rathnelly / South Hill / Forest Hill SE / Deer Park\n",
      "CN Tower / King and Spadina / Railway Lands / Harbourfront West / Bathurst Quay / South Niagara / Island airport\n",
      "Rosedale\n",
      "Stn A PO Boxes\n",
      "St. James Town / Cabbagetown\n",
      "First Canadian Place / Underground city\n",
      "Church and Wellesley\n",
      "Business reply mail Processing Centre\n"
     ]
    }
   ],
   "source": [
    "toronto_venues = getNearbyVenues(names=toronto_data['Neighborhood'],\n",
    "                                   latitudes=toronto_data['Latitude'],\n",
    "                                   longitudes=toronto_data['Longitude']\n",
    "                                  )\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now group these venues by neighborhood, and print out the category count."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
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       "      <td>58</td>\n",
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       "      <td>15</td>\n",
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       "      <td>15</td>\n",
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       "      <td>15</td>\n",
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       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
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       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
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       "      <th>Church and Wellesley</th>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Commerce Court / Victoria Hotel</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Davisville</th>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Davisville North</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dufferin / Dovercourt Village</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>First Canadian Place / Underground city</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Forest Hill North &amp; West</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Garden District / Ryerson</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harbourfront East / Union Station / Toronto Islands</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>High Park / The Junction South</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>India Bazaar / The Beaches West</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kensington Market / Chinatown / Grange Park</th>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lawrence Park</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Little Portugal / Trinity</th>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moore Park / Summerhill East</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Toronto West</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parkdale / Roncesvalles</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Queen's Park / Ontario Provincial Government</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Regent Park / Harbourfront</th>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Richmond / Adelaide / King</th>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rosedale</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Roselawn</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Runnymede / Swansea</th>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St. James Town</th>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St. James Town / Cabbagetown</th>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stn A PO Boxes</th>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Studio District</th>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Summerhill West / Rathnelly / South Hill / Forest Hill SE / Deer Park</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Annex / North Midtown / Yorkville</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Beaches</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Danforth West / Riverdale</th>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toronto Dominion Centre / Design Exchange</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Toronto / Harbord</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Neighborhood Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Berczy Park                                                            58   \n",
       "Brockton / Parkdale Village / Exhibition Place                         22   \n",
       "Business reply mail Processing Centre                                  15   \n",
       "CN Tower / King and Spadina / Railway Lands / H...                     15   \n",
       "Central Bay Street                                                     63   \n",
       "Christie                                                               17   \n",
       "Church and Wellesley                                                   78   \n",
       "Commerce Court / Victoria Hotel                                       100   \n",
       "Davisville                                                             34   \n",
       "Davisville North                                                        7   \n",
       "Dufferin / Dovercourt Village                                          18   \n",
       "First Canadian Place / Underground city                               100   \n",
       "Forest Hill North & West                                                4   \n",
       "Garden District / Ryerson                                             100   \n",
       "Harbourfront East / Union Station / Toronto Isl...                    100   \n",
       "High Park / The Junction South                                         23   \n",
       "India Bazaar / The Beaches West                                        21   \n",
       "Kensington Market / Chinatown / Grange Park                            55   \n",
       "Lawrence Park                                                           3   \n",
       "Little Portugal / Trinity                                              42   \n",
       "Moore Park / Summerhill East                                            4   \n",
       "North Toronto West                                                     21   \n",
       "Parkdale / Roncesvalles                                                13   \n",
       "Queen's Park / Ontario Provincial Government                           36   \n",
       "Regent Park / Harbourfront                                             48   \n",
       "Richmond / Adelaide / King                                             94   \n",
       "Rosedale                                                                4   \n",
       "Roselawn                                                                1   \n",
       "Runnymede / Swansea                                                    40   \n",
       "St. James Town                                                         78   \n",
       "St. James Town / Cabbagetown                                           45   \n",
       "Stn A PO Boxes                                                         96   \n",
       "Studio District                                                        41   \n",
       "Summerhill West / Rathnelly / South Hill / Fore...                     16   \n",
       "The Annex / North Midtown / Yorkville                                  23   \n",
       "The Beaches                                                             4   \n",
       "The Danforth West / Riverdale                                          43   \n",
       "Toronto Dominion Centre / Design Exchange                             100   \n",
       "University of Toronto / Harbord                                        36   \n",
       "\n",
       "                                                    Neighborhood Longitude  \\\n",
       "Neighborhood                                                                 \n",
       "Berczy Park                                                             58   \n",
       "Brockton / Parkdale Village / Exhibition Place                          22   \n",
       "Business reply mail Processing Centre                                   15   \n",
       "CN Tower / King and Spadina / Railway Lands / H...                      15   \n",
       "Central Bay Street                                                      63   \n",
       "Christie                                                                17   \n",
       "Church and Wellesley                                                    78   \n",
       "Commerce Court / Victoria Hotel                                        100   \n",
       "Davisville                                                              34   \n",
       "Davisville North                                                         7   \n",
       "Dufferin / Dovercourt Village                                           18   \n",
       "First Canadian Place / Underground city                                100   \n",
       "Forest Hill North & West                                                 4   \n",
       "Garden District / Ryerson                                              100   \n",
       "Harbourfront East / Union Station / Toronto Isl...                     100   \n",
       "High Park / The Junction South                                          23   \n",
       "India Bazaar / The Beaches West                                         21   \n",
       "Kensington Market / Chinatown / Grange Park                             55   \n",
       "Lawrence Park                                                            3   \n",
       "Little Portugal / Trinity                                               42   \n",
       "Moore Park / Summerhill East                                             4   \n",
       "North Toronto West                                                      21   \n",
       "Parkdale / Roncesvalles                                                 13   \n",
       "Queen's Park / Ontario Provincial Government                            36   \n",
       "Regent Park / Harbourfront                                              48   \n",
       "Richmond / Adelaide / King                                              94   \n",
       "Rosedale                                                                 4   \n",
       "Roselawn                                                                 1   \n",
       "Runnymede / Swansea                                                     40   \n",
       "St. James Town                                                          78   \n",
       "St. James Town / Cabbagetown                                            45   \n",
       "Stn A PO Boxes                                                          96   \n",
       "Studio District                                                         41   \n",
       "Summerhill West / Rathnelly / South Hill / Fore...                      16   \n",
       "The Annex / North Midtown / Yorkville                                   23   \n",
       "The Beaches                                                              4   \n",
       "The Danforth West / Riverdale                                           43   \n",
       "Toronto Dominion Centre / Design Exchange                              100   \n",
       "University of Toronto / Harbord                                         36   \n",
       "\n",
       "                                                    Venue  Venue Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Berczy Park                                            58              58   \n",
       "Brockton / Parkdale Village / Exhibition Place         22              22   \n",
       "Business reply mail Processing Centre                  15              15   \n",
       "CN Tower / King and Spadina / Railway Lands / H...     15              15   \n",
       "Central Bay Street                                     63              63   \n",
       "Christie                                               17              17   \n",
       "Church and Wellesley                                   78              78   \n",
       "Commerce Court / Victoria Hotel                       100             100   \n",
       "Davisville                                             34              34   \n",
       "Davisville North                                        7               7   \n",
       "Dufferin / Dovercourt Village                          18              18   \n",
       "First Canadian Place / Underground city               100             100   \n",
       "Forest Hill North & West                                4               4   \n",
       "Garden District / Ryerson                             100             100   \n",
       "Harbourfront East / Union Station / Toronto Isl...    100             100   \n",
       "High Park / The Junction South                         23              23   \n",
       "India Bazaar / The Beaches West                        21              21   \n",
       "Kensington Market / Chinatown / Grange Park            55              55   \n",
       "Lawrence Park                                           3               3   \n",
       "Little Portugal / Trinity                              42              42   \n",
       "Moore Park / Summerhill East                            4               4   \n",
       "North Toronto West                                     21              21   \n",
       "Parkdale / Roncesvalles                                13              13   \n",
       "Queen's Park / Ontario Provincial Government           36              36   \n",
       "Regent Park / Harbourfront                             48              48   \n",
       "Richmond / Adelaide / King                             94              94   \n",
       "Rosedale                                                4               4   \n",
       "Roselawn                                                1               1   \n",
       "Runnymede / Swansea                                    40              40   \n",
       "St. James Town                                         78              78   \n",
       "St. James Town / Cabbagetown                           45              45   \n",
       "Stn A PO Boxes                                         96              96   \n",
       "Studio District                                        41              41   \n",
       "Summerhill West / Rathnelly / South Hill / Fore...     16              16   \n",
       "The Annex / North Midtown / Yorkville                  23              23   \n",
       "The Beaches                                             4               4   \n",
       "The Danforth West / Riverdale                          43              43   \n",
       "Toronto Dominion Centre / Design Exchange             100             100   \n",
       "University of Toronto / Harbord                        36              36   \n",
       "\n",
       "                                                    Venue Longitude  \\\n",
       "Neighborhood                                                          \n",
       "Berczy Park                                                      58   \n",
       "Brockton / Parkdale Village / Exhibition Place                   22   \n",
       "Business reply mail Processing Centre                            15   \n",
       "CN Tower / King and Spadina / Railway Lands / H...               15   \n",
       "Central Bay Street                                               63   \n",
       "Christie                                                         17   \n",
       "Church and Wellesley                                             78   \n",
       "Commerce Court / Victoria Hotel                                 100   \n",
       "Davisville                                                       34   \n",
       "Davisville North                                                  7   \n",
       "Dufferin / Dovercourt Village                                    18   \n",
       "First Canadian Place / Underground city                         100   \n",
       "Forest Hill North & West                                          4   \n",
       "Garden District / Ryerson                                       100   \n",
       "Harbourfront East / Union Station / Toronto Isl...              100   \n",
       "High Park / The Junction South                                   23   \n",
       "India Bazaar / The Beaches West                                  21   \n",
       "Kensington Market / Chinatown / Grange Park                      55   \n",
       "Lawrence Park                                                     3   \n",
       "Little Portugal / Trinity                                        42   \n",
       "Moore Park / Summerhill East                                      4   \n",
       "North Toronto West                                               21   \n",
       "Parkdale / Roncesvalles                                          13   \n",
       "Queen's Park / Ontario Provincial Government                     36   \n",
       "Regent Park / Harbourfront                                       48   \n",
       "Richmond / Adelaide / King                                       94   \n",
       "Rosedale                                                          4   \n",
       "Roselawn                                                          1   \n",
       "Runnymede / Swansea                                              40   \n",
       "St. James Town                                                   78   \n",
       "St. James Town / Cabbagetown                                     45   \n",
       "Stn A PO Boxes                                                   96   \n",
       "Studio District                                                  41   \n",
       "Summerhill West / Rathnelly / South Hill / Fore...               16   \n",
       "The Annex / North Midtown / Yorkville                            23   \n",
       "The Beaches                                                       4   \n",
       "The Danforth West / Riverdale                                    43   \n",
       "Toronto Dominion Centre / Design Exchange                       100   \n",
       "University of Toronto / Harbord                                  36   \n",
       "\n",
       "                                                    Venue Category  \n",
       "Neighborhood                                                        \n",
       "Berczy Park                                                     58  \n",
       "Brockton / Parkdale Village / Exhibition Place                  22  \n",
       "Business reply mail Processing Centre                           15  \n",
       "CN Tower / King and Spadina / Railway Lands / H...              15  \n",
       "Central Bay Street                                              63  \n",
       "Christie                                                        17  \n",
       "Church and Wellesley                                            78  \n",
       "Commerce Court / Victoria Hotel                                100  \n",
       "Davisville                                                      34  \n",
       "Davisville North                                                 7  \n",
       "Dufferin / Dovercourt Village                                   18  \n",
       "First Canadian Place / Underground city                        100  \n",
       "Forest Hill North & West                                         4  \n",
       "Garden District / Ryerson                                      100  \n",
       "Harbourfront East / Union Station / Toronto Isl...             100  \n",
       "High Park / The Junction South                                  23  \n",
       "India Bazaar / The Beaches West                                 21  \n",
       "Kensington Market / Chinatown / Grange Park                     55  \n",
       "Lawrence Park                                                    3  \n",
       "Little Portugal / Trinity                                       42  \n",
       "Moore Park / Summerhill East                                     4  \n",
       "North Toronto West                                              21  \n",
       "Parkdale / Roncesvalles                                         13  \n",
       "Queen's Park / Ontario Provincial Government                    36  \n",
       "Regent Park / Harbourfront                                      48  \n",
       "Richmond / Adelaide / King                                      94  \n",
       "Rosedale                                                         4  \n",
       "Roselawn                                                         1  \n",
       "Runnymede / Swansea                                             40  \n",
       "St. James Town                                                  78  \n",
       "St. James Town / Cabbagetown                                    45  \n",
       "Stn A PO Boxes                                                  96  \n",
       "Studio District                                                 41  \n",
       "Summerhill West / Rathnelly / South Hill / Fore...              16  \n",
       "The Annex / North Midtown / Yorkville                           23  \n",
       "The Beaches                                                      4  \n",
       "The Danforth West / Riverdale                                   43  \n",
       "Toronto Dominion Centre / Design Exchange                      100  \n",
       "University of Toronto / Harbord                                 36  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 232 unique categories.\n"
     ]
    }
   ],
   "source": [
    "print('There are {} unique categories.'.format(len(toronto_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Up next, we do a little one hot encoding of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>Neighborhood</th>\n",
       "      <th>Airport</th>\n",
       "      <th>Airport Food Court</th>\n",
       "      <th>Airport Gate</th>\n",
       "      <th>Airport Lounge</th>\n",
       "      <th>Airport Service</th>\n",
       "      <th>Airport Terminal</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Aquarium</th>\n",
       "      <th>...</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</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>Wine Bar</th>\n",
       "      <th>Wine Shop</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>Regent Park / Harbourfront</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>Regent Park / Harbourfront</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>Regent Park / Harbourfront</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>Regent Park / Harbourfront</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>4</th>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1613</th>\n",
       "      <td>Business reply mail Processing Centre</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>1614</th>\n",
       "      <td>Business reply mail Processing Centre</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>1615</th>\n",
       "      <td>Business reply mail Processing Centre</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>1616</th>\n",
       "      <td>Business reply mail Processing Centre</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>1617</th>\n",
       "      <td>Business reply mail Processing Centre</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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",
       "  </tbody>\n",
       "</table>\n",
       "<p>1618 rows × 233 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Neighborhood   Airport   Airport Food Court  \\\n",
       "0                Regent Park / Harbourfront         0                    0   \n",
       "1                Regent Park / Harbourfront         0                    0   \n",
       "2                Regent Park / Harbourfront         0                    0   \n",
       "3                Regent Park / Harbourfront         0                    0   \n",
       "4                Regent Park / Harbourfront         0                    0   \n",
       "...                                     ...       ...                  ...   \n",
       "1613  Business reply mail Processing Centre         0                    0   \n",
       "1614  Business reply mail Processing Centre         0                    0   \n",
       "1615  Business reply mail Processing Centre         0                    0   \n",
       "1616  Business reply mail Processing Centre         0                    0   \n",
       "1617  Business reply mail Processing Centre         0                    0   \n",
       "\n",
       "       Airport Gate   Airport Lounge   Airport Service   Airport Terminal  \\\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",
       "1613              0                0                 0                  0   \n",
       "1614              0                0                 0                  0   \n",
       "1615              0                0                 0                  0   \n",
       "1616              0                0                 0                  0   \n",
       "1617              0                0                 0                  0   \n",
       "\n",
       "       American Restaurant   Antique Shop   Aquarium  ...   Trail  \\\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",
       "1613                     0              0          0  ...       0   \n",
       "1614                     0              0          0  ...       0   \n",
       "1615                     0              0          0  ...       0   \n",
       "1616                     0              0          0  ...       0   \n",
       "1617                     0              0          0  ...       0   \n",
       "\n",
       "       Train Station   Vegetarian / Vegan Restaurant   Video Game 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",
       "1613               0                               0                  0   \n",
       "1614               0                               0                  0   \n",
       "1615               0                               0                  0   \n",
       "1616               0                               0                  0   \n",
       "1617               0                               0                  0   \n",
       "\n",
       "       Video Store   Vietnamese Restaurant   Wine Bar   Wine 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",
       "1613             0                       0          0           0   \n",
       "1614             0                       0          0           0   \n",
       "1615             0                       0          0           0   \n",
       "1616             0                       0          0           0   \n",
       "1617             0                       0          0           0   \n",
       "\n",
       "       Women's Store   Yoga Studio  \n",
       "0                  0             0  \n",
       "1                  0             0  \n",
       "2                  0             0  \n",
       "3                  0             0  \n",
       "4                  0             0  \n",
       "...              ...           ...  \n",
       "1613               0             0  \n",
       "1614               0             0  \n",
       "1615               0             0  \n",
       "1616               0             0  \n",
       "1617               0             0  \n",
       "\n",
       "[1618 rows x 233 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_onehot = pd.get_dummies(toronto_venues[['Venue Category']], prefix=\"\", prefix_sep=\" \")\n",
    "\n",
    "toronto_onehot['Neighborhood'] = toronto_venues['Neighborhood'] \n",
    "\n",
    "fixed_columns = [toronto_onehot.columns[-1]] + list(toronto_onehot.columns[:-1])\n",
    "toronto_onehot = toronto_onehot[fixed_columns]\n",
    "\n",
    "toronto_onehot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we group the rows by neighborhood, and calculate the mean occurency of each category."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
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       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Stadium</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beach</th>\n",
       "      <th>Bed &amp; Breakfast</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Belgian Restaurant</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Board Shop</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Building</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Line</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cajun / Creole Restaurant</th>\n",
       "      <th>Candy Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Church</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Arts Building</th>\n",
       "      <th>College Auditorium</th>\n",
       "      <th>College Gym</th>\n",
       "      <th>College Rec Center</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Convention Center</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Coworking Space</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</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>Distribution Center</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Doner Restaurant</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish &amp; Chips Shop</th>\n",
       "      <th>Fish Market</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>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Fruit &amp; Vegetable Store</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gas Station</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>General Travel</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</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>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>Hookah Bar</th>\n",
       "      <th>Hospital</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>IT Services</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Intersection</th>\n",
       "      <th>Irish Pub</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Moroccan Restaurant</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Great Outdoors</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Plane</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Poke Place</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Portuguese Restaurant</th>\n",
       "      <th>Post Office</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Recording Studio</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Roof Deck</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skate Park</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Stadium</th>\n",
       "      <th>Stationery Store</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tanning Salon</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</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>Wine Bar</th>\n",
       "      <th>Wine Shop</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>Berczy Park</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>0.017241</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>0.017241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</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>0.017241</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>0.017241</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.051724</td>\n",
       "      <td>0.068966</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>0.017241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</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>0.017241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</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>0.017241</td>\n",
       "      <td>0.017241</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>0.000000</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>0.017241</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.017241</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>0.017241</td>\n",
       "      <td>0.00</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>0.017241</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</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>0.017241</td>\n",
       "      <td>0.017241</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</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>0.017241</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>0.017241</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</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>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</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>0.017241</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.017241</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017241</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017241</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>0.017241</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brockton / Parkdale Village / Exhibition Place</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <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>0.045455</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
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       "      <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",
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       "      <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",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.136364</td>\n",
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       "      <td>0.090909</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.045455</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
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       "      <td>0.045455</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <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>0.045455</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>0.000000</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>0.000000</td>\n",
       "      <td>0.045455</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.00000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Business reply mail Processing Centre</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>0.000000</td>\n",
       "      <td>0.066667</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>0.000000</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>0.066667</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>0.000000</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>0.000000</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>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.066667</td>\n",
       "      <td>0.066667</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>0.000</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>0.000000</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>0.066667</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>0.000000</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>0.000000</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>0.000</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>0.000000</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>0.000000</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>0.00000</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>0.000000</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>0.066667</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>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.066667</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.066667</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>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CN Tower / King and Spadina / Railway Lands / ...</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.133333</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>0.000000</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>0.000000</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>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.066667</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.066667</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>0.000</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>0.066667</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>0.066667</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Central Bay Street</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>0.015873</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>0.031746</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031746</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031746</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.079365</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>0.000000</td>\n",
       "      <td>0.174603</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>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015873</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.015873</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>0.015873</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>0.000000</td>\n",
       "      <td>0.015873</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>0.015873</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.031746</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.063492</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.015873</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>0.000000</td>\n",
       "      <td>0.031746</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.015873</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>0.000000</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.015873</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>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031746</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015873</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>0.031746</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>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015873</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Christie</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>0.058824</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.176471</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</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>0.058824</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.058824</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.000000</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>0.235294</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>0.00</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>0.058824</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>0.000000</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>0.00000</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>0.058824</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>0.117647</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>0.000000</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>0.000000</td>\n",
       "      <td>0.058824</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Church and Wellesley</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>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</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>0.012821</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>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</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>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.089744</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.012821</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>0.012821</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>0.000</td>\n",
       "      <td>0.012821</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.025641</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>0.025641</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.064103</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</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>0.012821</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.012821</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>0.012821</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>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.012821</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.012821</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>0.025641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Commerce Court / Victoria Hotel</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>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.070000</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>0.020000</td>\n",
       "      <td>0.120000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.010000</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>0.060000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.00000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Davisville</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>0.000000</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>0.029412</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.029412</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.088235</td>\n",
       "      <td>0.029412</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</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>0.00</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>0.058824</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>0.000000</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>0.00000</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>0.000000</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>0.029412</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.058824</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>0.000</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>0.000000</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.088235</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>0.00</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>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Davisville North</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>0.000000</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>0.000000</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>0.142857</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.142857</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.142857</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</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>0.142857</td>\n",
       "      <td>0.00</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.142857</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>0.000000</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>0.000000</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>0.142857</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Dufferin / Dovercourt Village</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.055556</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
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       "      <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>0.000000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.055556</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>0.055556</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>0.000000</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>0.000</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>0.000000</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>0.055556</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>0.055556</td>\n",
       "      <td>0.00000</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>0.055556</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>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</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>0.055556</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>0.055556</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>First Canadian Place / Underground city</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>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.010000</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>0.020000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</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>0.000000</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>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</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>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.010000</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>0.050000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.030000</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>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Forest Hill North &amp; West</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.000000</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>0.000000</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>0.00</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>0.250000</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>0.000000</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>0.000000</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>0.000000</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>0.250000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</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>0.250000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Garden District / Ryerson</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>0.010000</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>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090000</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>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.00000</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>0.010000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.01</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>0.000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.010000</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>0.01</td>\n",
       "      <td>0.000000</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.01000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.010000</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>0.01</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Harbourfront East / Union Station / Toronto Is...</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>0.05</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.030000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.130000</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>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</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>0.000</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>0.030000</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>0.000000</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>0.010000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</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>0.020000</td>\n",
       "      <td>0.010000</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>0.020000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</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>0.030000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>High Park / The Junction South</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>0.043478</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</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>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</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>0.043478</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>0.000000</td>\n",
       "      <td>0.086957</td>\n",
       "      <td>0.043478</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>0.000000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.043478</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>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</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>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</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>0.043478</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>0.00</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>0.043478</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>0.000000</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>0.086957</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.043478</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>0.043478</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>0.000000</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>0.000000</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>0.000000</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>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</td>\n",
       "      <td>0.086957</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>India Bazaar / The Beaches West</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.095238</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</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>0.047619</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.047619</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>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.095238</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.000000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Kensington Market / Chinatown / Grange Park</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>0.018182</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>0.054545</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.036364</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</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>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</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>0.018182</td>\n",
       "      <td>0.018182</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>0.018182</td>\n",
       "      <td>0.072727</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>0.018182</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>0.00000</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>0.036364</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</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>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</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>0.036364</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>0.000000</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</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>0.018182</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.054545</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.018182</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>0.000</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.018182</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.018182</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>0.036364</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.054545</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Lawrence Park</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>0.000000</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",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
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       "      <td>0.00000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <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>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</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>0.000000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Little Portugal / Trinity</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>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.095238</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>0.023810</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>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</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>0.047619</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>0.023810</td>\n",
       "      <td>0.023810</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.023810</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>0.023810</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.023810</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>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02381</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>0.023810</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>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071429</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Moore Park / Summerhill East</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.000000</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>0.250000</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>0.00</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.25</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Toronto West</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>0.000000</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>0.000000</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>0.000000</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>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.095238</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.047619</td>\n",
       "      <td>0.047619</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>0.047619</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>0.000</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>0.000000</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>0.000000</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>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.047619</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>0.000000</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>0.047619</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Parkdale / Roncesvalles</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>0.000000</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>0.076923</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.076923</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>0.000000</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>0.000000</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>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.076923</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>0.076923</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.153846</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>0.000000</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>0.000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.000000</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>0.000</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>0.000000</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>0.000000</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>0.00</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>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Queen's Park / Ontario Provincial Government</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>0.027778</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.277778</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.027778</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>0.00</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>0.000</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>0.027778</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>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.027778</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</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>0.027778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Regent Park / Harbourfront</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>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</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>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</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>0.000000</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>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.145833</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00000</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>0.020833</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>0.000000</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>0.020833</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</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>0.000000</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>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.062500</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.000000</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>0.000000</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>0.020833</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>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Richmond / Adelaide / King</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>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</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>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</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>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.053191</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>0.031915</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.095745</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031915</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</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>0.000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031915</td>\n",
       "      <td>0.010638</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>0.031915</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</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>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</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>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.042553</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.031915</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</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>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Rosedale</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",
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       "      <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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <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",
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       "      <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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.000000</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>0.000000</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",
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       "      <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>0.000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.500000</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>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Roselawn</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
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       "      <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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <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",
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       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <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>1.000000</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>0.000000</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>0.000000</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>0.000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Runnymede / Swansea</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>0.025000</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>0.025000</td>\n",
       "      <td>0.025000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</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>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.075000</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>0.000000</td>\n",
       "      <td>0.075000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.025000</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>0.000000</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>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.025000</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>0.000000</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>0.025000</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>0.025000</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>0.00</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>0.000000</td>\n",
       "      <td>0.050000</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>0.025000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.075000</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>0.025</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</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>0.00</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.00</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>0.025000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>St. James Town</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>0.038462</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</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>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.064103</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>0.025641</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.064103</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>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</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>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</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>0.012821</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.025641</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>0.025641</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.012821</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>0.025641</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>0.012821</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</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>0.000</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>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>St. James Town / Cabbagetown</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.044444</td>\n",
       "      <td>0.022222</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>0.022222</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>0.022222</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>0.022222</td>\n",
       "      <td>0.044444</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.044444</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>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</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>0.000000</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>0.022222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.044444</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</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>0.022222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</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>0.000000</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>0.000000</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>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.044444</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.044444</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.044444</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022222</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>0.022222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.022222</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.022222</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Stn A PO Boxes</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>0.010417</td>\n",
       "      <td>0.010417</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010417</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>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</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>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.093750</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>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</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>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</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>0.010417</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.010417</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>0.010417</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>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.020833</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>0.031250</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</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>0.010417</td>\n",
       "      <td>0.010417</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>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.010417</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>0.010417</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010417</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>0.010417</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>0.010417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Studio District</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>0.048780</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024390</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>0.048780</td>\n",
       "      <td>0.024390</td>\n",
       "      <td>0.024390</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>0.024390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.048780</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>0.097561</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.073171</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>0.024390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024390</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02439</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>0.024390</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024390</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>0.000000</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>0.048780</td>\n",
       "      <td>0.024390</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>0.024390</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.024390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024390</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>0.024390</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>0.024390</td>\n",
       "      <td>0.00000</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>0.024390</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>0.024390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024390</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>0.000</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>0.000000</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>0.024390</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024390</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02439</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>0.00</td>\n",
       "      <td>0.024390</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>0.024390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Summerhill West / Rathnelly / South Hill / For...</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>0.062500</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>0.062500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.062500</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>0.000000</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>0.000000</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>0.00</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>0.000000</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>0.000000</td>\n",
       "      <td>0.062500</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>0.00000</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>0.000000</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>0.062500</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</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>0.00</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</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>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>The Annex / North Midtown / Yorkville</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>0.043478</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>0.043478</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.130435</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>0.000000</td>\n",
       "      <td>0.086957</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.00000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</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>0.043478</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>0.000000</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>0.000000</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>0.000000</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>0.043478</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>0.043478</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>0.000000</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>0.043478</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>0.043478</td>\n",
       "      <td>0.00000</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>0.000000</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>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.043478</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</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>0.130435</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</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>0.043478</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>The Beaches</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</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>0.000</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>0.000000</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>0.000000</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>0.000000</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>0.250000</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>0.000000</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>The Danforth West / Riverdale</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>0.023256</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>0.023256</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>0.046512</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023256</td>\n",
       "      <td>0.023256</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>0.023256</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023256</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>0.093023</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.023256</td>\n",
       "      <td>0.00000</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>0.023256</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</td>\n",
       "      <td>0.046512</td>\n",
       "      <td>0.023256</td>\n",
       "      <td>0.046512</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.186047</td>\n",
       "      <td>0.023256</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.046512</td>\n",
       "      <td>0.023256</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.069767</td>\n",
       "      <td>0.023256</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023256</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>0.023256</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>0.000000</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>0.000000</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>0.023256</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023256</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023256</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>0.000000</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>0.023256</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023256</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>0.023256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Toronto Dominion Centre / Design Exchange</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>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.120000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</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>0.080000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</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>0.040000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>University of Toronto / Harbord</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.055556</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Neighborhood   Airport  \\\n",
       "0                                         Berczy Park  0.000000   \n",
       "1      Brockton / Parkdale Village / Exhibition Place  0.000000   \n",
       "2               Business reply mail Processing Centre  0.000000   \n",
       "3   CN Tower / King and Spadina / Railway Lands / ...  0.066667   \n",
       "4                                  Central Bay Street  0.000000   \n",
       "5                                            Christie  0.000000   \n",
       "6                                Church and Wellesley  0.000000   \n",
       "7                     Commerce Court / Victoria Hotel  0.000000   \n",
       "8                                          Davisville  0.000000   \n",
       "9                                    Davisville North  0.000000   \n",
       "10                      Dufferin / Dovercourt Village  0.000000   \n",
       "11            First Canadian Place / Underground city  0.000000   \n",
       "12                           Forest Hill North & West  0.000000   \n",
       "13                          Garden District / Ryerson  0.000000   \n",
       "14  Harbourfront East / Union Station / Toronto Is...  0.000000   \n",
       "15                     High Park / The Junction South  0.000000   \n",
       "16                    India Bazaar / The Beaches West  0.000000   \n",
       "17        Kensington Market / Chinatown / Grange Park  0.000000   \n",
       "18                                      Lawrence Park  0.000000   \n",
       "19                          Little Portugal / Trinity  0.000000   \n",
       "20                       Moore Park / Summerhill East  0.000000   \n",
       "21                                 North Toronto West  0.000000   \n",
       "22                            Parkdale / Roncesvalles  0.000000   \n",
       "23       Queen's Park / Ontario Provincial Government  0.000000   \n",
       "24                         Regent Park / Harbourfront  0.000000   \n",
       "25                         Richmond / Adelaide / King  0.000000   \n",
       "26                                           Rosedale  0.000000   \n",
       "27                                           Roselawn  0.000000   \n",
       "28                                Runnymede / Swansea  0.000000   \n",
       "29                                     St. James Town  0.000000   \n",
       "30                       St. James Town / Cabbagetown  0.000000   \n",
       "31                                     Stn A PO Boxes  0.000000   \n",
       "32                                    Studio District  0.000000   \n",
       "33  Summerhill West / Rathnelly / South Hill / For...  0.000000   \n",
       "34              The Annex / North Midtown / Yorkville  0.000000   \n",
       "35                                        The Beaches  0.000000   \n",
       "36                      The Danforth West / Riverdale  0.000000   \n",
       "37          Toronto Dominion Centre / Design Exchange  0.000000   \n",
       "38                    University of Toronto / Harbord  0.000000   \n",
       "\n",
       "     Airport Food Court   Airport Gate   Airport Lounge   Airport Service  \\\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          0.000000   \n",
       "3              0.066667       0.066667         0.133333          0.133333   \n",
       "4              0.000000       0.000000         0.000000          0.000000   \n",
       "5              0.000000       0.000000         0.000000          0.000000   \n",
       "6              0.000000       0.000000         0.000000          0.000000   \n",
       "7              0.000000       0.000000         0.000000          0.000000   \n",
       "8              0.000000       0.000000         0.000000          0.000000   \n",
       "9              0.000000       0.000000         0.000000          0.000000   \n",
       "10             0.000000       0.000000         0.000000          0.000000   \n",
       "11             0.000000       0.000000         0.000000          0.000000   \n",
       "12             0.000000       0.000000         0.000000          0.000000   \n",
       "13             0.000000       0.000000         0.000000          0.000000   \n",
       "14             0.000000       0.000000         0.000000          0.000000   \n",
       "15             0.000000       0.000000         0.000000          0.000000   \n",
       "16             0.000000       0.000000         0.000000          0.000000   \n",
       "17             0.000000       0.000000         0.000000          0.000000   \n",
       "18             0.000000       0.000000         0.000000          0.000000   \n",
       "19             0.000000       0.000000         0.000000          0.000000   \n",
       "20             0.000000       0.000000         0.000000          0.000000   \n",
       "21             0.000000       0.000000         0.000000          0.000000   \n",
       "22             0.000000       0.000000         0.000000          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          0.000000   \n",
       "27             0.000000       0.000000         0.000000          0.000000   \n",
       "28             0.000000       0.000000         0.000000          0.000000   \n",
       "29             0.000000       0.000000         0.000000          0.000000   \n",
       "30             0.000000       0.000000         0.000000          0.000000   \n",
       "31             0.000000       0.000000         0.000000          0.000000   \n",
       "32             0.000000       0.000000         0.000000          0.000000   \n",
       "33             0.000000       0.000000         0.000000          0.000000   \n",
       "34             0.000000       0.000000         0.000000          0.000000   \n",
       "35             0.000000       0.000000         0.000000          0.000000   \n",
       "36             0.000000       0.000000         0.000000          0.000000   \n",
       "37             0.000000       0.000000         0.000000          0.000000   \n",
       "38             0.000000       0.000000         0.000000          0.000000   \n",
       "\n",
       "     Airport Terminal   American Restaurant   Antique Shop   Aquarium  \\\n",
       "0            0.000000              0.000000       0.000000       0.00   \n",
       "1            0.000000              0.000000       0.000000       0.00   \n",
       "2            0.000000              0.000000       0.000000       0.00   \n",
       "3            0.066667              0.000000       0.000000       0.00   \n",
       "4            0.000000              0.000000       0.000000       0.00   \n",
       "5            0.000000              0.000000       0.000000       0.00   \n",
       "6            0.000000              0.012821       0.000000       0.00   \n",
       "7            0.000000              0.040000       0.000000       0.00   \n",
       "8            0.000000              0.000000       0.000000       0.00   \n",
       "9            0.000000              0.000000       0.000000       0.00   \n",
       "10           0.000000              0.000000       0.000000       0.00   \n",
       "11           0.000000              0.030000       0.000000       0.00   \n",
       "12           0.000000              0.000000       0.000000       0.00   \n",
       "13           0.000000              0.000000       0.000000       0.00   \n",
       "14           0.000000              0.000000       0.000000       0.05   \n",
       "15           0.000000              0.000000       0.043478       0.00   \n",
       "16           0.000000              0.000000       0.000000       0.00   \n",
       "17           0.000000              0.000000       0.000000       0.00   \n",
       "18           0.000000              0.000000       0.000000       0.00   \n",
       "19           0.000000              0.000000       0.000000       0.00   \n",
       "20           0.000000              0.000000       0.000000       0.00   \n",
       "21           0.000000              0.000000       0.000000       0.00   \n",
       "22           0.000000              0.000000       0.000000       0.00   \n",
       "23           0.000000              0.000000       0.000000       0.00   \n",
       "24           0.000000              0.000000       0.020833       0.00   \n",
       "25           0.000000              0.021277       0.000000       0.00   \n",
       "26           0.000000              0.000000       0.000000       0.00   \n",
       "27           0.000000              0.000000       0.000000       0.00   \n",
       "28           0.000000              0.000000       0.000000       0.00   \n",
       "29           0.000000              0.038462       0.000000       0.00   \n",
       "30           0.000000              0.000000       0.000000       0.00   \n",
       "31           0.000000              0.010417       0.010417       0.00   \n",
       "32           0.000000              0.048780       0.000000       0.00   \n",
       "33           0.000000              0.062500       0.000000       0.00   \n",
       "34           0.000000              0.043478       0.000000       0.00   \n",
       "35           0.000000              0.000000       0.000000       0.00   \n",
       "36           0.000000              0.023256       0.000000       0.00   \n",
       "37           0.000000              0.030000       0.000000       0.00   \n",
       "38           0.000000              0.000000       0.000000       0.00   \n",
       "\n",
       "     Art Gallery   Art Museum   Arts & Crafts Store   Asian Restaurant  \\\n",
       "0       0.017241     0.000000              0.000000           0.000000   \n",
       "1       0.000000     0.000000              0.000000           0.000000   \n",
       "2       0.000000     0.000000              0.000000           0.000000   \n",
       "3       0.000000     0.000000              0.000000           0.000000   \n",
       "4       0.000000     0.015873              0.000000           0.000000   \n",
       "5       0.000000     0.000000              0.000000           0.000000   \n",
       "6       0.000000     0.000000              0.012821           0.000000   \n",
       "7       0.010000     0.000000              0.000000           0.010000   \n",
       "8       0.000000     0.000000              0.000000           0.000000   \n",
       "9       0.000000     0.000000              0.000000           0.000000   \n",
       "10      0.000000     0.000000              0.000000           0.000000   \n",
       "11      0.010000     0.000000              0.000000           0.030000   \n",
       "12      0.000000     0.000000              0.000000           0.000000   \n",
       "13      0.010000     0.000000              0.000000           0.000000   \n",
       "14      0.010000     0.000000              0.000000           0.000000   \n",
       "15      0.000000     0.000000              0.043478           0.000000   \n",
       "16      0.000000     0.000000              0.000000           0.000000   \n",
       "17      0.000000     0.000000              0.018182           0.000000   \n",
       "18      0.000000     0.000000              0.000000           0.000000   \n",
       "19      0.023810     0.000000              0.000000           0.047619   \n",
       "20      0.000000     0.000000              0.000000           0.000000   \n",
       "21      0.000000     0.000000              0.000000           0.000000   \n",
       "22      0.000000     0.000000              0.000000           0.000000   \n",
       "23      0.000000     0.000000              0.027778           0.000000   \n",
       "24      0.020833     0.000000              0.000000           0.020833   \n",
       "25      0.010638     0.010638              0.000000           0.010638   \n",
       "26      0.000000     0.000000              0.000000           0.000000   \n",
       "27      0.000000     0.000000              0.000000           0.000000   \n",
       "28      0.000000     0.000000              0.025000           0.000000   \n",
       "29      0.025641     0.000000              0.000000           0.012821   \n",
       "30      0.000000     0.000000              0.000000           0.000000   \n",
       "31      0.020833     0.000000              0.000000           0.000000   \n",
       "32      0.000000     0.000000              0.024390           0.000000   \n",
       "33      0.000000     0.000000              0.000000           0.000000   \n",
       "34      0.000000     0.000000              0.000000           0.000000   \n",
       "35      0.000000     0.000000              0.000000           0.000000   \n",
       "36      0.000000     0.000000              0.000000           0.000000   \n",
       "37      0.010000     0.000000              0.000000           0.020000   \n",
       "38      0.000000     0.000000              0.000000           0.000000   \n",
       "\n",
       "     Athletics & Sports   Auto Workshop   BBQ Joint   Baby Store   Bagel Shop  \\\n",
       "0              0.000000        0.000000    0.017241     0.000000     0.017241   \n",
       "1              0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "2              0.000000        0.066667    0.000000     0.000000     0.000000   \n",
       "3              0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "4              0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "5              0.058824        0.000000    0.000000     0.058824     0.000000   \n",
       "6              0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "7              0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "8              0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "9              0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "10             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "11             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "12             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "13             0.000000        0.000000    0.000000     0.000000     0.000000   \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        0.000000    0.000000     0.000000     0.000000   \n",
       "17             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "18             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "19             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "20             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "21             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "22             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "23             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "24             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "25             0.000000        0.000000    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",
       "28             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "29             0.000000        0.000000    0.012821     0.000000     0.000000   \n",
       "30             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "31             0.000000        0.000000    0.010417     0.000000     0.010417   \n",
       "32             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "33             0.000000        0.000000    0.000000     0.000000     0.062500   \n",
       "34             0.000000        0.000000    0.043478     0.000000     0.000000   \n",
       "35             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "36             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "37             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "38             0.000000        0.000000    0.000000     0.000000     0.000000   \n",
       "\n",
       "      Bakery      Bank       Bar   Baseball Stadium   Basketball Stadium  \\\n",
       "0   0.034483  0.000000  0.000000               0.00             0.017241   \n",
       "1   0.045455  0.000000  0.045455               0.00             0.000000   \n",
       "2   0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "3   0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "4   0.000000  0.000000  0.031746               0.00             0.000000   \n",
       "5   0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "6   0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "7   0.010000  0.000000  0.010000               0.00             0.000000   \n",
       "8   0.000000  0.000000  0.029412               0.00             0.000000   \n",
       "9   0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "10  0.111111  0.055556  0.055556               0.00             0.000000   \n",
       "11  0.010000  0.000000  0.020000               0.00             0.000000   \n",
       "12  0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "13  0.010000  0.010000  0.010000               0.00             0.000000   \n",
       "14  0.010000  0.010000  0.020000               0.02             0.010000   \n",
       "15  0.043478  0.000000  0.043478               0.00             0.000000   \n",
       "16  0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "17  0.054545  0.000000  0.036364               0.00             0.000000   \n",
       "18  0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "19  0.000000  0.000000  0.095238               0.00             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  0.076923               0.00             0.000000   \n",
       "23  0.000000  0.027778  0.027778               0.00             0.000000   \n",
       "24  0.062500  0.020833  0.000000               0.00             0.000000   \n",
       "25  0.021277  0.000000  0.010638               0.00             0.000000   \n",
       "26  0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "27  0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "28  0.025000  0.025000  0.025000               0.00             0.000000   \n",
       "29  0.012821  0.000000  0.000000               0.00             0.000000   \n",
       "30  0.044444  0.022222  0.000000               0.00             0.000000   \n",
       "31  0.020833  0.000000  0.000000               0.00             0.010417   \n",
       "32  0.048780  0.024390  0.024390               0.00             0.000000   \n",
       "33  0.000000  0.062500  0.000000               0.00             0.000000   \n",
       "34  0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "35  0.000000  0.000000  0.000000               0.00             0.000000   \n",
       "36  0.023256  0.000000  0.000000               0.00             0.000000   \n",
       "37  0.010000  0.000000  0.010000               0.00             0.010000   \n",
       "38  0.055556  0.027778  0.055556               0.00             0.000000   \n",
       "\n",
       "       Beach   Bed & Breakfast   Beer Bar   Beer Store   Belgian Restaurant  \\\n",
       "0   0.017241          0.000000   0.034483     0.000000             0.000000   \n",
       "1   0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "2   0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "3   0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "4   0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "5   0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "6   0.000000          0.000000   0.012821     0.000000             0.000000   \n",
       "7   0.000000          0.000000   0.020000     0.000000             0.000000   \n",
       "8   0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "9   0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "10  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "11  0.000000          0.000000   0.020000     0.000000             0.000000   \n",
       "12  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "13  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "14  0.000000          0.000000   0.010000     0.000000             0.000000   \n",
       "15  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "16  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "17  0.000000          0.018182   0.000000     0.000000             0.018182   \n",
       "18  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "19  0.000000          0.000000   0.000000     0.023810             0.000000   \n",
       "20  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "21  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "22  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "23  0.000000          0.000000   0.027778     0.000000             0.000000   \n",
       "24  0.000000          0.000000   0.000000     0.020833             0.000000   \n",
       "25  0.000000          0.000000   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",
       "28  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "29  0.000000          0.000000   0.012821     0.000000             0.012821   \n",
       "30  0.000000          0.000000   0.000000     0.022222             0.000000   \n",
       "31  0.000000          0.000000   0.031250     0.000000             0.000000   \n",
       "32  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "33  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "34  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "35  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "36  0.000000          0.000000   0.000000     0.000000             0.000000   \n",
       "37  0.000000          0.000000   0.020000     0.000000             0.000000   \n",
       "38  0.000000          0.000000   0.027778     0.027778             0.000000   \n",
       "\n",
       "      Bistro   Board Shop   Boat or Ferry   Bookstore   Boutique  \\\n",
       "0   0.017241     0.000000        0.000000    0.000000   0.000000   \n",
       "1   0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "2   0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "3   0.000000     0.000000        0.066667    0.000000   0.066667   \n",
       "4   0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "5   0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "6   0.000000     0.000000        0.000000    0.012821   0.000000   \n",
       "7   0.000000     0.000000        0.000000    0.010000   0.000000   \n",
       "8   0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "9   0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "10  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "11  0.000000     0.000000        0.000000    0.010000   0.000000   \n",
       "12  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "13  0.000000     0.000000        0.000000    0.020000   0.000000   \n",
       "14  0.010000     0.000000        0.000000    0.000000   0.000000   \n",
       "15  0.000000     0.000000        0.000000    0.043478   0.000000   \n",
       "16  0.000000     0.047619        0.000000    0.000000   0.000000   \n",
       "17  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "18  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "19  0.000000     0.000000        0.000000    0.000000   0.023810   \n",
       "20  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "21  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "22  0.000000     0.000000        0.000000    0.076923   0.000000   \n",
       "23  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "24  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "25  0.000000     0.000000        0.000000    0.021277   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",
       "28  0.000000     0.000000        0.000000    0.025000   0.000000   \n",
       "29  0.012821     0.000000        0.000000    0.012821   0.000000   \n",
       "30  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "31  0.010417     0.000000        0.000000    0.010417   0.000000   \n",
       "32  0.000000     0.000000        0.000000    0.024390   0.000000   \n",
       "33  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "34  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "35  0.000000     0.000000        0.000000    0.000000   0.000000   \n",
       "36  0.000000     0.000000        0.000000    0.046512   0.000000   \n",
       "37  0.000000     0.000000        0.000000    0.010000   0.000000   \n",
       "38  0.000000     0.000000        0.000000    0.055556   0.000000   \n",
       "\n",
       "     Brazilian Restaurant   Breakfast Spot   Brewery   Bubble Tea Shop  \\\n",
       "0                0.000000         0.017241  0.000000          0.000000   \n",
       "1                0.000000         0.090909  0.000000          0.000000   \n",
       "2                0.000000         0.000000  0.066667          0.000000   \n",
       "3                0.000000         0.000000  0.000000          0.000000   \n",
       "4                0.000000         0.000000  0.000000          0.031746   \n",
       "5                0.000000         0.000000  0.000000          0.000000   \n",
       "6                0.000000         0.012821  0.000000          0.012821   \n",
       "7                0.000000         0.020000  0.000000          0.000000   \n",
       "8                0.000000         0.000000  0.029412          0.000000   \n",
       "9                0.000000         0.142857  0.000000          0.000000   \n",
       "10               0.000000         0.000000  0.055556          0.000000   \n",
       "11               0.010000         0.000000  0.000000          0.000000   \n",
       "12               0.000000         0.000000  0.000000          0.000000   \n",
       "13               0.000000         0.000000  0.000000          0.030000   \n",
       "14               0.000000         0.000000  0.030000          0.010000   \n",
       "15               0.000000         0.000000  0.000000          0.000000   \n",
       "16               0.000000         0.000000  0.047619          0.000000   \n",
       "17               0.000000         0.018182  0.000000          0.000000   \n",
       "18               0.000000         0.000000  0.000000          0.000000   \n",
       "19               0.000000         0.000000  0.023810          0.000000   \n",
       "20               0.000000         0.000000  0.000000          0.000000   \n",
       "21               0.000000         0.000000  0.000000          0.000000   \n",
       "22               0.000000         0.076923  0.000000          0.000000   \n",
       "23               0.000000         0.000000  0.000000          0.000000   \n",
       "24               0.000000         0.041667  0.000000          0.000000   \n",
       "25               0.010638         0.010638  0.000000          0.000000   \n",
       "26               0.000000         0.000000  0.000000          0.000000   \n",
       "27               0.000000         0.000000  0.000000          0.000000   \n",
       "28               0.000000         0.000000  0.000000          0.000000   \n",
       "29               0.000000         0.012821  0.000000          0.000000   \n",
       "30               0.000000         0.022222  0.000000          0.000000   \n",
       "31               0.000000         0.020833  0.000000          0.000000   \n",
       "32               0.000000         0.000000  0.048780          0.000000   \n",
       "33               0.000000         0.000000  0.000000          0.000000   \n",
       "34               0.000000         0.000000  0.000000          0.000000   \n",
       "35               0.000000         0.000000  0.000000          0.000000   \n",
       "36               0.000000         0.000000  0.023256          0.023256   \n",
       "37               0.000000         0.010000  0.000000          0.000000   \n",
       "38               0.000000         0.000000  0.000000          0.000000   \n",
       "\n",
       "     Building   Burger Joint   Burrito Place   Bus Line   Butcher      Café  \\\n",
       "0    0.000000       0.000000        0.000000   0.000000  0.017241  0.034483   \n",
       "1    0.000000       0.000000        0.045455   0.000000  0.000000  0.136364   \n",
       "2    0.000000       0.000000        0.066667   0.000000  0.000000  0.000000   \n",
       "3    0.000000       0.000000        0.000000   0.000000  0.000000  0.000000   \n",
       "4    0.000000       0.031746        0.000000   0.000000  0.000000  0.079365   \n",
       "5    0.000000       0.000000        0.000000   0.000000  0.000000  0.176471   \n",
       "6    0.000000       0.012821        0.012821   0.000000  0.000000  0.012821   \n",
       "7    0.010000       0.010000        0.000000   0.000000  0.000000  0.070000   \n",
       "8    0.000000       0.000000        0.000000   0.000000  0.000000  0.058824   \n",
       "9    0.000000       0.000000        0.000000   0.000000  0.000000  0.000000   \n",
       "10   0.000000       0.000000        0.000000   0.000000  0.000000  0.055556   \n",
       "11   0.010000       0.010000        0.000000   0.000000  0.000000  0.080000   \n",
       "12   0.000000       0.000000        0.000000   0.000000  0.000000  0.000000   \n",
       "13   0.000000       0.010000        0.010000   0.000000  0.000000  0.040000   \n",
       "14   0.000000       0.000000        0.000000   0.000000  0.000000  0.040000   \n",
       "15   0.000000       0.000000        0.000000   0.000000  0.000000  0.086957   \n",
       "16   0.000000       0.000000        0.047619   0.000000  0.000000  0.000000   \n",
       "17   0.000000       0.000000        0.018182   0.000000  0.000000  0.090909   \n",
       "18   0.000000       0.000000        0.000000   0.333333  0.000000  0.000000   \n",
       "19   0.000000       0.000000        0.000000   0.000000  0.000000  0.047619   \n",
       "20   0.000000       0.000000        0.000000   0.000000  0.000000  0.000000   \n",
       "21   0.000000       0.000000        0.000000   0.000000  0.000000  0.047619   \n",
       "22   0.000000       0.000000        0.000000   0.000000  0.000000  0.000000   \n",
       "23   0.000000       0.000000        0.027778   0.000000  0.000000  0.027778   \n",
       "24   0.000000       0.000000        0.000000   0.000000  0.000000  0.041667   \n",
       "25   0.010638       0.010638        0.010638   0.000000  0.000000  0.053191   \n",
       "26   0.000000       0.000000        0.000000   0.000000  0.000000  0.000000   \n",
       "27   0.000000       0.000000        0.000000   0.000000  0.000000  0.000000   \n",
       "28   0.000000       0.000000        0.025000   0.000000  0.000000  0.075000   \n",
       "29   0.000000       0.000000        0.012821   0.000000  0.000000  0.064103   \n",
       "30   0.000000       0.000000        0.000000   0.000000  0.022222  0.044444   \n",
       "31   0.000000       0.000000        0.000000   0.000000  0.010417  0.041667   \n",
       "32   0.000000       0.000000        0.000000   0.000000  0.000000  0.097561   \n",
       "33   0.000000       0.000000        0.000000   0.000000  0.000000  0.000000   \n",
       "34   0.000000       0.043478        0.000000   0.000000  0.000000  0.130435   \n",
       "35   0.000000       0.000000        0.000000   0.000000  0.000000  0.000000   \n",
       "36   0.000000       0.000000        0.000000   0.000000  0.000000  0.023256   \n",
       "37   0.000000       0.000000        0.010000   0.000000  0.000000  0.070000   \n",
       "38   0.000000       0.000000        0.000000   0.000000  0.000000  0.138889   \n",
       "\n",
       "     Cajun / Creole Restaurant   Candy Store   Caribbean Restaurant  \\\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               0.000000   \n",
       "4                     0.000000      0.000000               0.000000   \n",
       "5                     0.000000      0.058824               0.000000   \n",
       "6                     0.000000      0.000000               0.012821   \n",
       "7                     0.000000      0.000000               0.000000   \n",
       "8                     0.000000      0.000000               0.000000   \n",
       "9                     0.000000      0.000000               0.000000   \n",
       "10                    0.000000      0.000000               0.000000   \n",
       "11                    0.000000      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                    0.043478      0.000000               0.000000   \n",
       "16                    0.000000      0.000000               0.000000   \n",
       "17                    0.000000      0.000000               0.018182   \n",
       "18                    0.000000      0.000000               0.000000   \n",
       "19                    0.000000      0.000000               0.000000   \n",
       "20                    0.000000      0.000000               0.000000   \n",
       "21                    0.000000      0.000000               0.000000   \n",
       "22                    0.000000      0.000000               0.000000   \n",
       "23                    0.000000      0.000000               0.000000   \n",
       "24                    0.000000      0.000000               0.000000   \n",
       "25                    0.000000      0.000000               0.000000   \n",
       "26                    0.000000      0.000000               0.000000   \n",
       "27                    0.000000      0.000000               0.000000   \n",
       "28                    0.000000      0.000000               0.000000   \n",
       "29                    0.000000      0.000000               0.000000   \n",
       "30                    0.000000      0.000000               0.022222   \n",
       "31                    0.000000      0.000000               0.000000   \n",
       "32                    0.000000      0.000000               0.000000   \n",
       "33                    0.000000      0.000000               0.000000   \n",
       "34                    0.000000      0.000000               0.000000   \n",
       "35                    0.000000      0.000000               0.000000   \n",
       "36                    0.000000      0.000000               0.023256   \n",
       "37                    0.000000      0.000000               0.000000   \n",
       "38                    0.000000      0.000000               0.000000   \n",
       "\n",
       "     Cheese Shop   Chinese Restaurant   Chocolate Shop    Church  \\\n",
       "0       0.034483             0.000000         0.000000  0.000000   \n",
       "1       0.000000             0.000000         0.000000  0.000000   \n",
       "2       0.000000             0.000000         0.000000  0.000000   \n",
       "3       0.000000             0.000000         0.000000  0.000000   \n",
       "4       0.000000             0.000000         0.000000  0.000000   \n",
       "5       0.000000             0.000000         0.000000  0.000000   \n",
       "6       0.000000             0.000000         0.000000  0.000000   \n",
       "7       0.000000             0.000000         0.000000  0.000000   \n",
       "8       0.000000             0.000000         0.000000  0.000000   \n",
       "9       0.000000             0.000000         0.000000  0.000000   \n",
       "10      0.000000             0.000000         0.000000  0.000000   \n",
       "11      0.000000             0.000000         0.000000  0.000000   \n",
       "12      0.000000             0.000000         0.000000  0.000000   \n",
       "13      0.000000             0.010000         0.000000  0.000000   \n",
       "14      0.000000             0.010000         0.000000  0.000000   \n",
       "15      0.000000             0.000000         0.000000  0.000000   \n",
       "16      0.000000             0.000000         0.000000  0.000000   \n",
       "17      0.018182             0.000000         0.000000  0.000000   \n",
       "18      0.000000             0.000000         0.000000  0.000000   \n",
       "19      0.000000             0.000000         0.000000  0.000000   \n",
       "20      0.000000             0.000000         0.000000  0.000000   \n",
       "21      0.000000             0.047619         0.000000  0.000000   \n",
       "22      0.000000             0.000000         0.000000  0.000000   \n",
       "23      0.000000             0.000000         0.000000  0.000000   \n",
       "24      0.000000             0.000000         0.020833  0.000000   \n",
       "25      0.000000             0.000000         0.000000  0.000000   \n",
       "26      0.000000             0.000000         0.000000  0.000000   \n",
       "27      0.000000             0.000000         0.000000  0.000000   \n",
       "28      0.000000             0.000000         0.000000  0.000000   \n",
       "29      0.000000             0.000000         0.000000  0.000000   \n",
       "30      0.000000             0.044444         0.000000  0.000000   \n",
       "31      0.020833             0.000000         0.000000  0.010417   \n",
       "32      0.024390             0.000000         0.000000  0.000000   \n",
       "33      0.000000             0.000000         0.000000  0.000000   \n",
       "34      0.000000             0.000000         0.000000  0.000000   \n",
       "35      0.000000             0.000000         0.000000  0.000000   \n",
       "36      0.000000             0.000000         0.000000  0.000000   \n",
       "37      0.000000             0.010000         0.000000  0.000000   \n",
       "38      0.000000             0.027778         0.000000  0.000000   \n",
       "\n",
       "     Climbing Gym   Clothing Store   Cocktail Bar   Coffee Shop  \\\n",
       "0        0.000000         0.017241       0.051724      0.068966   \n",
       "1        0.045455         0.000000       0.000000      0.090909   \n",
       "2        0.000000         0.000000       0.000000      0.000000   \n",
       "3        0.000000         0.000000       0.000000      0.066667   \n",
       "4        0.000000         0.000000       0.000000      0.174603   \n",
       "5        0.000000         0.000000       0.000000      0.058824   \n",
       "6        0.000000         0.012821       0.000000      0.089744   \n",
       "7        0.000000         0.000000       0.020000      0.120000   \n",
       "8        0.000000         0.000000       0.000000      0.058824   \n",
       "9        0.000000         0.000000       0.000000      0.000000   \n",
       "10       0.000000         0.000000       0.000000      0.000000   \n",
       "11       0.000000         0.000000       0.000000      0.100000   \n",
       "12       0.000000         0.000000       0.000000      0.000000   \n",
       "13       0.000000         0.090000       0.000000      0.080000   \n",
       "14       0.000000         0.000000       0.000000      0.130000   \n",
       "15       0.000000         0.000000       0.000000      0.000000   \n",
       "16       0.000000         0.000000       0.000000      0.047619   \n",
       "17       0.000000         0.000000       0.018182      0.072727   \n",
       "18       0.000000         0.000000       0.000000      0.000000   \n",
       "19       0.000000         0.000000       0.023810      0.023810   \n",
       "20       0.000000         0.000000       0.000000      0.000000   \n",
       "21       0.000000         0.142857       0.000000      0.095238   \n",
       "22       0.000000         0.000000       0.000000      0.076923   \n",
       "23       0.000000         0.000000       0.000000      0.277778   \n",
       "24       0.000000         0.000000       0.000000      0.145833   \n",
       "25       0.000000         0.031915       0.000000      0.095745   \n",
       "26       0.000000         0.000000       0.000000      0.000000   \n",
       "27       0.000000         0.000000       0.000000      0.000000   \n",
       "28       0.000000         0.000000       0.000000      0.075000   \n",
       "29       0.000000         0.025641       0.038462      0.064103   \n",
       "30       0.000000         0.000000       0.000000      0.066667   \n",
       "31       0.000000         0.010417       0.031250      0.093750   \n",
       "32       0.000000         0.024390       0.000000      0.073171   \n",
       "33       0.000000         0.000000       0.000000      0.125000   \n",
       "34       0.000000         0.000000       0.000000      0.086957   \n",
       "35       0.000000         0.000000       0.000000      0.000000   \n",
       "36       0.000000         0.000000       0.000000      0.093023   \n",
       "37       0.000000         0.010000       0.000000      0.120000   \n",
       "38       0.000000         0.000000       0.000000      0.027778   \n",
       "\n",
       "     College Arts Building   College Auditorium   College Gym  \\\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      0.000000   \n",
       "4                 0.000000             0.000000      0.000000   \n",
       "5                 0.000000             0.000000      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             0.000000      0.000000   \n",
       "10                0.000000             0.000000      0.000000   \n",
       "11                0.000000             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      0.000000   \n",
       "16                0.000000             0.000000      0.000000   \n",
       "17                0.000000             0.000000      0.000000   \n",
       "18                0.000000             0.000000      0.000000   \n",
       "19                0.000000             0.000000      0.000000   \n",
       "20                0.000000             0.000000      0.000000   \n",
       "21                0.000000             0.000000      0.000000   \n",
       "22                0.000000             0.000000      0.000000   \n",
       "23                0.000000             0.027778      0.000000   \n",
       "24                0.000000             0.000000      0.000000   \n",
       "25                0.000000             0.000000      0.000000   \n",
       "26                0.000000             0.000000      0.000000   \n",
       "27                0.000000             0.000000      0.000000   \n",
       "28                0.000000             0.000000      0.000000   \n",
       "29                0.000000             0.000000      0.000000   \n",
       "30                0.000000             0.000000      0.000000   \n",
       "31                0.000000             0.000000      0.000000   \n",
       "32                0.000000             0.000000      0.000000   \n",
       "33                0.000000             0.000000      0.000000   \n",
       "34                0.000000             0.000000      0.000000   \n",
       "35                0.000000             0.000000      0.000000   \n",
       "36                0.000000             0.000000      0.000000   \n",
       "37                0.000000             0.000000      0.000000   \n",
       "38                0.027778             0.000000      0.027778   \n",
       "\n",
       "     College Rec Center   Colombian Restaurant   Comfort Food Restaurant  \\\n",
       "0                  0.00               0.000000                  0.017241   \n",
       "1                  0.00               0.000000                  0.000000   \n",
       "2                  0.00               0.000000                  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               0.000000                  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               0.010000                  0.000000   \n",
       "12                 0.00               0.000000                  0.000000   \n",
       "13                 0.01               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                  0.018182   \n",
       "18                 0.00               0.000000                  0.000000   \n",
       "19                 0.00               0.000000                  0.000000   \n",
       "20                 0.00               0.000000                  0.000000   \n",
       "21                 0.00               0.000000                  0.000000   \n",
       "22                 0.00               0.000000                  0.000000   \n",
       "23                 0.00               0.000000                  0.000000   \n",
       "24                 0.00               0.000000                  0.000000   \n",
       "25                 0.00               0.010638                  0.000000   \n",
       "26                 0.00               0.000000                  0.000000   \n",
       "27                 0.00               0.000000                  0.000000   \n",
       "28                 0.00               0.000000                  0.000000   \n",
       "29                 0.00               0.000000                  0.012821   \n",
       "30                 0.00               0.000000                  0.000000   \n",
       "31                 0.00               0.000000                  0.010417   \n",
       "32                 0.00               0.000000                  0.024390   \n",
       "33                 0.00               0.000000                  0.000000   \n",
       "34                 0.00               0.000000                  0.000000   \n",
       "35                 0.00               0.000000                  0.000000   \n",
       "36                 0.00               0.000000                  0.000000   \n",
       "37                 0.00               0.000000                  0.000000   \n",
       "38                 0.00               0.000000                  0.027778   \n",
       "\n",
       "     Comic Shop   Concert Hall   Convenience Store   Convention Center  \\\n",
       "0      0.000000       0.017241            0.000000                0.00   \n",
       "1      0.000000       0.000000            0.045455                0.00   \n",
       "2      0.066667       0.000000            0.000000                0.00   \n",
       "3      0.000000       0.000000            0.000000                0.00   \n",
       "4      0.015873       0.000000            0.000000                0.00   \n",
       "5      0.000000       0.000000            0.000000                0.00   \n",
       "6      0.000000       0.000000            0.000000                0.00   \n",
       "7      0.000000       0.010000            0.000000                0.00   \n",
       "8      0.000000       0.000000            0.000000                0.00   \n",
       "9      0.000000       0.000000            0.000000                0.00   \n",
       "10     0.000000       0.000000            0.000000                0.00   \n",
       "11     0.000000       0.020000            0.000000                0.00   \n",
       "12     0.000000       0.000000            0.000000                0.00   \n",
       "13     0.010000       0.000000            0.000000                0.00   \n",
       "14     0.000000       0.000000            0.000000                0.01   \n",
       "15     0.000000       0.000000            0.000000                0.00   \n",
       "16     0.000000       0.000000            0.000000                0.00   \n",
       "17     0.000000       0.000000            0.000000                0.00   \n",
       "18     0.000000       0.000000            0.000000                0.00   \n",
       "19     0.000000       0.000000            0.000000                0.00   \n",
       "20     0.000000       0.000000            0.000000                0.00   \n",
       "21     0.000000       0.000000            0.000000                0.00   \n",
       "22     0.000000       0.000000            0.000000                0.00   \n",
       "23     0.000000       0.000000            0.000000                0.00   \n",
       "24     0.000000       0.000000            0.000000                0.00   \n",
       "25     0.000000       0.021277            0.000000                0.00   \n",
       "26     0.000000       0.000000            0.000000                0.00   \n",
       "27     0.000000       0.000000            0.000000                0.00   \n",
       "28     0.000000       0.000000            0.000000                0.00   \n",
       "29     0.000000       0.000000            0.000000                0.00   \n",
       "30     0.000000       0.000000            0.000000                0.00   \n",
       "31     0.000000       0.010417            0.000000                0.00   \n",
       "32     0.000000       0.000000            0.024390                0.00   \n",
       "33     0.000000       0.000000            0.000000                0.00   \n",
       "34     0.000000       0.000000            0.000000                0.00   \n",
       "35     0.000000       0.000000            0.000000                0.00   \n",
       "36     0.000000       0.000000            0.000000                0.00   \n",
       "37     0.000000       0.020000            0.000000                0.00   \n",
       "38     0.000000       0.000000            0.000000                0.00   \n",
       "\n",
       "     Cosmetics Shop   Coworking Space   Creperie   Cuban Restaurant  \\\n",
       "0          0.017241           0.00000   0.017241           0.000000   \n",
       "1          0.000000           0.00000   0.000000           0.000000   \n",
       "2          0.000000           0.00000   0.000000           0.000000   \n",
       "3          0.000000           0.00000   0.000000           0.000000   \n",
       "4          0.000000           0.00000   0.000000           0.000000   \n",
       "5          0.000000           0.00000   0.000000           0.000000   \n",
       "6          0.000000           0.00000   0.012821           0.000000   \n",
       "7          0.000000           0.00000   0.010000           0.000000   \n",
       "8          0.000000           0.00000   0.000000           0.000000   \n",
       "9          0.000000           0.00000   0.000000           0.000000   \n",
       "10         0.000000           0.00000   0.000000           0.000000   \n",
       "11         0.000000           0.00000   0.000000           0.000000   \n",
       "12         0.000000           0.00000   0.000000           0.000000   \n",
       "13         0.030000           0.00000   0.000000           0.000000   \n",
       "14         0.000000           0.00000   0.000000           0.000000   \n",
       "15         0.000000           0.00000   0.000000           0.000000   \n",
       "16         0.000000           0.00000   0.000000           0.000000   \n",
       "17         0.000000           0.00000   0.000000           0.000000   \n",
       "18         0.000000           0.00000   0.000000           0.000000   \n",
       "19         0.000000           0.00000   0.000000           0.023810   \n",
       "20         0.000000           0.00000   0.000000           0.000000   \n",
       "21         0.000000           0.00000   0.000000           0.000000   \n",
       "22         0.000000           0.00000   0.000000           0.076923   \n",
       "23         0.000000           0.00000   0.027778           0.000000   \n",
       "24         0.020833           0.00000   0.000000           0.000000   \n",
       "25         0.021277           0.00000   0.000000           0.000000   \n",
       "26         0.000000           0.00000   0.000000           0.000000   \n",
       "27         0.000000           0.00000   0.000000           0.000000   \n",
       "28         0.000000           0.00000   0.000000           0.000000   \n",
       "29         0.025641           0.00000   0.025641           0.000000   \n",
       "30         0.000000           0.00000   0.000000           0.000000   \n",
       "31         0.020833           0.00000   0.020833           0.000000   \n",
       "32         0.000000           0.02439   0.000000           0.000000   \n",
       "33         0.000000           0.00000   0.000000           0.000000   \n",
       "34         0.043478           0.00000   0.000000           0.000000   \n",
       "35         0.000000           0.00000   0.000000           0.000000   \n",
       "36         0.023256           0.00000   0.000000           0.000000   \n",
       "37         0.000000           0.00000   0.000000           0.000000   \n",
       "38         0.000000           0.00000   0.000000           0.000000   \n",
       "\n",
       "     Cupcake Shop   Dance Studio   Deli / Bodega   Department Store  \\\n",
       "0        0.000000       0.000000        0.000000           0.017241   \n",
       "1        0.000000       0.000000        0.000000           0.000000   \n",
       "2        0.000000       0.000000        0.000000           0.000000   \n",
       "3        0.000000       0.000000        0.000000           0.000000   \n",
       "4        0.000000       0.000000        0.000000           0.015873   \n",
       "5        0.000000       0.000000        0.000000           0.000000   \n",
       "6        0.000000       0.012821        0.000000           0.000000   \n",
       "7        0.000000       0.000000        0.030000           0.000000   \n",
       "8        0.000000       0.000000        0.000000           0.000000   \n",
       "9        0.000000       0.000000        0.000000           0.142857   \n",
       "10       0.000000       0.000000        0.000000           0.000000   \n",
       "11       0.000000       0.000000        0.030000           0.000000   \n",
       "12       0.000000       0.000000        0.000000           0.000000   \n",
       "13       0.000000       0.000000        0.000000           0.010000   \n",
       "14       0.000000       0.010000        0.010000           0.010000   \n",
       "15       0.000000       0.000000        0.000000           0.000000   \n",
       "16       0.000000       0.000000        0.000000           0.000000   \n",
       "17       0.000000       0.000000        0.000000           0.000000   \n",
       "18       0.000000       0.000000        0.000000           0.000000   \n",
       "19       0.023810       0.000000        0.000000           0.000000   \n",
       "20       0.000000       0.000000        0.000000           0.000000   \n",
       "21       0.000000       0.000000        0.000000           0.000000   \n",
       "22       0.000000       0.000000        0.000000           0.000000   \n",
       "23       0.000000       0.000000        0.000000           0.000000   \n",
       "24       0.000000       0.000000        0.000000           0.000000   \n",
       "25       0.010638       0.000000        0.031915           0.000000   \n",
       "26       0.000000       0.000000        0.000000           0.000000   \n",
       "27       0.000000       0.000000        0.000000           0.000000   \n",
       "28       0.000000       0.000000        0.000000           0.000000   \n",
       "29       0.000000       0.000000        0.000000           0.025641   \n",
       "30       0.000000       0.000000        0.022222           0.000000   \n",
       "31       0.000000       0.000000        0.010417           0.010417   \n",
       "32       0.000000       0.000000        0.000000           0.000000   \n",
       "33       0.000000       0.000000        0.000000           0.000000   \n",
       "34       0.000000       0.000000        0.000000           0.000000   \n",
       "35       0.000000       0.000000        0.000000           0.000000   \n",
       "36       0.000000       0.000000        0.000000           0.000000   \n",
       "37       0.000000       0.000000        0.030000           0.000000   \n",
       "38       0.000000       0.000000        0.000000           0.000000   \n",
       "\n",
       "     Dessert Shop     Diner   Discount Store   Distribution Center   Dog Run  \\\n",
       "0        0.000000  0.017241         0.000000              0.000000  0.000000   \n",
       "1        0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "2        0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "3        0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "4        0.000000  0.015873         0.015873              0.000000  0.000000   \n",
       "5        0.000000  0.058824         0.000000              0.000000  0.000000   \n",
       "6        0.000000  0.012821         0.000000              0.012821  0.012821   \n",
       "7        0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "8        0.088235  0.029412         0.029412              0.000000  0.000000   \n",
       "9        0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "10       0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "11       0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "12       0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "13       0.010000  0.020000         0.000000              0.000000  0.000000   \n",
       "14       0.010000  0.000000         0.010000              0.000000  0.000000   \n",
       "15       0.000000  0.043478         0.000000              0.000000  0.000000   \n",
       "16       0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "17       0.036364  0.000000         0.000000              0.000000  0.000000   \n",
       "18       0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "19       0.000000  0.000000         0.000000              0.000000  0.023810   \n",
       "20       0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "21       0.047619  0.047619         0.000000              0.000000  0.000000   \n",
       "22       0.076923  0.000000         0.000000              0.000000  0.076923   \n",
       "23       0.000000  0.055556         0.027778              0.027778  0.000000   \n",
       "24       0.020833  0.000000         0.000000              0.020833  0.000000   \n",
       "25       0.000000  0.000000         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",
       "28       0.025000  0.025000         0.000000              0.000000  0.000000   \n",
       "29       0.000000  0.012821         0.000000              0.000000  0.000000   \n",
       "30       0.000000  0.022222         0.000000              0.000000  0.000000   \n",
       "31       0.000000  0.010417         0.000000              0.000000  0.000000   \n",
       "32       0.000000  0.024390         0.000000              0.000000  0.000000   \n",
       "33       0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "34       0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "35       0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "36       0.023256  0.000000         0.000000              0.000000  0.000000   \n",
       "37       0.000000  0.000000         0.000000              0.000000  0.000000   \n",
       "38       0.027778  0.000000         0.000000              0.000000  0.000000   \n",
       "\n",
       "     Doner Restaurant   Donut Shop   Eastern European Restaurant  \\\n",
       "0            0.000000     0.000000                      0.017241   \n",
       "1            0.000000     0.000000                      0.000000   \n",
       "2            0.000000     0.000000                      0.000000   \n",
       "3            0.000000     0.000000                      0.000000   \n",
       "4            0.000000     0.015873                      0.000000   \n",
       "5            0.000000     0.000000                      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     0.000000                      0.000000   \n",
       "10           0.000000     0.000000                      0.000000   \n",
       "11           0.000000     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                      0.000000   \n",
       "16           0.000000     0.000000                      0.000000   \n",
       "17           0.018182     0.000000                      0.000000   \n",
       "18           0.000000     0.000000                      0.000000   \n",
       "19           0.000000     0.000000                      0.000000   \n",
       "20           0.000000     0.000000                      0.000000   \n",
       "21           0.000000     0.000000                      0.000000   \n",
       "22           0.000000     0.000000                      0.076923   \n",
       "23           0.000000     0.000000                      0.000000   \n",
       "24           0.000000     0.000000                      0.000000   \n",
       "25           0.000000     0.000000                      0.000000   \n",
       "26           0.000000     0.000000                      0.000000   \n",
       "27           0.000000     0.000000                      0.000000   \n",
       "28           0.000000     0.000000                      0.000000   \n",
       "29           0.000000     0.000000                      0.000000   \n",
       "30           0.000000     0.000000                      0.000000   \n",
       "31           0.000000     0.000000                      0.010417   \n",
       "32           0.000000     0.000000                      0.000000   \n",
       "33           0.000000     0.000000                      0.000000   \n",
       "34           0.000000     0.043478                      0.000000   \n",
       "35           0.000000     0.000000                      0.000000   \n",
       "36           0.000000     0.000000                      0.000000   \n",
       "37           0.000000     0.000000                      0.000000   \n",
       "38           0.000000     0.000000                      0.000000   \n",
       "\n",
       "     Electronics Store   Ethiopian Restaurant   Event Space  \\\n",
       "0             0.000000                   0.00      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                   0.00      0.000000   \n",
       "7             0.000000                   0.00      0.000000   \n",
       "8             0.000000                   0.00      0.000000   \n",
       "9             0.000000                   0.00      0.000000   \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            0.010000                   0.01      0.000000   \n",
       "14            0.000000                   0.00      0.010000   \n",
       "15            0.000000                   0.00      0.000000   \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      0.000000   \n",
       "22            0.000000                   0.00      0.000000   \n",
       "23            0.000000                   0.00      0.000000   \n",
       "24            0.020833                   0.00      0.020833   \n",
       "25            0.000000                   0.00      0.010638   \n",
       "26            0.000000                   0.00      0.000000   \n",
       "27            0.000000                   0.00      0.000000   \n",
       "28            0.000000                   0.00      0.000000   \n",
       "29            0.000000                   0.00      0.000000   \n",
       "30            0.000000                   0.00      0.000000   \n",
       "31            0.000000                   0.00      0.000000   \n",
       "32            0.000000                   0.00      0.000000   \n",
       "33            0.000000                   0.00      0.000000   \n",
       "34            0.000000                   0.00      0.000000   \n",
       "35            0.000000                   0.00      0.000000   \n",
       "36            0.000000                   0.00      0.000000   \n",
       "37            0.000000                   0.00      0.000000   \n",
       "38            0.000000                   0.00      0.000000   \n",
       "\n",
       "     Falafel Restaurant   Farmers Market   Fast Food Restaurant  \\\n",
       "0              0.000000         0.017241               0.000000   \n",
       "1              0.000000         0.000000               0.000000   \n",
       "2              0.000000         0.066667               0.066667   \n",
       "3              0.000000         0.000000               0.000000   \n",
       "4              0.015873         0.000000               0.000000   \n",
       "5              0.000000         0.000000               0.000000   \n",
       "6              0.000000         0.000000               0.012821   \n",
       "7              0.000000         0.000000               0.010000   \n",
       "8              0.000000         0.029412               0.000000   \n",
       "9              0.000000         0.000000               0.000000   \n",
       "10             0.000000         0.000000               0.000000   \n",
       "11             0.000000         0.000000               0.010000   \n",
       "12             0.000000         0.000000               0.000000   \n",
       "13             0.000000         0.000000               0.020000   \n",
       "14             0.000000         0.000000               0.000000   \n",
       "15             0.000000         0.000000               0.043478   \n",
       "16             0.000000         0.000000               0.095238   \n",
       "17             0.000000         0.018182               0.000000   \n",
       "18             0.000000         0.000000               0.000000   \n",
       "19             0.000000         0.000000               0.000000   \n",
       "20             0.000000         0.000000               0.000000   \n",
       "21             0.000000         0.000000               0.047619   \n",
       "22             0.000000         0.000000               0.000000   \n",
       "23             0.000000         0.000000               0.000000   \n",
       "24             0.000000         0.020833               0.000000   \n",
       "25             0.000000         0.000000               0.010638   \n",
       "26             0.000000         0.000000               0.000000   \n",
       "27             0.000000         0.000000               0.000000   \n",
       "28             0.025000         0.000000               0.000000   \n",
       "29             0.000000         0.012821               0.000000   \n",
       "30             0.000000         0.000000               0.000000   \n",
       "31             0.000000         0.010417               0.010417   \n",
       "32             0.000000         0.000000               0.000000   \n",
       "33             0.000000         0.000000               0.000000   \n",
       "34             0.000000         0.000000               0.000000   \n",
       "35             0.000000         0.000000               0.000000   \n",
       "36             0.000000         0.000000               0.000000   \n",
       "37             0.000000         0.000000               0.010000   \n",
       "38             0.000000         0.000000               0.000000   \n",
       "\n",
       "     Filipino Restaurant   Fish & Chips Shop   Fish Market   Flea Market  \\\n",
       "0               0.000000            0.000000      0.017241      0.000000   \n",
       "1               0.000000            0.000000      0.000000      0.000000   \n",
       "2               0.000000            0.000000      0.000000      0.000000   \n",
       "3               0.000000            0.000000      0.000000      0.000000   \n",
       "4               0.000000            0.000000      0.000000      0.000000   \n",
       "5               0.000000            0.000000      0.000000      0.000000   \n",
       "6               0.000000            0.000000      0.000000      0.000000   \n",
       "7               0.000000            0.000000      0.000000      0.000000   \n",
       "8               0.000000            0.000000      0.000000      0.000000   \n",
       "9               0.000000            0.000000      0.000000      0.000000   \n",
       "10              0.000000            0.000000      0.000000      0.000000   \n",
       "11              0.000000            0.000000      0.000000      0.000000   \n",
       "12              0.000000            0.000000      0.000000      0.000000   \n",
       "13              0.000000            0.000000      0.000000      0.000000   \n",
       "14              0.000000            0.000000      0.000000      0.000000   \n",
       "15              0.000000            0.000000      0.000000      0.043478   \n",
       "16              0.000000            0.047619      0.000000      0.000000   \n",
       "17              0.018182            0.000000      0.018182      0.000000   \n",
       "18              0.000000            0.000000      0.000000      0.000000   \n",
       "19              0.000000            0.000000      0.000000      0.000000   \n",
       "20              0.000000            0.000000      0.000000      0.000000   \n",
       "21              0.000000            0.000000      0.000000      0.000000   \n",
       "22              0.000000            0.000000      0.000000      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      0.000000   \n",
       "27              0.000000            0.000000      0.000000      0.000000   \n",
       "28              0.000000            0.025000      0.000000      0.000000   \n",
       "29              0.000000            0.000000      0.012821      0.000000   \n",
       "30              0.000000            0.000000      0.000000      0.000000   \n",
       "31              0.000000            0.000000      0.010417      0.000000   \n",
       "32              0.000000            0.000000      0.024390      0.000000   \n",
       "33              0.000000            0.000000      0.000000      0.000000   \n",
       "34              0.000000            0.000000      0.000000      0.000000   \n",
       "35              0.000000            0.000000      0.000000      0.000000   \n",
       "36              0.000000            0.000000      0.000000      0.000000   \n",
       "37              0.000000            0.000000      0.000000      0.000000   \n",
       "38              0.000000            0.000000      0.000000      0.000000   \n",
       "\n",
       "     Flower Shop   Food   Food & Drink Shop   Food Court   Food Truck  \\\n",
       "0       0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "1       0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "2       0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "3       0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "4       0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "5       0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "6       0.000000  0.000            0.012821     0.000000     0.000000   \n",
       "7       0.000000  0.000            0.000000     0.010000     0.010000   \n",
       "8       0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "9       0.000000  0.000            0.142857     0.000000     0.000000   \n",
       "10      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "11      0.000000  0.000            0.000000     0.010000     0.000000   \n",
       "12      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "13      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "14      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "15      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "16      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "17      0.000000  0.000            0.000000     0.018182     0.000000   \n",
       "18      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "19      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "20      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "21      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "22      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "23      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "24      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "25      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "26      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "27      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "28      0.000000  0.025            0.000000     0.000000     0.000000   \n",
       "29      0.000000  0.000            0.000000     0.000000     0.012821   \n",
       "30      0.022222  0.000            0.000000     0.000000     0.000000   \n",
       "31      0.000000  0.000            0.000000     0.000000     0.010417   \n",
       "32      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "33      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "34      0.043478  0.000            0.000000     0.000000     0.000000   \n",
       "35      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "36      0.000000  0.000            0.000000     0.000000     0.000000   \n",
       "37      0.000000  0.000            0.000000     0.010000     0.000000   \n",
       "38      0.027778  0.000            0.000000     0.000000     0.000000   \n",
       "\n",
       "     Fountain   French Restaurant   Fried Chicken Joint   Frozen Yogurt Shop  \\\n",
       "0    0.017241            0.017241              0.000000             0.000000   \n",
       "1    0.000000            0.000000              0.000000             0.000000   \n",
       "2    0.000000            0.000000              0.000000             0.000000   \n",
       "3    0.000000            0.000000              0.000000             0.000000   \n",
       "4    0.000000            0.015873              0.015873             0.000000   \n",
       "5    0.000000            0.000000              0.000000             0.000000   \n",
       "6    0.000000            0.000000              0.000000             0.000000   \n",
       "7    0.010000            0.010000              0.000000             0.000000   \n",
       "8    0.000000            0.000000              0.000000             0.000000   \n",
       "9    0.000000            0.000000              0.000000             0.000000   \n",
       "10   0.000000            0.000000              0.000000             0.000000   \n",
       "11   0.000000            0.000000              0.000000             0.000000   \n",
       "12   0.000000            0.000000              0.000000             0.000000   \n",
       "13   0.000000            0.000000              0.000000             0.000000   \n",
       "14   0.000000            0.000000              0.030000             0.000000   \n",
       "15   0.000000            0.000000              0.043478             0.000000   \n",
       "16   0.000000            0.000000              0.000000             0.000000   \n",
       "17   0.000000            0.000000              0.000000             0.000000   \n",
       "18   0.000000            0.000000              0.000000             0.000000   \n",
       "19   0.000000            0.023810              0.000000             0.000000   \n",
       "20   0.000000            0.000000              0.000000             0.000000   \n",
       "21   0.000000            0.000000              0.000000             0.000000   \n",
       "22   0.000000            0.000000              0.000000             0.000000   \n",
       "23   0.000000            0.000000              0.027778             0.000000   \n",
       "24   0.000000            0.020833              0.000000             0.000000   \n",
       "25   0.000000            0.000000              0.000000             0.000000   \n",
       "26   0.000000            0.000000              0.000000             0.000000   \n",
       "27   0.000000            0.000000              0.000000             0.000000   \n",
       "28   0.000000            0.025000              0.000000             0.000000   \n",
       "29   0.012821            0.012821              0.000000             0.000000   \n",
       "30   0.000000            0.000000              0.000000             0.000000   \n",
       "31   0.010417            0.010417              0.000000             0.000000   \n",
       "32   0.000000            0.000000              0.000000             0.000000   \n",
       "33   0.000000            0.000000              0.062500             0.000000   \n",
       "34   0.000000            0.000000              0.000000             0.000000   \n",
       "35   0.000000            0.000000              0.000000             0.000000   \n",
       "36   0.000000            0.000000              0.000000             0.046512   \n",
       "37   0.000000            0.010000              0.000000             0.000000   \n",
       "38   0.000000            0.027778              0.000000             0.000000   \n",
       "\n",
       "     Fruit & Vegetable Store   Furniture / Home Store   Gaming Cafe    Garden  \\\n",
       "0                   0.000000                 0.000000      0.000000  0.000000   \n",
       "1                   0.000000                 0.045455      0.000000  0.000000   \n",
       "2                   0.000000                 0.000000      0.000000  0.066667   \n",
       "3                   0.000000                 0.000000      0.000000  0.000000   \n",
       "4                   0.000000                 0.000000      0.000000  0.000000   \n",
       "5                   0.000000                 0.000000      0.000000  0.000000   \n",
       "6                   0.000000                 0.000000      0.000000  0.000000   \n",
       "7                   0.000000                 0.000000      0.000000  0.000000   \n",
       "8                   0.000000                 0.000000      0.000000  0.000000   \n",
       "9                   0.000000                 0.000000      0.000000  0.000000   \n",
       "10                  0.000000                 0.000000      0.000000  0.000000   \n",
       "11                  0.000000                 0.000000      0.000000  0.000000   \n",
       "12                  0.000000                 0.000000      0.000000  0.000000   \n",
       "13                  0.000000                 0.010000      0.000000  0.000000   \n",
       "14                  0.000000                 0.000000      0.000000  0.000000   \n",
       "15                  0.000000                 0.043478      0.000000  0.000000   \n",
       "16                  0.000000                 0.000000      0.000000  0.000000   \n",
       "17                  0.000000                 0.000000      0.036364  0.000000   \n",
       "18                  0.000000                 0.000000      0.000000  0.000000   \n",
       "19                  0.000000                 0.000000      0.000000  0.000000   \n",
       "20                  0.000000                 0.000000      0.000000  0.000000   \n",
       "21                  0.000000                 0.000000      0.000000  0.000000   \n",
       "22                  0.000000                 0.000000      0.000000  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                 0.010638      0.000000  0.000000   \n",
       "26                  0.000000                 0.000000      0.000000  0.000000   \n",
       "27                  0.000000                 0.000000      0.000000  1.000000   \n",
       "28                  0.000000                 0.000000      0.000000  0.000000   \n",
       "29                  0.000000                 0.012821      0.000000  0.000000   \n",
       "30                  0.000000                 0.000000      0.000000  0.000000   \n",
       "31                  0.000000                 0.000000      0.000000  0.000000   \n",
       "32                  0.000000                 0.000000      0.000000  0.000000   \n",
       "33                  0.000000                 0.000000      0.000000  0.000000   \n",
       "34                  0.000000                 0.000000      0.000000  0.000000   \n",
       "35                  0.000000                 0.000000      0.000000  0.000000   \n",
       "36                  0.023256                 0.046512      0.000000  0.000000   \n",
       "37                  0.000000                 0.000000      0.000000  0.000000   \n",
       "38                  0.000000                 0.000000      0.000000  0.000000   \n",
       "\n",
       "     Garden Center   Gas Station   Gastropub   Gay Bar  \\\n",
       "0         0.000000      0.000000    0.000000  0.000000   \n",
       "1         0.000000      0.000000    0.000000  0.000000   \n",
       "2         0.066667      0.000000    0.000000  0.000000   \n",
       "3         0.000000      0.000000    0.000000  0.000000   \n",
       "4         0.000000      0.000000    0.015873  0.000000   \n",
       "5         0.000000      0.000000    0.000000  0.000000   \n",
       "6         0.000000      0.012821    0.025641  0.025641   \n",
       "7         0.000000      0.000000    0.020000  0.000000   \n",
       "8         0.000000      0.029412    0.000000  0.000000   \n",
       "9         0.000000      0.000000    0.000000  0.000000   \n",
       "10        0.000000      0.055556    0.000000  0.000000   \n",
       "11        0.000000      0.000000    0.020000  0.000000   \n",
       "12        0.000000      0.000000    0.000000  0.000000   \n",
       "13        0.000000      0.000000    0.010000  0.000000   \n",
       "14        0.000000      0.000000    0.000000  0.000000   \n",
       "15        0.000000      0.000000    0.043478  0.000000   \n",
       "16        0.000000      0.000000    0.000000  0.000000   \n",
       "17        0.000000      0.000000    0.000000  0.000000   \n",
       "18        0.000000      0.000000    0.000000  0.000000   \n",
       "19        0.000000      0.000000    0.000000  0.000000   \n",
       "20        0.000000      0.000000    0.000000  0.000000   \n",
       "21        0.000000      0.000000    0.000000  0.000000   \n",
       "22        0.000000      0.000000    0.000000  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    0.010638  0.000000   \n",
       "26        0.000000      0.000000    0.000000  0.000000   \n",
       "27        0.000000      0.000000    0.000000  0.000000   \n",
       "28        0.000000      0.000000    0.025000  0.000000   \n",
       "29        0.000000      0.000000    0.038462  0.000000   \n",
       "30        0.000000      0.000000    0.022222  0.000000   \n",
       "31        0.000000      0.000000    0.010417  0.000000   \n",
       "32        0.000000      0.000000    0.048780  0.024390   \n",
       "33        0.000000      0.000000    0.000000  0.000000   \n",
       "34        0.000000      0.000000    0.000000  0.000000   \n",
       "35        0.000000      0.000000    0.000000  0.000000   \n",
       "36        0.000000      0.000000    0.000000  0.000000   \n",
       "37        0.000000      0.000000    0.010000  0.000000   \n",
       "38        0.000000      0.000000    0.000000  0.000000   \n",
       "\n",
       "     General Entertainment   General Travel   German Restaurant   Gift Shop  \\\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    0.000000   \n",
       "3                 0.000000         0.000000            0.000000    0.000000   \n",
       "4                 0.000000         0.000000            0.000000    0.000000   \n",
       "5                 0.000000         0.000000            0.000000    0.000000   \n",
       "6                 0.000000         0.000000            0.000000    0.000000   \n",
       "7                 0.000000         0.010000            0.000000    0.000000   \n",
       "8                 0.000000         0.000000            0.000000    0.000000   \n",
       "9                 0.000000         0.000000            0.000000    0.000000   \n",
       "10                0.000000         0.000000            0.000000    0.000000   \n",
       "11                0.000000         0.010000            0.000000    0.010000   \n",
       "12                0.000000         0.000000            0.000000    0.000000   \n",
       "13                0.000000         0.000000            0.000000    0.000000   \n",
       "14                0.000000         0.000000            0.000000    0.000000   \n",
       "15                0.000000         0.000000            0.000000    0.000000   \n",
       "16                0.000000         0.000000            0.000000    0.000000   \n",
       "17                0.000000         0.000000            0.000000    0.000000   \n",
       "18                0.000000         0.000000            0.000000    0.000000   \n",
       "19                0.000000         0.000000            0.000000    0.023810   \n",
       "20                0.000000         0.000000            0.000000    0.000000   \n",
       "21                0.000000         0.000000            0.000000    0.000000   \n",
       "22                0.000000         0.000000            0.000000    0.153846   \n",
       "23                0.000000         0.000000            0.000000    0.000000   \n",
       "24                0.000000         0.000000            0.000000    0.000000   \n",
       "25                0.000000         0.010638            0.000000    0.010638   \n",
       "26                0.000000         0.000000            0.000000    0.000000   \n",
       "27                0.000000         0.000000            0.000000    0.000000   \n",
       "28                0.000000         0.000000            0.000000    0.000000   \n",
       "29                0.000000         0.000000            0.012821    0.000000   \n",
       "30                0.022222         0.000000            0.000000    0.022222   \n",
       "31                0.000000         0.000000            0.000000    0.000000   \n",
       "32                0.000000         0.000000            0.000000    0.000000   \n",
       "33                0.000000         0.000000            0.000000    0.000000   \n",
       "34                0.000000         0.000000            0.000000    0.000000   \n",
       "35                0.000000         0.000000            0.000000    0.000000   \n",
       "36                0.000000         0.000000            0.000000    0.000000   \n",
       "37                0.010000         0.010000            0.000000    0.000000   \n",
       "38                0.000000         0.000000            0.000000    0.000000   \n",
       "\n",
       "     Gluten-free Restaurant   Gourmet Shop   Greek Restaurant   Grocery Store  \\\n",
       "0                  0.000000       0.017241           0.017241        0.017241   \n",
       "1                  0.000000       0.000000           0.000000        0.045455   \n",
       "2                  0.000000       0.000000           0.000000        0.000000   \n",
       "3                  0.000000       0.000000           0.000000        0.000000   \n",
       "4                  0.000000       0.000000           0.000000        0.000000   \n",
       "5                  0.000000       0.000000           0.000000        0.235294   \n",
       "6                  0.000000       0.000000           0.000000        0.025641   \n",
       "7                  0.010000       0.000000           0.000000        0.000000   \n",
       "8                  0.000000       0.029412           0.029412        0.000000   \n",
       "9                  0.000000       0.000000           0.000000        0.000000   \n",
       "10                 0.000000       0.000000           0.000000        0.055556   \n",
       "11                 0.010000       0.000000           0.010000        0.000000   \n",
       "12                 0.000000       0.000000           0.000000        0.000000   \n",
       "13                 0.000000       0.000000           0.000000        0.000000   \n",
       "14                 0.000000       0.000000           0.000000        0.000000   \n",
       "15                 0.000000       0.000000           0.000000        0.043478   \n",
       "16                 0.000000       0.000000           0.000000        0.000000   \n",
       "17                 0.000000       0.018182           0.000000        0.018182   \n",
       "18                 0.000000       0.000000           0.000000        0.000000   \n",
       "19                 0.000000       0.000000           0.023810        0.000000   \n",
       "20                 0.000000       0.000000           0.000000        0.000000   \n",
       "21                 0.000000       0.000000           0.000000        0.047619   \n",
       "22                 0.000000       0.000000           0.000000        0.000000   \n",
       "23                 0.000000       0.000000           0.000000        0.000000   \n",
       "24                 0.000000       0.000000           0.000000        0.000000   \n",
       "25                 0.010638       0.000000           0.000000        0.000000   \n",
       "26                 0.000000       0.000000           0.000000        0.000000   \n",
       "27                 0.000000       0.000000           0.000000        0.000000   \n",
       "28                 0.000000       0.025000           0.000000        0.000000   \n",
       "29                 0.000000       0.000000           0.000000        0.012821   \n",
       "30                 0.000000       0.022222           0.000000        0.022222   \n",
       "31                 0.000000       0.010417           0.000000        0.010417   \n",
       "32                 0.000000       0.000000           0.000000        0.000000   \n",
       "33                 0.000000       0.000000           0.000000        0.000000   \n",
       "34                 0.000000       0.000000           0.000000        0.000000   \n",
       "35                 0.000000       0.000000           0.000000        0.000000   \n",
       "36                 0.000000       0.000000           0.186047        0.023256   \n",
       "37                 0.010000       0.000000           0.010000        0.000000   \n",
       "38                 0.000000       0.000000           0.000000        0.000000   \n",
       "\n",
       "         Gym   Gym / Fitness Center   Harbor / Marina  \\\n",
       "0   0.000000               0.000000          0.000000   \n",
       "1   0.045455               0.000000          0.000000   \n",
       "2   0.000000               0.000000          0.000000   \n",
       "3   0.000000               0.000000          0.066667   \n",
       "4   0.000000               0.015873          0.000000   \n",
       "5   0.000000               0.000000          0.000000   \n",
       "6   0.012821               0.000000          0.000000   \n",
       "7   0.040000               0.010000          0.000000   \n",
       "8   0.058824               0.000000          0.000000   \n",
       "9   0.142857               0.000000          0.000000   \n",
       "10  0.000000               0.055556          0.000000   \n",
       "11  0.040000               0.010000          0.000000   \n",
       "12  0.000000               0.000000          0.000000   \n",
       "13  0.010000               0.010000          0.000000   \n",
       "14  0.010000               0.000000          0.000000   \n",
       "15  0.000000               0.000000          0.000000   \n",
       "16  0.047619               0.000000          0.000000   \n",
       "17  0.000000               0.000000          0.000000   \n",
       "18  0.000000               0.000000          0.000000   \n",
       "19  0.000000               0.000000          0.000000   \n",
       "20  0.250000               0.000000          0.000000   \n",
       "21  0.000000               0.047619          0.000000   \n",
       "22  0.000000               0.000000          0.000000   \n",
       "23  0.027778               0.000000          0.000000   \n",
       "24  0.000000               0.020833          0.000000   \n",
       "25  0.031915               0.010638          0.000000   \n",
       "26  0.000000               0.000000          0.000000   \n",
       "27  0.000000               0.000000          0.000000   \n",
       "28  0.000000               0.000000          0.000000   \n",
       "29  0.025641               0.000000          0.000000   \n",
       "30  0.000000               0.000000          0.000000   \n",
       "31  0.020833               0.000000          0.000000   \n",
       "32  0.000000               0.024390          0.000000   \n",
       "33  0.000000               0.000000          0.000000   \n",
       "34  0.000000               0.000000          0.000000   \n",
       "35  0.000000               0.000000          0.000000   \n",
       "36  0.000000               0.000000          0.000000   \n",
       "37  0.010000               0.010000          0.000000   \n",
       "38  0.000000               0.000000          0.000000   \n",
       "\n",
       "     Health & Beauty Service   Health Food Store   Historic Site  \\\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        0.000000   \n",
       "4                   0.000000            0.000000        0.000000   \n",
       "5                   0.000000            0.000000        0.000000   \n",
       "6                   0.012821            0.000000        0.000000   \n",
       "7                   0.000000            0.000000        0.000000   \n",
       "8                   0.000000            0.000000        0.000000   \n",
       "9                   0.000000            0.000000        0.000000   \n",
       "10                  0.000000            0.000000        0.000000   \n",
       "11                  0.000000            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        0.000000   \n",
       "16                  0.000000            0.000000        0.000000   \n",
       "17                  0.000000            0.000000        0.000000   \n",
       "18                  0.000000            0.000000        0.000000   \n",
       "19                  0.000000            0.000000        0.000000   \n",
       "20                  0.000000            0.000000        0.000000   \n",
       "21                  0.047619            0.000000        0.000000   \n",
       "22                  0.000000            0.000000        0.000000   \n",
       "23                  0.000000            0.000000        0.000000   \n",
       "24                  0.000000            0.020833        0.020833   \n",
       "25                  0.000000            0.000000        0.000000   \n",
       "26                  0.000000            0.000000        0.000000   \n",
       "27                  0.000000            0.000000        0.000000   \n",
       "28                  0.000000            0.025000        0.000000   \n",
       "29                  0.000000            0.000000        0.000000   \n",
       "30                  0.000000            0.000000        0.000000   \n",
       "31                  0.000000            0.000000        0.000000   \n",
       "32                  0.000000            0.000000        0.000000   \n",
       "33                  0.000000            0.000000        0.000000   \n",
       "34                  0.000000            0.000000        0.000000   \n",
       "35                  0.000000            0.250000        0.000000   \n",
       "36                  0.000000            0.000000        0.000000   \n",
       "37                  0.000000            0.000000        0.000000   \n",
       "38                  0.000000            0.000000        0.000000   \n",
       "\n",
       "     History Museum   Hobby Shop   Hookah Bar   Hospital     Hotel  \\\n",
       "0          0.000000     0.000000         0.00   0.000000  0.017241   \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  0.000000   \n",
       "4          0.000000     0.000000         0.00   0.000000  0.015873   \n",
       "5          0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "6          0.000000     0.012821         0.00   0.000000  0.025641   \n",
       "7          0.000000     0.000000         0.00   0.000000  0.060000   \n",
       "8          0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "9          0.000000     0.000000         0.00   0.000000  0.142857   \n",
       "10         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "11         0.000000     0.000000         0.00   0.000000  0.050000   \n",
       "12         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "13         0.000000     0.000000         0.01   0.000000  0.020000   \n",
       "14         0.020000     0.000000         0.00   0.000000  0.040000   \n",
       "15         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "16         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "17         0.000000     0.000000         0.00   0.018182  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   0.000000  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     0.027778         0.00   0.000000  0.000000   \n",
       "24         0.000000     0.000000         0.00   0.000000  0.020833   \n",
       "25         0.000000     0.000000         0.00   0.000000  0.031915   \n",
       "26         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "27         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "28         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "29         0.000000     0.000000         0.00   0.000000  0.025641   \n",
       "30         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "31         0.000000     0.000000         0.00   0.000000  0.031250   \n",
       "32         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "33         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "34         0.043478     0.000000         0.00   0.000000  0.000000   \n",
       "35         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "36         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "37         0.000000     0.000000         0.00   0.000000  0.080000   \n",
       "38         0.000000     0.000000         0.00   0.000000  0.000000   \n",
       "\n",
       "     Hotel Bar   IT Services   Ice Cream Shop   Indian Restaurant  \\\n",
       "0         0.00          0.00         0.000000            0.000000   \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            0.000000   \n",
       "4         0.00          0.00         0.031746            0.015873   \n",
       "5         0.00          0.00         0.000000            0.000000   \n",
       "6         0.00          0.00         0.000000            0.012821   \n",
       "7         0.00          0.00         0.010000            0.000000   \n",
       "8         0.00          0.00         0.000000            0.029412   \n",
       "9         0.00          0.00         0.000000            0.000000   \n",
       "10        0.00          0.00         0.000000            0.000000   \n",
       "11        0.00          0.00         0.010000            0.000000   \n",
       "12        0.00          0.00         0.000000            0.000000   \n",
       "13        0.00          0.00         0.000000            0.000000   \n",
       "14        0.01          0.01         0.010000            0.010000   \n",
       "15        0.00          0.00         0.000000            0.000000   \n",
       "16        0.00          0.00         0.047619            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         0.023810            0.000000   \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         0.000000            0.000000   \n",
       "23        0.00          0.00         0.000000            0.000000   \n",
       "24        0.00          0.00         0.020833            0.000000   \n",
       "25        0.00          0.00         0.010638            0.000000   \n",
       "26        0.00          0.00         0.000000            0.000000   \n",
       "27        0.00          0.00         0.000000            0.000000   \n",
       "28        0.00          0.00         0.000000            0.000000   \n",
       "29        0.00          0.00         0.012821            0.000000   \n",
       "30        0.00          0.00         0.000000            0.022222   \n",
       "31        0.00          0.00         0.000000            0.000000   \n",
       "32        0.00          0.00         0.024390            0.000000   \n",
       "33        0.00          0.00         0.000000            0.000000   \n",
       "34        0.00          0.00         0.000000            0.043478   \n",
       "35        0.00          0.00         0.000000            0.000000   \n",
       "36        0.00          0.00         0.046512            0.023256   \n",
       "37        0.00          0.01         0.010000            0.000000   \n",
       "38        0.00          0.00         0.000000            0.000000   \n",
       "\n",
       "     Indie Movie Theater   Intersection   Irish Pub   Italian Restaurant  \\\n",
       "0                  0.000       0.000000    0.000000             0.000000   \n",
       "1                  0.000       0.045455    0.000000             0.045455   \n",
       "2                  0.000       0.000000    0.000000             0.000000   \n",
       "3                  0.000       0.000000    0.000000             0.000000   \n",
       "4                  0.000       0.000000    0.000000             0.063492   \n",
       "5                  0.000       0.000000    0.000000             0.058824   \n",
       "6                  0.000       0.012821    0.000000             0.012821   \n",
       "7                  0.000       0.000000    0.000000             0.030000   \n",
       "8                  0.000       0.000000    0.000000             0.058824   \n",
       "9                  0.000       0.000000    0.000000             0.000000   \n",
       "10                 0.000       0.000000    0.000000             0.000000   \n",
       "11                 0.000       0.000000    0.000000             0.010000   \n",
       "12                 0.000       0.000000    0.000000             0.000000   \n",
       "13                 0.000       0.000000    0.000000             0.030000   \n",
       "14                 0.010       0.000000    0.000000             0.030000   \n",
       "15                 0.000       0.000000    0.000000             0.043478   \n",
       "16                 0.000       0.000000    0.000000             0.047619   \n",
       "17                 0.000       0.000000    0.000000             0.018182   \n",
       "18                 0.000       0.000000    0.000000             0.000000   \n",
       "19                 0.000       0.000000    0.000000             0.023810   \n",
       "20                 0.000       0.000000    0.000000             0.000000   \n",
       "21                 0.000       0.000000    0.000000             0.000000   \n",
       "22                 0.000       0.000000    0.000000             0.076923   \n",
       "23                 0.000       0.000000    0.000000             0.027778   \n",
       "24                 0.000       0.000000    0.000000             0.000000   \n",
       "25                 0.000       0.000000    0.000000             0.000000   \n",
       "26                 0.000       0.000000    0.000000             0.000000   \n",
       "27                 0.000       0.000000    0.000000             0.000000   \n",
       "28                 0.025       0.000000    0.000000             0.050000   \n",
       "29                 0.000       0.000000    0.012821             0.025641   \n",
       "30                 0.000       0.000000    0.000000             0.044444   \n",
       "31                 0.000       0.000000    0.000000             0.031250   \n",
       "32                 0.000       0.000000    0.000000             0.024390   \n",
       "33                 0.000       0.000000    0.000000             0.000000   \n",
       "34                 0.000       0.000000    0.000000             0.000000   \n",
       "35                 0.000       0.000000    0.000000             0.000000   \n",
       "36                 0.000       0.000000    0.000000             0.069767   \n",
       "37                 0.000       0.000000    0.000000             0.020000   \n",
       "38                 0.000       0.000000    0.000000             0.055556   \n",
       "\n",
       "     Japanese Restaurant   Jazz Club   Jewelry Store   Juice Bar  \\\n",
       "0               0.017241    0.017241        0.000000    0.017241   \n",
       "1               0.000000    0.000000        0.000000    0.000000   \n",
       "2               0.000000    0.000000        0.000000    0.000000   \n",
       "3               0.000000    0.000000        0.000000    0.000000   \n",
       "4               0.015873    0.000000        0.000000    0.000000   \n",
       "5               0.000000    0.000000        0.000000    0.000000   \n",
       "6               0.064103    0.000000        0.000000    0.012821   \n",
       "7               0.030000    0.010000        0.000000    0.000000   \n",
       "8               0.000000    0.000000        0.000000    0.000000   \n",
       "9               0.000000    0.000000        0.000000    0.000000   \n",
       "10              0.000000    0.000000        0.000000    0.000000   \n",
       "11              0.040000    0.000000        0.000000    0.000000   \n",
       "12              0.000000    0.000000        0.250000    0.000000   \n",
       "13              0.030000    0.000000        0.000000    0.000000   \n",
       "14              0.010000    0.000000        0.000000    0.000000   \n",
       "15              0.000000    0.000000        0.000000    0.000000   \n",
       "16              0.000000    0.000000        0.000000    0.000000   \n",
       "17              0.018182    0.018182        0.000000    0.018182   \n",
       "18              0.000000    0.000000        0.000000    0.000000   \n",
       "19              0.023810    0.000000        0.000000    0.023810   \n",
       "20              0.000000    0.000000        0.000000    0.000000   \n",
       "21              0.000000    0.000000        0.000000    0.000000   \n",
       "22              0.000000    0.000000        0.000000    0.000000   \n",
       "23              0.027778    0.000000        0.000000    0.027778   \n",
       "24              0.000000    0.000000        0.000000    0.000000   \n",
       "25              0.010638    0.000000        0.000000    0.010638   \n",
       "26              0.000000    0.000000        0.000000    0.000000   \n",
       "27              0.000000    0.000000        0.000000    0.000000   \n",
       "28              0.000000    0.000000        0.000000    0.025000   \n",
       "29              0.012821    0.012821        0.000000    0.000000   \n",
       "30              0.022222    0.000000        0.022222    0.000000   \n",
       "31              0.031250    0.010417        0.000000    0.010417   \n",
       "32              0.000000    0.000000        0.000000    0.000000   \n",
       "33              0.000000    0.000000        0.000000    0.000000   \n",
       "34              0.000000    0.000000        0.000000    0.000000   \n",
       "35              0.000000    0.000000        0.000000    0.000000   \n",
       "36              0.023256    0.000000        0.000000    0.023256   \n",
       "37              0.040000    0.000000        0.000000    0.000000   \n",
       "38              0.055556    0.000000        0.000000    0.000000   \n",
       "\n",
       "     Korean Restaurant      Lake   Latin American Restaurant  \\\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                    0.000000   \n",
       "4             0.015873  0.015873                    0.000000   \n",
       "5             0.000000  0.000000                    0.000000   \n",
       "6             0.000000  0.000000                    0.000000   \n",
       "7             0.000000  0.000000                    0.010000   \n",
       "8             0.000000  0.000000                    0.000000   \n",
       "9             0.000000  0.000000                    0.000000   \n",
       "10            0.000000  0.000000                    0.000000   \n",
       "11            0.000000  0.000000                    0.000000   \n",
       "12            0.000000  0.000000                    0.000000   \n",
       "13            0.000000  0.010000                    0.000000   \n",
       "14            0.000000  0.010000                    0.000000   \n",
       "15            0.000000  0.000000                    0.000000   \n",
       "16            0.000000  0.000000                    0.000000   \n",
       "17            0.000000  0.000000                    0.000000   \n",
       "18            0.000000  0.000000                    0.000000   \n",
       "19            0.023810  0.000000                    0.000000   \n",
       "20            0.000000  0.000000                    0.000000   \n",
       "21            0.000000  0.000000                    0.000000   \n",
       "22            0.000000  0.000000                    0.000000   \n",
       "23            0.000000  0.000000                    0.000000   \n",
       "24            0.000000  0.000000                    0.000000   \n",
       "25            0.000000  0.000000                    0.010638   \n",
       "26            0.000000  0.000000                    0.000000   \n",
       "27            0.000000  0.000000                    0.000000   \n",
       "28            0.000000  0.000000                    0.025000   \n",
       "29            0.000000  0.000000                    0.000000   \n",
       "30            0.000000  0.000000                    0.000000   \n",
       "31            0.000000  0.000000                    0.000000   \n",
       "32            0.000000  0.000000                    0.024390   \n",
       "33            0.000000  0.000000                    0.000000   \n",
       "34            0.000000  0.000000                    0.000000   \n",
       "35            0.000000  0.000000                    0.000000   \n",
       "36            0.000000  0.000000                    0.000000   \n",
       "37            0.000000  0.000000                    0.000000   \n",
       "38            0.000000  0.000000                    0.000000   \n",
       "\n",
       "     Light Rail Station   Lingerie Store   Liquor Store    Lounge    Market  \\\n",
       "0              0.000000         0.000000       0.017241  0.017241  0.000000   \n",
       "1              0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "2              0.066667         0.000000       0.000000  0.000000  0.000000   \n",
       "3              0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "4              0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "5              0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "6              0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "7              0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "8              0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "9              0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "10             0.000000         0.000000       0.055556  0.000000  0.000000   \n",
       "11             0.000000         0.000000       0.000000  0.010000  0.000000   \n",
       "12             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "13             0.000000         0.020000       0.000000  0.010000  0.000000   \n",
       "14             0.000000         0.000000       0.000000  0.010000  0.000000   \n",
       "15             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "16             0.000000         0.000000       0.047619  0.000000  0.000000   \n",
       "17             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "18             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "19             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "20             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "21             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "22             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "23             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "24             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "25             0.000000         0.000000       0.000000  0.010638  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",
       "28             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "29             0.000000         0.025641       0.000000  0.000000  0.000000   \n",
       "30             0.000000         0.000000       0.022222  0.000000  0.022222   \n",
       "31             0.000000         0.000000       0.010417  0.010417  0.000000   \n",
       "32             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "33             0.062500         0.000000       0.062500  0.000000  0.000000   \n",
       "34             0.000000         0.000000       0.043478  0.000000  0.000000   \n",
       "35             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "36             0.000000         0.000000       0.000000  0.023256  0.000000   \n",
       "37             0.000000         0.000000       0.000000  0.010000  0.000000   \n",
       "38             0.000000         0.000000       0.000000  0.000000  0.000000   \n",
       "\n",
       "     Martial Arts Dojo   Mediterranean Restaurant   Men's Store  \\\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      0.000000   \n",
       "4             0.000000                   0.000000      0.000000   \n",
       "5             0.000000                   0.000000      0.000000   \n",
       "6             0.012821                   0.025641      0.025641   \n",
       "7             0.000000                   0.000000      0.000000   \n",
       "8             0.000000                   0.000000      0.000000   \n",
       "9             0.000000                   0.000000      0.000000   \n",
       "10            0.000000                   0.000000      0.000000   \n",
       "11            0.000000                   0.010000      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      0.000000   \n",
       "16            0.000000                   0.000000      0.000000   \n",
       "17            0.000000                   0.000000      0.000000   \n",
       "18            0.000000                   0.000000      0.000000   \n",
       "19            0.000000                   0.000000      0.047619   \n",
       "20            0.000000                   0.000000      0.000000   \n",
       "21            0.000000                   0.000000      0.000000   \n",
       "22            0.000000                   0.000000      0.000000   \n",
       "23            0.000000                   0.000000      0.000000   \n",
       "24            0.000000                   0.000000      0.000000   \n",
       "25            0.000000                   0.010638      0.000000   \n",
       "26            0.000000                   0.000000      0.000000   \n",
       "27            0.000000                   0.000000      0.000000   \n",
       "28            0.000000                   0.000000      0.000000   \n",
       "29            0.000000                   0.000000      0.000000   \n",
       "30            0.000000                   0.000000      0.000000   \n",
       "31            0.000000                   0.000000      0.000000   \n",
       "32            0.000000                   0.000000      0.000000   \n",
       "33            0.000000                   0.000000      0.000000   \n",
       "34            0.000000                   0.000000      0.000000   \n",
       "35            0.000000                   0.000000      0.000000   \n",
       "36            0.000000                   0.000000      0.000000   \n",
       "37            0.000000                   0.000000      0.000000   \n",
       "38            0.000000                   0.000000      0.000000   \n",
       "\n",
       "     Mexican Restaurant   Middle Eastern Restaurant   Miscellaneous Shop  \\\n",
       "0              0.000000                    0.000000              0.00000   \n",
       "1              0.000000                    0.000000              0.00000   \n",
       "2              0.000000                    0.000000              0.00000   \n",
       "3              0.000000                    0.000000              0.00000   \n",
       "4              0.000000                    0.031746              0.00000   \n",
       "5              0.000000                    0.000000              0.00000   \n",
       "6              0.012821                    0.000000              0.00000   \n",
       "7              0.000000                    0.000000              0.00000   \n",
       "8              0.000000                    0.000000              0.00000   \n",
       "9              0.000000                    0.000000              0.00000   \n",
       "10             0.000000                    0.055556              0.00000   \n",
       "11             0.000000                    0.000000              0.00000   \n",
       "12             0.000000                    0.000000              0.00000   \n",
       "13             0.010000                    0.030000              0.01000   \n",
       "14             0.000000                    0.000000              0.00000   \n",
       "15             0.086957                    0.000000              0.00000   \n",
       "16             0.000000                    0.000000              0.00000   \n",
       "17             0.054545                    0.000000              0.00000   \n",
       "18             0.000000                    0.000000              0.00000   \n",
       "19             0.000000                    0.000000              0.02381   \n",
       "20             0.000000                    0.000000              0.00000   \n",
       "21             0.047619                    0.000000              0.00000   \n",
       "22             0.000000                    0.000000              0.00000   \n",
       "23             0.027778                    0.000000              0.00000   \n",
       "24             0.020833                    0.000000              0.00000   \n",
       "25             0.000000                    0.000000              0.00000   \n",
       "26             0.000000                    0.000000              0.00000   \n",
       "27             0.000000                    0.000000              0.00000   \n",
       "28             0.000000                    0.000000              0.00000   \n",
       "29             0.000000                    0.012821              0.00000   \n",
       "30             0.000000                    0.000000              0.00000   \n",
       "31             0.000000                    0.000000              0.00000   \n",
       "32             0.000000                    0.024390              0.00000   \n",
       "33             0.000000                    0.000000              0.00000   \n",
       "34             0.000000                    0.043478              0.00000   \n",
       "35             0.000000                    0.000000              0.00000   \n",
       "36             0.000000                    0.000000              0.00000   \n",
       "37             0.000000                    0.000000              0.00000   \n",
       "38             0.000000                    0.000000              0.00000   \n",
       "\n",
       "     Modern European Restaurant   Molecular Gastronomy 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                      0.015873                          0.000000   \n",
       "5                      0.000000                          0.000000   \n",
       "6                      0.000000                          0.000000   \n",
       "7                      0.000000                          0.000000   \n",
       "8                      0.000000                          0.000000   \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                     0.010000                          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                          0.000000   \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                     0.010638                          0.000000   \n",
       "26                     0.000000                          0.000000   \n",
       "27                     0.000000                          0.000000   \n",
       "28                     0.000000                          0.000000   \n",
       "29                     0.000000                          0.000000   \n",
       "30                     0.000000                          0.000000   \n",
       "31                     0.000000                          0.010417   \n",
       "32                     0.000000                          0.000000   \n",
       "33                     0.000000                          0.000000   \n",
       "34                     0.000000                          0.000000   \n",
       "35                     0.000000                          0.000000   \n",
       "36                     0.000000                          0.000000   \n",
       "37                     0.000000                          0.000000   \n",
       "38                     0.000000                          0.000000   \n",
       "\n",
       "     Monument / Landmark   Moroccan Restaurant   Movie Theater    Museum  \\\n",
       "0               0.000000              0.000000        0.000000  0.017241   \n",
       "1               0.000000              0.000000        0.000000  0.000000   \n",
       "2               0.000000              0.000000        0.000000  0.000000   \n",
       "3               0.000000              0.000000        0.000000  0.000000   \n",
       "4               0.000000              0.000000        0.000000  0.000000   \n",
       "5               0.000000              0.000000        0.000000  0.000000   \n",
       "6               0.000000              0.000000        0.000000  0.000000   \n",
       "7               0.000000              0.000000        0.000000  0.010000   \n",
       "8               0.000000              0.000000        0.000000  0.000000   \n",
       "9               0.000000              0.000000        0.000000  0.000000   \n",
       "10              0.000000              0.000000        0.000000  0.000000   \n",
       "11              0.010000              0.000000        0.000000  0.010000   \n",
       "12              0.000000              0.000000        0.000000  0.000000   \n",
       "13              0.000000              0.000000        0.010000  0.000000   \n",
       "14              0.010000              0.000000        0.000000  0.000000   \n",
       "15              0.000000              0.000000        0.000000  0.000000   \n",
       "16              0.000000              0.000000        0.047619  0.000000   \n",
       "17              0.000000              0.000000        0.000000  0.000000   \n",
       "18              0.000000              0.000000        0.000000  0.000000   \n",
       "19              0.000000              0.000000        0.000000  0.000000   \n",
       "20              0.000000              0.000000        0.000000  0.000000   \n",
       "21              0.000000              0.000000        0.000000  0.000000   \n",
       "22              0.000000              0.000000        0.076923  0.000000   \n",
       "23              0.000000              0.000000        0.000000  0.000000   \n",
       "24              0.000000              0.000000        0.000000  0.000000   \n",
       "25              0.010638              0.000000        0.000000  0.000000   \n",
       "26              0.000000              0.000000        0.000000  0.000000   \n",
       "27              0.000000              0.000000        0.000000  0.000000   \n",
       "28              0.000000              0.000000        0.000000  0.000000   \n",
       "29              0.000000              0.025641        0.000000  0.000000   \n",
       "30              0.000000              0.000000        0.000000  0.000000   \n",
       "31              0.000000              0.000000        0.010417  0.010417   \n",
       "32              0.000000              0.000000        0.000000  0.000000   \n",
       "33              0.000000              0.000000        0.000000  0.000000   \n",
       "34              0.000000              0.000000        0.000000  0.000000   \n",
       "35              0.000000              0.000000        0.000000  0.000000   \n",
       "36              0.000000              0.000000        0.000000  0.000000   \n",
       "37              0.000000              0.000000        0.000000  0.010000   \n",
       "38              0.000000              0.000000        0.000000  0.000000   \n",
       "\n",
       "     Music Venue   Neighborhood   New American Restaurant   Nightclub  \\\n",
       "0       0.000000       0.000000                  0.000000    0.000000   \n",
       "1       0.000000       0.000000                  0.000000    0.045455   \n",
       "2       0.000000       0.000000                  0.000000    0.000000   \n",
       "3       0.000000       0.000000                  0.000000    0.000000   \n",
       "4       0.000000       0.000000                  0.000000    0.000000   \n",
       "5       0.000000       0.000000                  0.000000    0.058824   \n",
       "6       0.000000       0.000000                  0.000000    0.000000   \n",
       "7       0.000000       0.000000                  0.010000    0.000000   \n",
       "8       0.000000       0.000000                  0.000000    0.000000   \n",
       "9       0.000000       0.000000                  0.000000    0.000000   \n",
       "10      0.055556       0.000000                  0.000000    0.000000   \n",
       "11      0.000000       0.000000                  0.010000    0.000000   \n",
       "12      0.000000       0.000000                  0.000000    0.000000   \n",
       "13      0.010000       0.000000                  0.010000    0.000000   \n",
       "14      0.020000       0.010000                  0.010000    0.000000   \n",
       "15      0.043478       0.000000                  0.000000    0.000000   \n",
       "16      0.000000       0.000000                  0.000000    0.000000   \n",
       "17      0.000000       0.000000                  0.000000    0.000000   \n",
       "18      0.000000       0.000000                  0.000000    0.000000   \n",
       "19      0.000000       0.000000                  0.023810    0.000000   \n",
       "20      0.000000       0.000000                  0.000000    0.000000   \n",
       "21      0.000000       0.000000                  0.000000    0.000000   \n",
       "22      0.000000       0.000000                  0.000000    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       0.010638                  0.010638    0.010638   \n",
       "26      0.000000       0.000000                  0.000000    0.000000   \n",
       "27      0.000000       0.000000                  0.000000    0.000000   \n",
       "28      0.000000       0.000000                  0.000000    0.000000   \n",
       "29      0.000000       0.000000                  0.012821    0.000000   \n",
       "30      0.000000       0.000000                  0.000000    0.000000   \n",
       "31      0.000000       0.000000                  0.000000    0.000000   \n",
       "32      0.000000       0.024390                  0.000000    0.000000   \n",
       "33      0.000000       0.000000                  0.000000    0.000000   \n",
       "34      0.000000       0.000000                  0.000000    0.000000   \n",
       "35      0.000000       0.250000                  0.000000    0.000000   \n",
       "36      0.000000       0.000000                  0.000000    0.000000   \n",
       "37      0.000000       0.000000                  0.010000    0.000000   \n",
       "38      0.000000       0.000000                  0.000000    0.027778   \n",
       "\n",
       "     Noodle House    Office   Opera House   Optical Shop   Organic Grocery  \\\n",
       "0        0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "1        0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "2        0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "3        0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "4        0.000000  0.015873      0.000000       0.000000          0.000000   \n",
       "5        0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "6        0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "7        0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "8        0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "9        0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "10       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "11       0.000000  0.000000      0.010000       0.000000          0.000000   \n",
       "12       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "13       0.000000  0.010000      0.000000       0.000000          0.000000   \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  0.000000      0.000000       0.000000          0.000000   \n",
       "17       0.000000  0.000000      0.000000       0.000000          0.018182   \n",
       "18       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "19       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "20       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "21       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "22       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "23       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "24       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "25       0.000000  0.000000      0.010638       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",
       "28       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "29       0.000000  0.000000      0.000000       0.012821          0.000000   \n",
       "30       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "31       0.000000  0.000000      0.000000       0.010417          0.000000   \n",
       "32       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "33       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "34       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "35       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "36       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "37       0.000000  0.000000      0.000000       0.000000          0.000000   \n",
       "38       0.027778  0.000000      0.000000       0.000000          0.000000   \n",
       "\n",
       "     Other Great Outdoors      Park   Performing Arts Venue   Pet Store  \\\n",
       "0                    0.00  0.017241                0.000000    0.000000   \n",
       "1                    0.00  0.000000                0.045455    0.045455   \n",
       "2                    0.00  0.066667                0.000000    0.000000   \n",
       "3                    0.00  0.000000                0.000000    0.000000   \n",
       "4                    0.00  0.015873                0.000000    0.000000   \n",
       "5                    0.00  0.117647                0.000000    0.000000   \n",
       "6                    0.00  0.012821                0.000000    0.000000   \n",
       "7                    0.00  0.010000                0.000000    0.000000   \n",
       "8                    0.00  0.029412                0.000000    0.000000   \n",
       "9                    0.00  0.142857                0.000000    0.000000   \n",
       "10                   0.00  0.055556                0.000000    0.000000   \n",
       "11                   0.00  0.000000                0.000000    0.000000   \n",
       "12                   0.00  0.250000                0.000000    0.000000   \n",
       "13                   0.01  0.010000                0.000000    0.000000   \n",
       "14                   0.00  0.020000                0.010000    0.000000   \n",
       "15                   0.00  0.043478                0.000000    0.000000   \n",
       "16                   0.00  0.095238                0.000000    0.047619   \n",
       "17                   0.00  0.018182                0.000000    0.000000   \n",
       "18                   0.00  0.333333                0.000000    0.000000   \n",
       "19                   0.00  0.023810                0.000000    0.000000   \n",
       "20                   0.00  0.000000                0.000000    0.000000   \n",
       "21                   0.00  0.047619                0.000000    0.000000   \n",
       "22                   0.00  0.000000                0.000000    0.000000   \n",
       "23                   0.00  0.027778                0.000000    0.000000   \n",
       "24                   0.00  0.062500                0.020833    0.000000   \n",
       "25                   0.00  0.000000                0.000000    0.000000   \n",
       "26                   0.00  0.500000                0.000000    0.000000   \n",
       "27                   0.00  0.000000                0.000000    0.000000   \n",
       "28                   0.00  0.025000                0.000000    0.000000   \n",
       "29                   0.00  0.012821                0.000000    0.000000   \n",
       "30                   0.00  0.066667                0.000000    0.022222   \n",
       "31                   0.00  0.020833                0.000000    0.000000   \n",
       "32                   0.00  0.024390                0.000000    0.024390   \n",
       "33                   0.00  0.000000                0.000000    0.000000   \n",
       "34                   0.00  0.043478                0.000000    0.000000   \n",
       "35                   0.00  0.000000                0.000000    0.000000   \n",
       "36                   0.00  0.000000                0.000000    0.000000   \n",
       "37                   0.00  0.000000                0.000000    0.000000   \n",
       "38                   0.00  0.000000                0.000000    0.000000   \n",
       "\n",
       "     Pharmacy   Pizza Place     Plane   Playground     Plaza   Poke Place  \\\n",
       "0    0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "1    0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "2    0.000000      0.066667  0.000000     0.000000  0.000000     0.000000   \n",
       "3    0.000000      0.000000  0.066667     0.000000  0.000000     0.000000   \n",
       "4    0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "5    0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "6    0.000000      0.012821  0.000000     0.000000  0.000000     0.012821   \n",
       "7    0.000000      0.010000  0.000000     0.000000  0.000000     0.010000   \n",
       "8    0.029412      0.058824  0.000000     0.000000  0.000000     0.000000   \n",
       "9    0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "10   0.111111      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "11   0.000000      0.020000  0.000000     0.000000  0.010000     0.000000   \n",
       "12   0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "13   0.000000      0.010000  0.000000     0.000000  0.010000     0.000000   \n",
       "14   0.000000      0.020000  0.000000     0.000000  0.020000     0.000000   \n",
       "15   0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "16   0.000000      0.047619  0.000000     0.000000  0.000000     0.000000   \n",
       "17   0.018182      0.018182  0.000000     0.000000  0.000000     0.000000   \n",
       "18   0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "19   0.000000      0.023810  0.000000     0.000000  0.000000     0.000000   \n",
       "20   0.000000      0.000000  0.000000     0.250000  0.000000     0.000000   \n",
       "21   0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "22   0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "23   0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "24   0.000000      0.000000  0.000000     0.020833  0.000000     0.000000   \n",
       "25   0.000000      0.021277  0.000000     0.000000  0.010638     0.000000   \n",
       "26   0.000000      0.000000  0.000000     0.250000  0.000000     0.000000   \n",
       "27   0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "28   0.000000      0.075000  0.000000     0.000000  0.000000     0.000000   \n",
       "29   0.012821      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "30   0.022222      0.044444  0.000000     0.022222  0.000000     0.000000   \n",
       "31   0.000000      0.000000  0.000000     0.000000  0.000000     0.010417   \n",
       "32   0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "33   0.000000      0.062500  0.000000     0.000000  0.000000     0.000000   \n",
       "34   0.043478      0.043478  0.000000     0.000000  0.000000     0.000000   \n",
       "35   0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "36   0.000000      0.023256  0.000000     0.000000  0.000000     0.000000   \n",
       "37   0.000000      0.010000  0.000000     0.000000  0.010000     0.000000   \n",
       "38   0.000000      0.000000  0.000000     0.000000  0.000000     0.000000   \n",
       "\n",
       "        Pool   Portuguese Restaurant   Post Office   Poutine Place       Pub  \\\n",
       "0   0.000000                0.017241         0.000        0.000000  0.017241   \n",
       "1   0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "2   0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "3   0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "4   0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "5   0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "6   0.000000                0.000000         0.000        0.000000  0.025641   \n",
       "7   0.000000                0.000000         0.000        0.000000  0.010000   \n",
       "8   0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "9   0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "10  0.055556                0.000000         0.000        0.000000  0.000000   \n",
       "11  0.000000                0.000000         0.000        0.000000  0.010000   \n",
       "12  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "13  0.000000                0.000000         0.000        0.010000  0.010000   \n",
       "14  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "15  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "16  0.000000                0.000000         0.000        0.000000  0.047619   \n",
       "17  0.000000                0.000000         0.000        0.018182  0.000000   \n",
       "18  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "19  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "20  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "21  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "22  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "23  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "24  0.000000                0.000000         0.000        0.000000  0.062500   \n",
       "25  0.000000                0.000000         0.000        0.000000  0.010638   \n",
       "26  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "27  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "28  0.000000                0.000000         0.025        0.000000  0.050000   \n",
       "29  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "30  0.000000                0.000000         0.000        0.000000  0.044444   \n",
       "31  0.000000                0.010417         0.000        0.000000  0.020833   \n",
       "32  0.000000                0.000000         0.000        0.000000  0.000000   \n",
       "33  0.000000                0.000000         0.000        0.000000  0.125000   \n",
       "34  0.000000                0.000000         0.000        0.000000  0.043478   \n",
       "35  0.000000                0.000000         0.000        0.000000  0.250000   \n",
       "36  0.000000                0.000000         0.000        0.000000  0.023256   \n",
       "37  0.000000                0.000000         0.000        0.000000  0.010000   \n",
       "38  0.000000                0.000000         0.000        0.000000  0.027778   \n",
       "\n",
       "     Ramen Restaurant   Record Shop   Recording Studio   Rental Car Location  \\\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              0.000000   \n",
       "3            0.000000      0.000000           0.000000              0.066667   \n",
       "4            0.015873      0.000000           0.000000              0.000000   \n",
       "5            0.000000      0.000000           0.000000              0.000000   \n",
       "6            0.012821      0.000000           0.000000              0.000000   \n",
       "7            0.000000      0.000000           0.000000              0.000000   \n",
       "8            0.000000      0.000000           0.000000              0.000000   \n",
       "9            0.000000      0.000000           0.000000              0.000000   \n",
       "10           0.000000      0.000000           0.055556              0.000000   \n",
       "11           0.000000      0.000000           0.000000              0.000000   \n",
       "12           0.000000      0.000000           0.000000              0.000000   \n",
       "13           0.020000      0.000000           0.000000              0.000000   \n",
       "14           0.000000      0.000000           0.000000              0.000000   \n",
       "15           0.000000      0.000000           0.000000              0.000000   \n",
       "16           0.000000      0.000000           0.000000              0.000000   \n",
       "17           0.000000      0.018182           0.000000              0.000000   \n",
       "18           0.000000      0.000000           0.000000              0.000000   \n",
       "19           0.000000      0.023810           0.000000              0.000000   \n",
       "20           0.000000      0.000000           0.000000              0.000000   \n",
       "21           0.000000      0.000000           0.000000              0.047619   \n",
       "22           0.000000      0.000000           0.000000              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              0.000000   \n",
       "27           0.000000      0.000000           0.000000              0.000000   \n",
       "28           0.000000      0.000000           0.000000              0.000000   \n",
       "29           0.000000      0.000000           0.000000              0.000000   \n",
       "30           0.000000      0.000000           0.000000              0.000000   \n",
       "31           0.000000      0.000000           0.000000              0.000000   \n",
       "32           0.000000      0.000000           0.000000              0.000000   \n",
       "33           0.000000      0.000000           0.000000              0.000000   \n",
       "34           0.000000      0.000000           0.000000              0.000000   \n",
       "35           0.000000      0.000000           0.000000              0.000000   \n",
       "36           0.000000      0.000000           0.000000              0.000000   \n",
       "37           0.000000      0.000000           0.000000              0.000000   \n",
       "38           0.000000      0.000000           0.000000              0.000000   \n",
       "\n",
       "     Restaurant   Roof Deck   Sake Bar   Salad Place   Salon / Barbershop  \\\n",
       "0      0.034483        0.00   0.000000      0.000000             0.000000   \n",
       "1      0.045455        0.00   0.000000      0.000000             0.000000   \n",
       "2      0.066667        0.00   0.000000      0.000000             0.000000   \n",
       "3      0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "4      0.015873        0.00   0.000000      0.031746             0.000000   \n",
       "5      0.058824        0.00   0.000000      0.000000             0.000000   \n",
       "6      0.038462        0.00   0.012821      0.000000             0.012821   \n",
       "7      0.070000        0.00   0.000000      0.010000             0.010000   \n",
       "8      0.029412        0.00   0.000000      0.000000             0.000000   \n",
       "9      0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "10     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "11     0.040000        0.00   0.000000      0.030000             0.010000   \n",
       "12     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "13     0.030000        0.00   0.000000      0.000000             0.000000   \n",
       "14     0.030000        0.01   0.000000      0.010000             0.000000   \n",
       "15     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "16     0.047619        0.00   0.000000      0.000000             0.000000   \n",
       "17     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "18     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "19     0.071429        0.00   0.000000      0.000000             0.000000   \n",
       "20     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "21     0.047619        0.00   0.000000      0.000000             0.047619   \n",
       "22     0.076923        0.00   0.000000      0.000000             0.000000   \n",
       "23     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "24     0.020833        0.00   0.000000      0.000000             0.000000   \n",
       "25     0.042553        0.00   0.000000      0.021277             0.010638   \n",
       "26     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "27     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "28     0.025000        0.00   0.000000      0.000000             0.000000   \n",
       "29     0.025641        0.00   0.000000      0.000000             0.012821   \n",
       "30     0.044444        0.00   0.000000      0.000000             0.000000   \n",
       "31     0.031250        0.00   0.000000      0.000000             0.000000   \n",
       "32     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "33     0.062500        0.00   0.000000      0.000000             0.000000   \n",
       "34     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "35     0.000000        0.00   0.000000      0.000000             0.000000   \n",
       "36     0.023256        0.00   0.000000      0.000000             0.000000   \n",
       "37     0.040000        0.01   0.000000      0.030000             0.010000   \n",
       "38     0.055556        0.00   0.000000      0.000000             0.000000   \n",
       "\n",
       "     Sandwich Place   Scenic Lookout   Sculpture Garden   Seafood Restaurant  \\\n",
       "0          0.000000             0.00           0.000000             0.034483   \n",
       "1          0.000000             0.00           0.000000             0.000000   \n",
       "2          0.000000             0.00           0.000000             0.000000   \n",
       "3          0.000000             0.00           0.066667             0.000000   \n",
       "4          0.047619             0.00           0.000000             0.000000   \n",
       "5          0.000000             0.00           0.000000             0.000000   \n",
       "6          0.000000             0.00           0.012821             0.000000   \n",
       "7          0.010000             0.00           0.000000             0.030000   \n",
       "8          0.088235             0.00           0.000000             0.029412   \n",
       "9          0.142857             0.00           0.000000             0.000000   \n",
       "10         0.000000             0.00           0.000000             0.000000   \n",
       "11         0.010000             0.00           0.000000             0.030000   \n",
       "12         0.000000             0.00           0.000000             0.000000   \n",
       "13         0.010000             0.00           0.000000             0.010000   \n",
       "14         0.010000             0.03           0.000000             0.010000   \n",
       "15         0.000000             0.00           0.000000             0.000000   \n",
       "16         0.047619             0.00           0.000000             0.000000   \n",
       "17         0.000000             0.00           0.000000             0.000000   \n",
       "18         0.000000             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         0.000000             0.00           0.000000             0.000000   \n",
       "22         0.000000             0.00           0.000000             0.000000   \n",
       "23         0.027778             0.00           0.000000             0.000000   \n",
       "24         0.000000             0.00           0.000000             0.000000   \n",
       "25         0.000000             0.00           0.000000             0.021277   \n",
       "26         0.000000             0.00           0.000000             0.000000   \n",
       "27         0.000000             0.00           0.000000             0.000000   \n",
       "28         0.025000             0.00           0.000000             0.000000   \n",
       "29         0.000000             0.00           0.000000             0.025641   \n",
       "30         0.022222             0.00           0.000000             0.000000   \n",
       "31         0.010417             0.00           0.000000             0.031250   \n",
       "32         0.024390             0.00           0.000000             0.024390   \n",
       "33         0.000000             0.00           0.000000             0.000000   \n",
       "34         0.130435             0.00           0.000000             0.000000   \n",
       "35         0.000000             0.00           0.000000             0.000000   \n",
       "36         0.000000             0.00           0.000000             0.000000   \n",
       "37         0.010000             0.00           0.000000             0.030000   \n",
       "38         0.027778             0.00           0.000000             0.000000   \n",
       "\n",
       "     Shoe Store   Shopping Mall   Skate Park   Skating Rink   Smoke Shop  \\\n",
       "0      0.000000        0.017241     0.000000           0.00     0.000000   \n",
       "1      0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "2      0.000000        0.000000     0.066667           0.00     0.066667   \n",
       "3      0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "4      0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "5      0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "6      0.000000        0.000000     0.000000           0.00     0.012821   \n",
       "7      0.000000        0.010000     0.000000           0.00     0.000000   \n",
       "8      0.000000        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     0.000000           0.00     0.000000   \n",
       "13     0.010000        0.010000     0.000000           0.00     0.010000   \n",
       "14     0.000000        0.000000     0.000000           0.01     0.000000   \n",
       "15     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "16     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "17     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "18     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "19     0.000000        0.000000     0.000000           0.00     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     0.000000           0.00     0.000000   \n",
       "23     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "24     0.020833        0.000000     0.000000           0.00     0.000000   \n",
       "25     0.000000        0.000000     0.000000           0.00     0.010638   \n",
       "26     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "27     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "28     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "29     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "30     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "31     0.000000        0.010417     0.000000           0.00     0.000000   \n",
       "32     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "33     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "34     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "35     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "36     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "37     0.000000        0.010000     0.000000           0.00     0.000000   \n",
       "38     0.000000        0.000000     0.000000           0.00     0.000000   \n",
       "\n",
       "     Snack Place   Soup Place       Spa   Speakeasy   Sporting Goods Shop  \\\n",
       "0       0.000000     0.000000  0.000000    0.000000              0.017241   \n",
       "1       0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "2       0.000000     0.000000  0.066667    0.000000              0.000000   \n",
       "3       0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "4       0.000000     0.000000  0.015873    0.000000              0.000000   \n",
       "5       0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "6       0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "7       0.000000     0.000000  0.000000    0.000000              0.010000   \n",
       "8       0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "9       0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "10      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "11      0.000000     0.000000  0.000000    0.010000              0.000000   \n",
       "12      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "13      0.000000     0.000000  0.010000    0.000000              0.010000   \n",
       "14      0.000000     0.000000  0.000000    0.000000              0.030000   \n",
       "15      0.000000     0.000000  0.000000    0.043478              0.000000   \n",
       "16      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "17      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "18      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "19      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "20      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "21      0.000000     0.000000  0.047619    0.000000              0.047619   \n",
       "22      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "23      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "24      0.000000     0.000000  0.020833    0.000000              0.000000   \n",
       "25      0.000000     0.010638  0.000000    0.010638              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",
       "28      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "29      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "30      0.022222     0.000000  0.000000    0.000000              0.000000   \n",
       "31      0.000000     0.010417  0.000000    0.000000              0.010417   \n",
       "32      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "33      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "34      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "35      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "36      0.000000     0.000000  0.023256    0.000000              0.000000   \n",
       "37      0.000000     0.000000  0.010000    0.010000              0.020000   \n",
       "38      0.000000     0.000000  0.000000    0.000000              0.000000   \n",
       "\n",
       "     Sports Bar   Stadium   Stationery Store   Steakhouse   Strip Club  \\\n",
       "0        0.0000  0.000000            0.00000     0.017241     0.000000   \n",
       "1        0.0000  0.045455            0.00000     0.000000     0.000000   \n",
       "2        0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "3        0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "4        0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "5        0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "6        0.0000  0.000000            0.00000     0.012821     0.012821   \n",
       "7        0.0000  0.000000            0.00000     0.010000     0.000000   \n",
       "8        0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "9        0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "10       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "11       0.0000  0.000000            0.00000     0.030000     0.000000   \n",
       "12       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "13       0.0000  0.000000            0.00000     0.010000     0.000000   \n",
       "14       0.0100  0.000000            0.00000     0.010000     0.000000   \n",
       "15       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "16       0.0000  0.000000            0.00000     0.047619     0.000000   \n",
       "17       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "18       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "19       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "20       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "21       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "22       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "23       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "24       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "25       0.0000  0.000000            0.00000     0.021277     0.000000   \n",
       "26       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "27       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "28       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "29       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "30       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "31       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "32       0.0000  0.000000            0.02439     0.000000     0.000000   \n",
       "33       0.0625  0.000000            0.00000     0.000000     0.000000   \n",
       "34       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "35       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "36       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "37       0.0000  0.000000            0.00000     0.020000     0.000000   \n",
       "38       0.0000  0.000000            0.00000     0.000000     0.000000   \n",
       "\n",
       "     Supermarket   Sushi Restaurant   Swim School   Tailor Shop  \\\n",
       "0       0.000000           0.000000      0.000000      0.017241   \n",
       "1       0.000000           0.000000      0.000000      0.000000   \n",
       "2       0.000000           0.000000      0.000000      0.000000   \n",
       "3       0.000000           0.000000      0.000000      0.000000   \n",
       "4       0.000000           0.015873      0.000000      0.000000   \n",
       "5       0.000000           0.000000      0.000000      0.000000   \n",
       "6       0.000000           0.076923      0.000000      0.000000   \n",
       "7       0.000000           0.000000      0.000000      0.010000   \n",
       "8       0.000000           0.058824      0.000000      0.000000   \n",
       "9       0.000000           0.000000      0.000000      0.000000   \n",
       "10      0.055556           0.000000      0.000000      0.000000   \n",
       "11      0.000000           0.020000      0.000000      0.000000   \n",
       "12      0.000000           0.250000      0.000000      0.000000   \n",
       "13      0.000000           0.000000      0.000000      0.000000   \n",
       "14      0.010000           0.010000      0.000000      0.000000   \n",
       "15      0.000000           0.000000      0.000000      0.000000   \n",
       "16      0.000000           0.047619      0.000000      0.000000   \n",
       "17      0.000000           0.000000      0.000000      0.000000   \n",
       "18      0.000000           0.000000      0.333333      0.000000   \n",
       "19      0.000000           0.000000      0.000000      0.000000   \n",
       "20      0.000000           0.000000      0.000000      0.000000   \n",
       "21      0.000000           0.000000      0.000000      0.000000   \n",
       "22      0.000000           0.000000      0.000000      0.000000   \n",
       "23      0.000000           0.083333      0.000000      0.000000   \n",
       "24      0.000000           0.000000      0.000000      0.000000   \n",
       "25      0.000000           0.021277      0.000000      0.000000   \n",
       "26      0.000000           0.000000      0.000000      0.000000   \n",
       "27      0.000000           0.000000      0.000000      0.000000   \n",
       "28      0.000000           0.050000      0.000000      0.000000   \n",
       "29      0.000000           0.000000      0.000000      0.012821   \n",
       "30      0.000000           0.000000      0.000000      0.000000   \n",
       "31      0.000000           0.000000      0.000000      0.010417   \n",
       "32      0.000000           0.000000      0.000000      0.000000   \n",
       "33      0.062500           0.062500      0.000000      0.000000   \n",
       "34      0.000000           0.000000      0.000000      0.000000   \n",
       "35      0.000000           0.000000      0.000000      0.000000   \n",
       "36      0.000000           0.000000      0.000000      0.000000   \n",
       "37      0.000000           0.010000      0.000000      0.010000   \n",
       "38      0.000000           0.027778      0.000000      0.000000   \n",
       "\n",
       "     Taiwanese Restaurant   Tanning Salon   Tea Room   Tennis Court  \\\n",
       "0                0.000000            0.00   0.000000           0.00   \n",
       "1                0.000000            0.00   0.000000           0.00   \n",
       "2                0.000000            0.00   0.000000           0.00   \n",
       "3                0.000000            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   0.020000           0.00   \n",
       "8                0.000000            0.00   0.000000           0.00   \n",
       "9                0.000000            0.00   0.000000           0.00   \n",
       "10               0.000000            0.00   0.000000           0.00   \n",
       "11               0.000000            0.00   0.020000           0.00   \n",
       "12               0.000000            0.00   0.000000           0.00   \n",
       "13               0.000000            0.01   0.020000           0.00   \n",
       "14               0.000000            0.00   0.010000           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   0.018182           0.00   \n",
       "18               0.000000            0.00   0.000000           0.00   \n",
       "19               0.000000            0.00   0.000000           0.00   \n",
       "20               0.000000            0.00   0.000000           0.25   \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   0.010638           0.00   \n",
       "26               0.000000            0.00   0.000000           0.00   \n",
       "27               0.000000            0.00   0.000000           0.00   \n",
       "28               0.000000            0.00   0.025000           0.00   \n",
       "29               0.000000            0.00   0.000000           0.00   \n",
       "30               0.022222            0.00   0.000000           0.00   \n",
       "31               0.000000            0.00   0.010417           0.00   \n",
       "32               0.000000            0.00   0.000000           0.00   \n",
       "33               0.000000            0.00   0.000000           0.00   \n",
       "34               0.000000            0.00   0.000000           0.00   \n",
       "35               0.000000            0.00   0.000000           0.00   \n",
       "36               0.000000            0.00   0.000000           0.00   \n",
       "37               0.000000            0.00   0.020000           0.00   \n",
       "38               0.000000            0.00   0.000000           0.00   \n",
       "\n",
       "     Thai Restaurant   Theater   Theme Restaurant   Toy / Game Store  \\\n",
       "0           0.017241  0.000000           0.000000           0.000000   \n",
       "1           0.000000  0.000000           0.000000           0.000000   \n",
       "2           0.000000  0.000000           0.000000           0.000000   \n",
       "3           0.000000  0.000000           0.000000           0.000000   \n",
       "4           0.031746  0.000000           0.000000           0.000000   \n",
       "5           0.000000  0.000000           0.000000           0.000000   \n",
       "6           0.012821  0.012821           0.012821           0.000000   \n",
       "7           0.020000  0.000000           0.000000           0.000000   \n",
       "8           0.058824  0.000000           0.000000           0.029412   \n",
       "9           0.000000  0.000000           0.000000           0.000000   \n",
       "10          0.000000  0.000000           0.000000           0.000000   \n",
       "11          0.020000  0.010000           0.000000           0.000000   \n",
       "12          0.000000  0.000000           0.000000           0.000000   \n",
       "13          0.010000  0.020000           0.000000           0.000000   \n",
       "14          0.000000  0.010000           0.000000           0.000000   \n",
       "15          0.086957  0.000000           0.000000           0.000000   \n",
       "16          0.000000  0.000000           0.000000           0.000000   \n",
       "17          0.000000  0.000000           0.000000           0.000000   \n",
       "18          0.000000  0.000000           0.000000           0.000000   \n",
       "19          0.000000  0.023810           0.000000           0.000000   \n",
       "20          0.000000  0.000000           0.000000           0.000000   \n",
       "21          0.000000  0.000000           0.000000           0.000000   \n",
       "22          0.000000  0.000000           0.000000           0.000000   \n",
       "23          0.000000  0.027778           0.000000           0.000000   \n",
       "24          0.000000  0.041667           0.000000           0.000000   \n",
       "25          0.031915  0.010638           0.000000           0.000000   \n",
       "26          0.000000  0.000000           0.000000           0.000000   \n",
       "27          0.000000  0.000000           0.000000           0.000000   \n",
       "28          0.000000  0.000000           0.000000           0.000000   \n",
       "29          0.012821  0.025641           0.000000           0.000000   \n",
       "30          0.022222  0.000000           0.000000           0.000000   \n",
       "31          0.010417  0.000000           0.000000           0.000000   \n",
       "32          0.024390  0.000000           0.000000           0.000000   \n",
       "33          0.000000  0.000000           0.000000           0.000000   \n",
       "34          0.000000  0.000000           0.000000           0.000000   \n",
       "35          0.000000  0.000000           0.000000           0.000000   \n",
       "36          0.000000  0.000000           0.000000           0.000000   \n",
       "37          0.000000  0.010000           0.000000           0.000000   \n",
       "38          0.000000  0.027778           0.000000           0.000000   \n",
       "\n",
       "       Trail   Train Station   Vegetarian / Vegan Restaurant  \\\n",
       "0   0.000000            0.00                        0.017241   \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                        0.015873   \n",
       "5   0.000000            0.00                        0.000000   \n",
       "6   0.000000            0.00                        0.000000   \n",
       "7   0.000000            0.00                        0.020000   \n",
       "8   0.000000            0.00                        0.000000   \n",
       "9   0.000000            0.00                        0.000000   \n",
       "10  0.000000            0.00                        0.000000   \n",
       "11  0.000000            0.01                        0.010000   \n",
       "12  0.250000            0.00                        0.000000   \n",
       "13  0.000000            0.00                        0.000000   \n",
       "14  0.000000            0.01                        0.010000   \n",
       "15  0.000000            0.00                        0.000000   \n",
       "16  0.000000            0.00                        0.000000   \n",
       "17  0.000000            0.00                        0.036364   \n",
       "18  0.000000            0.00                        0.000000   \n",
       "19  0.000000            0.00                        0.047619   \n",
       "20  0.250000            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                        0.000000   \n",
       "24  0.000000            0.00                        0.000000   \n",
       "25  0.000000            0.00                        0.010638   \n",
       "26  0.250000            0.00                        0.000000   \n",
       "27  0.000000            0.00                        0.000000   \n",
       "28  0.000000            0.00                        0.025000   \n",
       "29  0.000000            0.00                        0.012821   \n",
       "30  0.000000            0.00                        0.000000   \n",
       "31  0.000000            0.00                        0.010417   \n",
       "32  0.000000            0.00                        0.000000   \n",
       "33  0.000000            0.00                        0.000000   \n",
       "34  0.000000            0.00                        0.043478   \n",
       "35  0.250000            0.00                        0.000000   \n",
       "36  0.023256            0.00                        0.000000   \n",
       "37  0.000000            0.01                        0.010000   \n",
       "38  0.000000            0.00                        0.000000   \n",
       "\n",
       "     Video Game Store   Video Store   Vietnamese Restaurant   Wine Bar  \\\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   0.000000   \n",
       "3            0.000000      0.000000                0.000000   0.000000   \n",
       "4            0.000000      0.015873                0.000000   0.000000   \n",
       "5            0.000000      0.000000                0.000000   0.000000   \n",
       "6            0.000000      0.000000                0.000000   0.000000   \n",
       "7            0.000000      0.000000                0.000000   0.010000   \n",
       "8            0.000000      0.000000                0.000000   0.000000   \n",
       "9            0.000000      0.000000                0.000000   0.000000   \n",
       "10           0.000000      0.000000                0.000000   0.000000   \n",
       "11           0.000000      0.000000                0.000000   0.010000   \n",
       "12           0.000000      0.000000                0.000000   0.000000   \n",
       "13           0.010000      0.000000                0.010000   0.000000   \n",
       "14           0.000000      0.000000                0.000000   0.010000   \n",
       "15           0.000000      0.000000                0.000000   0.000000   \n",
       "16           0.000000      0.000000                0.000000   0.000000   \n",
       "17           0.000000      0.000000                0.054545   0.018182   \n",
       "18           0.000000      0.000000                0.000000   0.000000   \n",
       "19           0.000000      0.000000                0.047619   0.023810   \n",
       "20           0.000000      0.000000                0.000000   0.000000   \n",
       "21           0.000000      0.000000                0.000000   0.000000   \n",
       "22           0.000000      0.000000                0.000000   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   0.000000   \n",
       "27           0.000000      0.000000                0.000000   0.000000   \n",
       "28           0.000000      0.000000                0.000000   0.000000   \n",
       "29           0.000000      0.000000                0.000000   0.012821   \n",
       "30           0.000000      0.000000                0.000000   0.000000   \n",
       "31           0.000000      0.000000                0.000000   0.000000   \n",
       "32           0.000000      0.000000                0.000000   0.024390   \n",
       "33           0.000000      0.000000                0.062500   0.000000   \n",
       "34           0.000000      0.000000                0.000000   0.000000   \n",
       "35           0.000000      0.000000                0.000000   0.000000   \n",
       "36           0.000000      0.000000                0.000000   0.000000   \n",
       "37           0.000000      0.000000                0.000000   0.010000   \n",
       "38           0.027778      0.000000                0.000000   0.000000   \n",
       "\n",
       "     Wine Shop   Women's Store   Yoga Studio  \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      0.000000  \n",
       "4     0.000000        0.000000      0.015873  \n",
       "5     0.000000        0.000000      0.000000  \n",
       "6     0.000000        0.000000      0.025641  \n",
       "7     0.000000        0.000000      0.000000  \n",
       "8     0.000000        0.000000      0.000000  \n",
       "9     0.000000        0.000000      0.000000  \n",
       "10    0.000000        0.000000      0.000000  \n",
       "11    0.000000        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      0.000000  \n",
       "16    0.000000        0.000000      0.000000  \n",
       "17    0.000000        0.000000      0.000000  \n",
       "18    0.000000        0.000000      0.000000  \n",
       "19    0.000000        0.000000      0.023810  \n",
       "20    0.000000        0.000000      0.000000  \n",
       "21    0.000000        0.000000      0.047619  \n",
       "22    0.000000        0.000000      0.000000  \n",
       "23    0.000000        0.000000      0.027778  \n",
       "24    0.020833        0.000000      0.020833  \n",
       "25    0.000000        0.010638      0.000000  \n",
       "26    0.000000        0.000000      0.000000  \n",
       "27    0.000000        0.000000      0.000000  \n",
       "28    0.000000        0.000000      0.025000  \n",
       "29    0.000000        0.000000      0.000000  \n",
       "30    0.000000        0.000000      0.000000  \n",
       "31    0.000000        0.000000      0.010417  \n",
       "32    0.000000        0.000000      0.024390  \n",
       "33    0.000000        0.000000      0.000000  \n",
       "34    0.000000        0.000000      0.000000  \n",
       "35    0.000000        0.000000      0.000000  \n",
       "36    0.000000        0.000000      0.023256  \n",
       "37    0.000000        0.000000      0.000000  \n",
       "38    0.000000        0.000000      0.027778  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "toronto_grouped = toronto_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "pd.options.display.max_columns = None\n",
    "display(toronto_grouped)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We list the top 5 venue categories for every neighborhood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Berczy Park----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.07\n",
      "1         Cocktail Bar  0.05\n",
      "2             Beer Bar  0.03\n",
      "3   Seafood Restaurant  0.03\n",
      "4          Cheese Shop  0.03\n",
      "\n",
      "\n",
      "----Brockton / Parkdale Village / Exhibition Place----\n",
      "                     venue  freq\n",
      "0                     Café  0.14\n",
      "1           Breakfast Spot  0.09\n",
      "2              Coffee Shop  0.09\n",
      "3             Intersection  0.05\n",
      "4   Furniture / Home Store  0.05\n",
      "\n",
      "\n",
      "----Business reply mail Processing Centre----\n",
      "             venue  freq\n",
      "0       Comic Shop  0.07\n",
      "1    Auto Workshop  0.07\n",
      "2             Park  0.07\n",
      "3       Restaurant  0.07\n",
      "4   Farmers Market  0.07\n",
      "\n",
      "\n",
      "----CN Tower / King and Spadina / Railway Lands / Harbourfront West / Bathurst Quay / South Niagara / Island airport----\n",
      "                  venue  freq\n",
      "0        Airport Lounge  0.13\n",
      "1       Airport Service  0.13\n",
      "2               Airport  0.07\n",
      "3    Airport Food Court  0.07\n",
      "4   Rental Car Location  0.07\n",
      "\n",
      "\n",
      "----Central Bay Street----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.17\n",
      "1                 Café  0.08\n",
      "2   Italian Restaurant  0.06\n",
      "3       Sandwich Place  0.05\n",
      "4         Burger Joint  0.03\n",
      "\n",
      "\n",
      "----Christie----\n",
      "            venue  freq\n",
      "0   Grocery Store  0.24\n",
      "1            Café  0.18\n",
      "2            Park  0.12\n",
      "3      Baby Store  0.06\n",
      "4       Nightclub  0.06\n",
      "\n",
      "\n",
      "----Church and Wellesley----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.09\n",
      "1      Sushi Restaurant  0.08\n",
      "2   Japanese Restaurant  0.06\n",
      "3            Restaurant  0.04\n",
      "4         Grocery Store  0.03\n",
      "\n",
      "\n",
      "----Commerce Court / Victoria Hotel----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.12\n",
      "1            Restaurant  0.07\n",
      "2                  Café  0.07\n",
      "3                 Hotel  0.06\n",
      "4   American Restaurant  0.04\n",
      "\n",
      "\n",
      "----Davisville----\n",
      "                 venue  freq\n",
      "0       Sandwich Place  0.09\n",
      "1         Dessert Shop  0.09\n",
      "2   Italian Restaurant  0.06\n",
      "3                 Café  0.06\n",
      "4          Pizza Place  0.06\n",
      "\n",
      "\n",
      "----Davisville North----\n",
      "             venue  freq\n",
      "0            Hotel  0.14\n",
      "1   Breakfast Spot  0.14\n",
      "2              Gym  0.14\n",
      "3   Sandwich Place  0.14\n",
      "4             Park  0.14\n",
      "\n",
      "\n",
      "----Dufferin / Dovercourt Village----\n",
      "                   venue  freq\n",
      "0               Pharmacy  0.11\n",
      "1                 Bakery  0.11\n",
      "2   Gym / Fitness Center  0.06\n",
      "3           Liquor Store  0.06\n",
      "4                    Bar  0.06\n",
      "\n",
      "\n",
      "----First Canadian Place / Underground city----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.10\n",
      "1                  Café  0.08\n",
      "2                 Hotel  0.05\n",
      "3            Restaurant  0.04\n",
      "4   Japanese Restaurant  0.04\n",
      "\n",
      "\n",
      "----Forest Hill North & West----\n",
      "               venue  freq\n",
      "0               Park  0.25\n",
      "1              Trail  0.25\n",
      "2      Jewelry Store  0.25\n",
      "3   Sushi Restaurant  0.25\n",
      "4            Airport  0.00\n",
      "\n",
      "\n",
      "----Garden District / Ryerson----\n",
      "                 venue  freq\n",
      "0       Clothing Store  0.09\n",
      "1          Coffee Shop  0.08\n",
      "2                 Café  0.04\n",
      "3       Cosmetics Shop  0.03\n",
      "4   Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----Harbourfront East / Union Station / Toronto Islands----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.13\n",
      "1              Aquarium  0.05\n",
      "2                  Café  0.04\n",
      "3                 Hotel  0.04\n",
      "4   Fried Chicken Joint  0.03\n",
      "\n",
      "\n",
      "----High Park / The Junction South----\n",
      "                 venue  freq\n",
      "0   Mexican Restaurant  0.09\n",
      "1                 Café  0.09\n",
      "2      Thai Restaurant  0.09\n",
      "3          Flea Market  0.04\n",
      "4   Italian Restaurant  0.04\n",
      "\n",
      "\n",
      "----India Bazaar / The Beaches West----\n",
      "                   venue  freq\n",
      "0   Fast Food Restaurant  0.10\n",
      "1                   Park  0.10\n",
      "2             Restaurant  0.05\n",
      "3     Italian Restaurant  0.05\n",
      "4                Brewery  0.05\n",
      "\n",
      "\n",
      "----Kensington Market / Chinatown / Grange Park----\n",
      "                    venue  freq\n",
      "0                    Café  0.09\n",
      "1             Coffee Shop  0.07\n",
      "2      Mexican Restaurant  0.05\n",
      "3   Vietnamese Restaurant  0.05\n",
      "4                  Bakery  0.05\n",
      "\n",
      "\n",
      "----Lawrence Park----\n",
      "          venue  freq\n",
      "0          Park  0.33\n",
      "1   Swim School  0.33\n",
      "2      Bus Line  0.33\n",
      "3       Airport  0.00\n",
      "4   Music Venue  0.00\n",
      "\n",
      "\n",
      "----Little Portugal / Trinity----\n",
      "                            venue  freq\n",
      "0                             Bar  0.10\n",
      "1                      Restaurant  0.07\n",
      "2           Vietnamese Restaurant  0.05\n",
      "3                     Men's Store  0.05\n",
      "4   Vegetarian / Vegan Restaurant  0.05\n",
      "\n",
      "\n",
      "----Moore Park / Summerhill East----\n",
      "           venue  freq\n",
      "0     Playground  0.25\n",
      "1          Trail  0.25\n",
      "2   Tennis Court  0.25\n",
      "3            Gym  0.25\n",
      "4       Wine Bar  0.00\n",
      "\n",
      "\n",
      "----North Toronto West----\n",
      "                      venue  freq\n",
      "0            Clothing Store  0.14\n",
      "1               Coffee Shop  0.10\n",
      "2      Gym / Fitness Center  0.05\n",
      "3   Health & Beauty Service  0.05\n",
      "4              Dessert Shop  0.05\n",
      "\n",
      "\n",
      "----Parkdale / Roncesvalles----\n",
      "                          venue  freq\n",
      "0                     Gift Shop  0.15\n",
      "1                     Bookstore  0.08\n",
      "2                 Movie Theater  0.08\n",
      "3   Eastern European Restaurant  0.08\n",
      "4                           Bar  0.08\n",
      "\n",
      "\n",
      "----Queen's Park / Ontario Provincial Government----\n",
      "               venue  freq\n",
      "0        Coffee Shop  0.28\n",
      "1   Sushi Restaurant  0.08\n",
      "2              Diner  0.06\n",
      "3                Bar  0.03\n",
      "4           Beer Bar  0.03\n",
      "\n",
      "\n",
      "----Regent Park / Harbourfront----\n",
      "          venue  freq\n",
      "0   Coffee Shop  0.15\n",
      "1           Pub  0.06\n",
      "2          Park  0.06\n",
      "3        Bakery  0.06\n",
      "4          Café  0.04\n",
      "\n",
      "\n",
      "----Richmond / Adelaide / King----\n",
      "             venue  freq\n",
      "0      Coffee Shop  0.10\n",
      "1             Café  0.05\n",
      "2       Restaurant  0.04\n",
      "3            Hotel  0.03\n",
      "4   Clothing Store  0.03\n",
      "\n",
      "\n",
      "----Rosedale----\n",
      "                       venue  freq\n",
      "0                       Park  0.50\n",
      "1                 Playground  0.25\n",
      "2                      Trail  0.25\n",
      "3                Music Venue  0.00\n",
      "4   Mediterranean Restaurant  0.00\n",
      "\n",
      "\n",
      "----Roselawn----\n",
      "                        venue  freq\n",
      "0                      Garden   1.0\n",
      "1     New American Restaurant   0.0\n",
      "2                 Men's Store   0.0\n",
      "3          Mexican Restaurant   0.0\n",
      "4   Middle Eastern Restaurant   0.0\n",
      "\n",
      "\n",
      "----Runnymede / Swansea----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.08\n",
      "1          Pizza Place  0.08\n",
      "2                 Café  0.08\n",
      "3   Italian Restaurant  0.05\n",
      "4     Sushi Restaurant  0.05\n",
      "\n",
      "\n",
      "----St. James Town----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.06\n",
      "1                  Café  0.06\n",
      "2             Gastropub  0.04\n",
      "3   American Restaurant  0.04\n",
      "4          Cocktail Bar  0.04\n",
      "\n",
      "\n",
      "----St. James Town / Cabbagetown----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.07\n",
      "1                 Park  0.07\n",
      "2   Chinese Restaurant  0.04\n",
      "3          Pizza Place  0.04\n",
      "4                  Pub  0.04\n",
      "\n",
      "\n",
      "----Stn A PO Boxes----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.09\n",
      "1                  Café  0.04\n",
      "2            Restaurant  0.03\n",
      "3   Japanese Restaurant  0.03\n",
      "4    Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----Studio District----\n",
      "                  venue  freq\n",
      "0                  Café  0.10\n",
      "1           Coffee Shop  0.07\n",
      "2               Brewery  0.05\n",
      "3   American Restaurant  0.05\n",
      "4                Bakery  0.05\n",
      "\n",
      "\n",
      "----Summerhill West / Rathnelly / South Hill / Forest Hill SE / Deer Park----\n",
      "           venue  freq\n",
      "0            Pub  0.12\n",
      "1    Coffee Shop  0.12\n",
      "2   Liquor Store  0.06\n",
      "3    Pizza Place  0.06\n",
      "4     Sports Bar  0.06\n",
      "\n",
      "\n",
      "----The Annex / North Midtown / Yorkville----\n",
      "             venue  freq\n",
      "0             Café  0.13\n",
      "1   Sandwich Place  0.13\n",
      "2      Coffee Shop  0.09\n",
      "3   History Museum  0.04\n",
      "4              Pub  0.04\n",
      "\n",
      "\n",
      "----The Beaches----\n",
      "                venue  freq\n",
      "0        Neighborhood  0.25\n",
      "1   Health Food Store  0.25\n",
      "2                 Pub  0.25\n",
      "3               Trail  0.25\n",
      "4             Airport  0.00\n",
      "\n",
      "\n",
      "----The Danforth West / Riverdale----\n",
      "                     venue  freq\n",
      "0         Greek Restaurant  0.19\n",
      "1              Coffee Shop  0.09\n",
      "2       Italian Restaurant  0.07\n",
      "3   Furniture / Home Store  0.05\n",
      "4       Frozen Yogurt Shop  0.05\n",
      "\n",
      "\n",
      "----Toronto Dominion Centre / Design Exchange----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.12\n",
      "1                 Hotel  0.08\n",
      "2                  Café  0.07\n",
      "3            Restaurant  0.04\n",
      "4   Japanese Restaurant  0.04\n",
      "\n",
      "\n",
      "----University of Toronto / Harbord----\n",
      "                  venue  freq\n",
      "0                  Café  0.14\n",
      "1   Japanese Restaurant  0.06\n",
      "2                   Bar  0.06\n",
      "3            Restaurant  0.06\n",
      "4                Bakery  0.06\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_top_venues = 5\n",
    "\n",
    "for hood in toronto_grouped['Neighborhood']:\n",
    "    print(\"----\"+hood+\"----\")\n",
    "    temp = toronto_grouped[toronto_grouped['Neighborhood'] == 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": "markdown",
   "metadata": {},
   "source": [
    "The function below returns the top N venue categories for each neighborhood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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": "markdown",
   "metadata": {},
   "source": [
    "Let's create a dataframe with the top 10 venues for the neighborhoods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>Neighborhood</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>Berczy Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brockton / Parkdale Village / Exhibition Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Climbing Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Business reply mail Processing Centre</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Spa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CN Tower / King and Spadina / Railway Lands / ...</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Plane</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Salad Place</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Christie</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Candy Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Men's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Commerce Court / Victoria Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gym</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Davisville</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Davisville North</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convention Center</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Dufferin / Dovercourt Village</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bank</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>First Canadian Place / Underground city</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Salad Place</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Forest Hill North &amp; West</td>\n",
       "      <td>Park</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Garden District / Ryerson</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Harbourfront East / Union Station / Toronto Is...</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Aquarium</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>High Park / The Junction South</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Speakeasy</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>India Bazaar / The Beaches West</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Board Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Kensington Market / Chinatown / Grange Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Gaming Cafe</td>\n",
       "      <td>Belgian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Little Portugal / Trinity</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>New American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Moore Park / Summerhill East</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Parkdale / Roncesvalles</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Cuban Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Park</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Café</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Shoe Store</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Richmond / Adelaide / King</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Rosedale</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Roselawn</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Runnymede / Swansea</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Food</td>\n",
       "      <td>Indie Movie Theater</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>St. James Town</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Department Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>St. James Town / Cabbagetown</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Studio District</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Cheese Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Summerhill West / Rathnelly / South Hill / For...</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>The Annex / North Midtown / Yorkville</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>History Museum</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>The Danforth West / Riverdale</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Toronto Dominion Centre / Design Exchange</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Salad Place</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Concert Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>University of Toronto / Harbord</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Beer Bar</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Neighborhood  1st Most Common Venue  \\\n",
       "0                                         Berczy Park            Coffee Shop   \n",
       "1      Brockton / Parkdale Village / Exhibition Place                   Café   \n",
       "2               Business reply mail Processing Centre            Pizza Place   \n",
       "3   CN Tower / King and Spadina / Railway Lands / ...         Airport Lounge   \n",
       "4                                  Central Bay Street            Coffee Shop   \n",
       "5                                            Christie          Grocery Store   \n",
       "6                                Church and Wellesley            Coffee Shop   \n",
       "7                     Commerce Court / Victoria Hotel            Coffee Shop   \n",
       "8                                          Davisville         Sandwich Place   \n",
       "9                                    Davisville North                    Gym   \n",
       "10                      Dufferin / Dovercourt Village               Pharmacy   \n",
       "11            First Canadian Place / Underground city            Coffee Shop   \n",
       "12                           Forest Hill North & West                   Park   \n",
       "13                          Garden District / Ryerson         Clothing Store   \n",
       "14  Harbourfront East / Union Station / Toronto Is...            Coffee Shop   \n",
       "15                     High Park / The Junction South        Thai Restaurant   \n",
       "16                    India Bazaar / The Beaches West   Fast Food Restaurant   \n",
       "17        Kensington Market / Chinatown / Grange Park                   Café   \n",
       "18                                      Lawrence Park                   Park   \n",
       "19                          Little Portugal / Trinity                    Bar   \n",
       "20                       Moore Park / Summerhill East                    Gym   \n",
       "21                                 North Toronto West         Clothing Store   \n",
       "22                            Parkdale / Roncesvalles              Gift Shop   \n",
       "23       Queen's Park / Ontario Provincial Government            Coffee Shop   \n",
       "24                         Regent Park / Harbourfront            Coffee Shop   \n",
       "25                         Richmond / Adelaide / King            Coffee Shop   \n",
       "26                                           Rosedale                   Park   \n",
       "27                                           Roselawn                 Garden   \n",
       "28                                Runnymede / Swansea            Coffee Shop   \n",
       "29                                     St. James Town            Coffee Shop   \n",
       "30                       St. James Town / Cabbagetown                   Park   \n",
       "31                                     Stn A PO Boxes            Coffee Shop   \n",
       "32                                    Studio District                   Café   \n",
       "33  Summerhill West / Rathnelly / South Hill / For...                    Pub   \n",
       "34              The Annex / North Midtown / Yorkville         Sandwich Place   \n",
       "35                                        The Beaches           Neighborhood   \n",
       "36                      The Danforth West / Riverdale       Greek Restaurant   \n",
       "37          Toronto Dominion Centre / Design Exchange            Coffee Shop   \n",
       "38                    University of Toronto / Harbord                   Café   \n",
       "\n",
       "   2nd Most Common Venue   3rd Most Common Venue  \\\n",
       "0           Cocktail Bar             Cheese Shop   \n",
       "1            Coffee Shop          Breakfast Spot   \n",
       "2          Auto Workshop              Comic Shop   \n",
       "3        Airport Service                 Airport   \n",
       "4                   Café      Italian Restaurant   \n",
       "5                   Café                    Park   \n",
       "6       Sushi Restaurant     Japanese Restaurant   \n",
       "7             Restaurant                    Café   \n",
       "8           Dessert Shop             Coffee Shop   \n",
       "9                  Hotel          Breakfast Spot   \n",
       "10                Bakery             Music Venue   \n",
       "11                  Café                   Hotel   \n",
       "12         Jewelry Store                   Trail   \n",
       "13           Coffee Shop                    Café   \n",
       "14              Aquarium                    Café   \n",
       "15    Mexican Restaurant                    Café   \n",
       "16                  Park                     Gym   \n",
       "17           Coffee Shop   Vietnamese Restaurant   \n",
       "18           Swim School                Bus Line   \n",
       "19            Restaurant   Vietnamese Restaurant   \n",
       "20                 Trail              Playground   \n",
       "21           Coffee Shop     Rental Car Location   \n",
       "22         Movie Theater              Restaurant   \n",
       "23      Sushi Restaurant                   Diner   \n",
       "24                Bakery                     Pub   \n",
       "25                  Café              Restaurant   \n",
       "26            Playground                   Trail   \n",
       "27           Yoga Studio        Department Store   \n",
       "28           Pizza Place                    Café   \n",
       "29                  Café               Gastropub   \n",
       "30           Coffee Shop              Restaurant   \n",
       "31                  Café      Seafood Restaurant   \n",
       "32           Coffee Shop               Gastropub   \n",
       "33           Coffee Shop                    Bank   \n",
       "34                  Café             Coffee Shop   \n",
       "35                 Trail                     Pub   \n",
       "36           Coffee Shop      Italian Restaurant   \n",
       "37                 Hotel                    Café   \n",
       "38                   Bar      Italian Restaurant   \n",
       "\n",
       "             4th Most Common Venue       5th Most Common Venue  \\\n",
       "0                             Café                    Beer Bar   \n",
       "1                              Gym                      Bakery   \n",
       "2                       Restaurant               Burrito Place   \n",
       "3                         Boutique         Rental Car Location   \n",
       "4                   Sandwich Place              Ice Cream Shop   \n",
       "5               Italian Restaurant                  Restaurant   \n",
       "6                       Restaurant    Mediterranean Restaurant   \n",
       "7                            Hotel                         Gym   \n",
       "8               Italian Restaurant                        Café   \n",
       "9                Food & Drink Shop              Sandwich Place   \n",
       "10                    Liquor Store                        Café   \n",
       "11                             Gym                  Restaurant   \n",
       "12                Sushi Restaurant                 Yoga Studio   \n",
       "13              Italian Restaurant   Middle Eastern Restaurant   \n",
       "14                           Hotel          Italian Restaurant   \n",
       "15                            Park                       Diner   \n",
       "16                     Pizza Place                  Board Shop   \n",
       "17              Mexican Restaurant                      Bakery   \n",
       "18                     Yoga Studio                       Diner   \n",
       "19   Vegetarian / Vegan Restaurant            Asian Restaurant   \n",
       "20                    Tennis Court                Dessert Shop   \n",
       "21                            Café                  Restaurant   \n",
       "22                  Breakfast Spot                   Bookstore   \n",
       "23                  Discount Store          Mexican Restaurant   \n",
       "24                            Park              Breakfast Spot   \n",
       "25                             Gym              Clothing Store   \n",
       "26                     Yoga Studio            Department Store   \n",
       "27              Falafel Restaurant                 Event Space   \n",
       "28                Sushi Restaurant                         Pub   \n",
       "29             American Restaurant                Cocktail Bar   \n",
       "30                            Café                         Pub   \n",
       "31                           Hotel          Italian Restaurant   \n",
       "32                         Brewery                      Bakery   \n",
       "33                Sushi Restaurant                  Bagel Shop   \n",
       "34                        Pharmacy              History Museum   \n",
       "35               Health Food Store                Dessert Shop   \n",
       "36                  Ice Cream Shop      Furniture / Home Store   \n",
       "37                      Restaurant         Japanese Restaurant   \n",
       "38             Japanese Restaurant                   Bookstore   \n",
       "\n",
       "         6th Most Common Venue           7th Most Common Venue  \\\n",
       "0                       Bakery                      Restaurant   \n",
       "1        Performing Arts Venue                       Pet Store   \n",
       "2                      Brewery                      Skate Park   \n",
       "3                  Coffee Shop                           Plane   \n",
       "4              Thai Restaurant                     Salad Place   \n",
       "5                   Baby Store                           Diner   \n",
       "6                Grocery Store                           Hotel   \n",
       "7          American Restaurant              Seafood Restaurant   \n",
       "8             Sushi Restaurant                 Thai Restaurant   \n",
       "9             Department Store                            Park   \n",
       "10   Middle Eastern Restaurant                Recording Studio   \n",
       "11         Japanese Restaurant                   Deli / Bodega   \n",
       "12                Dessert Shop                     Event Space   \n",
       "13                  Restaurant             Japanese Restaurant   \n",
       "14                     Brewery             Fried Chicken Joint   \n",
       "15                         Bar                          Bakery   \n",
       "16                     Brewery                  Sandwich Place   \n",
       "17                         Bar   Vegetarian / Vegan Restaurant   \n",
       "18          Falafel Restaurant                     Event Space   \n",
       "19                 Men's Store                            Café   \n",
       "20                       Diner                  Discount Store   \n",
       "21                       Diner              Mexican Restaurant   \n",
       "22                Dessert Shop                     Coffee Shop   \n",
       "23                   Juice Bar             Japanese Restaurant   \n",
       "24                        Café                         Theater   \n",
       "25                       Hotel                 Thai Restaurant   \n",
       "26                 Event Space            Ethiopian Restaurant   \n",
       "27        Ethiopian Restaurant               Electronics Store   \n",
       "28          Italian Restaurant                     Yoga Studio   \n",
       "29          Seafood Restaurant                           Hotel   \n",
       "30          Italian Restaurant                          Bakery   \n",
       "31         Japanese Restaurant                        Beer Bar   \n",
       "32         American Restaurant                     Yoga Studio   \n",
       "33          Light Rail Station             Fried Chicken Joint   \n",
       "34                  Donut Shop                    Burger Joint   \n",
       "35                       Diner                  Discount Store   \n",
       "36                   Bookstore              Frozen Yogurt Shop   \n",
       "37                 Salad Place              Seafood Restaurant   \n",
       "38                  Restaurant                          Bakery   \n",
       "\n",
       "           8th Most Common Venue         9th Most Common Venue  \\\n",
       "0             Seafood Restaurant                Cosmetics Shop   \n",
       "1                      Nightclub                  Climbing Gym   \n",
       "2                     Smoke Shop                          Park   \n",
       "3                Harbor / Marina                 Boat or Ferry   \n",
       "4                            Bar                  Burger Joint   \n",
       "5             Athletics & Sports                   Coffee Shop   \n",
       "6                      Gastropub                   Yoga Studio   \n",
       "7             Italian Restaurant                 Deli / Bodega   \n",
       "8                    Pizza Place                           Gym   \n",
       "9              Convention Center                Cosmetics Shop   \n",
       "10                           Bar                   Supermarket   \n",
       "11                   Salad Place                    Steakhouse   \n",
       "12          Ethiopian Restaurant             Electronics Store   \n",
       "13                Cosmetics Shop               Bubble Tea Shop   \n",
       "14                    Restaurant                Scenic Lookout   \n",
       "15                     Speakeasy           Fried Chicken Joint   \n",
       "16                 Burrito Place                    Restaurant   \n",
       "17                  Dessert Shop                   Gaming Cafe   \n",
       "18          Ethiopian Restaurant             Electronics Store   \n",
       "19                   Yoga Studio                    Beer Store   \n",
       "20           Distribution Center                       Dog Run   \n",
       "21            Chinese Restaurant           Sporting Goods Shop   \n",
       "22   Eastern European Restaurant            Italian Restaurant   \n",
       "23            Italian Restaurant                    Hobby Shop   \n",
       "24            Mexican Restaurant                    Shoe Store   \n",
       "25                 Deli / Bodega              Sushi Restaurant   \n",
       "26             Electronics Store   Eastern European Restaurant   \n",
       "27   Eastern European Restaurant                    Donut Shop   \n",
       "28                Sandwich Place                          Food   \n",
       "29            Italian Restaurant                Lingerie Store   \n",
       "30            Chinese Restaurant                   Pizza Place   \n",
       "31                  Cocktail Bar                    Restaurant   \n",
       "32             Convenience Store                Sandwich Place   \n",
       "33                    Sports Bar                    Restaurant   \n",
       "34                   Flower Shop     Middle Eastern Restaurant   \n",
       "35           Distribution Center                       Dog Run   \n",
       "36                   Yoga Studio           Japanese Restaurant   \n",
       "37           American Restaurant                 Deli / Bodega   \n",
       "38                   Yoga Studio                           Pub   \n",
       "\n",
       "          10th Most Common Venue  \n",
       "0                    Fish Market  \n",
       "1                     Restaurant  \n",
       "2                            Spa  \n",
       "3               Sculpture Garden  \n",
       "4                Bubble Tea Shop  \n",
       "5                    Candy Store  \n",
       "6                    Men's Store  \n",
       "7            Japanese Restaurant  \n",
       "8                            Bar  \n",
       "9           Ethiopian Restaurant  \n",
       "10                          Bank  \n",
       "11              Asian Restaurant  \n",
       "12   Eastern European Restaurant  \n",
       "13                         Diner  \n",
       "14           Sporting Goods Shop  \n",
       "15     Cajun / Creole Restaurant  \n",
       "16                           Pub  \n",
       "17            Belgian Restaurant  \n",
       "18   Eastern European Restaurant  \n",
       "19       New American Restaurant  \n",
       "20              Doner Restaurant  \n",
       "21            Salon / Barbershop  \n",
       "22              Cuban Restaurant  \n",
       "23           Fried Chicken Joint  \n",
       "24                    Restaurant  \n",
       "25                     Bookstore  \n",
       "26                    Donut Shop  \n",
       "27              Doner Restaurant  \n",
       "28           Indie Movie Theater  \n",
       "29              Department Store  \n",
       "30                Sandwich Place  \n",
       "31                           Gym  \n",
       "32                   Cheese Shop  \n",
       "33                   Supermarket  \n",
       "34             Indian Restaurant  \n",
       "35              Doner Restaurant  \n",
       "36          Caribbean Restaurant  \n",
       "37                  Concert Hall  \n",
       "38                      Beer Bar  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "columns = ['Neighborhood']\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",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = toronto_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(toronto_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toronto_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With this data, we can now do the K-Means clustering. Let's try with 5 clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 4, 0, 0, 0,\n",
       "       0, 0, 0, 0, 3, 1, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0], dtype=int32)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kclusters = 5\n",
    "\n",
    "toronto_grouped_clustering = toronto_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(toronto_grouped_clustering)\n",
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a dataframe that includes the cluster and the top 10 venues for the neighborhoods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\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>Postal code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</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",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Park</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Café</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Shoe Store</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "      <td>43.662301</td>\n",
       "      <td>-79.389494</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Garden District / Ryerson</td>\n",
       "      <td>43.657162</td>\n",
       "      <td>-79.378937</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Diner</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>43.651494</td>\n",
       "      <td>-79.375418</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Department Store</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>2</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
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       "  </tbody>\n",
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       "  Postal code           Borough                                  Neighborhood  \\\n",
       "0         M5A  Downtown Toronto                    Regent Park / Harbourfront   \n",
       "1         M7A  Downtown Toronto  Queen's Park / Ontario Provincial Government   \n",
       "2         M5B  Downtown Toronto                     Garden District / Ryerson   \n",
       "3         M5C  Downtown Toronto                                St. James Town   \n",
       "4         M4E      East Toronto                                   The Beaches   \n",
       "\n",
       "    Latitude  Longitude  Cluster Labels 1st Most Common Venue  \\\n",
       "0  43.654260 -79.360636               0           Coffee Shop   \n",
       "1  43.662301 -79.389494               0           Coffee Shop   \n",
       "2  43.657162 -79.378937               0        Clothing Store   \n",
       "3  43.651494 -79.375418               0           Coffee Shop   \n",
       "4  43.676357 -79.293031               2          Neighborhood   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0                Bakery                   Pub                  Park   \n",
       "1      Sushi Restaurant                 Diner        Discount Store   \n",
       "2           Coffee Shop                  Café    Italian Restaurant   \n",
       "3                  Café             Gastropub   American Restaurant   \n",
       "4                 Trail                   Pub     Health Food Store   \n",
       "\n",
       "        5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "0              Breakfast Spot                  Café               Theater   \n",
       "1          Mexican Restaurant             Juice Bar   Japanese Restaurant   \n",
       "2   Middle Eastern Restaurant            Restaurant   Japanese Restaurant   \n",
       "3                Cocktail Bar    Seafood Restaurant                 Hotel   \n",
       "4                Dessert Shop                 Diner        Discount Store   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "0    Mexican Restaurant            Shoe Store             Restaurant  \n",
       "1    Italian Restaurant            Hobby Shop    Fried Chicken Joint  \n",
       "2        Cosmetics Shop       Bubble Tea Shop                  Diner  \n",
       "3    Italian Restaurant        Lingerie Store       Department Store  \n",
       "4   Distribution Center               Dog Run       Doner Restaurant  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "toronto_merged = toronto_data\n",
    "\n",
    "toronto_merged = toronto_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighborhood')\n",
    "toronto_merged.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can visualize our clusters with Folium."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
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                ).addTo(map_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_cc654a19c5424869bb8a3d693e90268f = L.popup({maxWidth: '300'});

            
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            circle_marker_3bb55027481046f09f6663b430d0dd55.bindPopup(popup_cc654a19c5424869bb8a3d693e90268f);

            
        
    
            var circle_marker_9ae17e9735344c1eb2b98fbcd03a00c5 = L.circleMarker(
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}
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            var popup_be031ee0b20a4b1589b89cdbacb6efae = L.popup({maxWidth: '300'});

            
                var html_2e569a59b13443a99167ba649c1033cf = $('<div id="html_2e569a59b13443a99167ba649c1033cf" style="width: 100.0%; height: 100.0%;">Christie Cluster 0</div>')[0];
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            circle_marker_9ae17e9735344c1eb2b98fbcd03a00c5.bindPopup(popup_be031ee0b20a4b1589b89cdbacb6efae);

            
        
    
            var circle_marker_cf9aac84404046c082a1eb611a24b6b1 = L.circleMarker(
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            var popup_e701d7f31d854ef297c99196bb7c7066 = L.popup({maxWidth: '300'});

            
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            circle_marker_cf9aac84404046c082a1eb611a24b6b1.bindPopup(popup_e701d7f31d854ef297c99196bb7c7066);

            
        
    
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            var popup_0c763d78bc4446918b29e61b57d345f5 = L.popup({maxWidth: '300'});

            
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            circle_marker_5b71b2fd64b44919a020cda12f3ff6f8.bindPopup(popup_0c763d78bc4446918b29e61b57d345f5);

            
        
    
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            var popup_c1b47a58a0da487cb6252f4949e4d464 = L.popup({maxWidth: '300'});

            
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            circle_marker_c487af71abd3424596c2173042b3881c.bindPopup(popup_c1b47a58a0da487cb6252f4949e4d464);

            
        
    
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            var popup_132f98c4ac2b4b8f88bd1a80601d1524 = L.popup({maxWidth: '300'});

            
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            var popup_5fd30d94bb5e4970a35c7ddd896bfb55 = L.popup({maxWidth: '300'});

            
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            var popup_3ce8370238c343d2acc02290f4c9f014 = L.popup({maxWidth: '300'});

            
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            circle_marker_3c3c979188724412943ae8fb54fdcdb5.bindPopup(popup_3ce8370238c343d2acc02290f4c9f014);

            
        
    
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}
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            var popup_b330ab6a9ce44fbb815589e304c19922 = L.popup({maxWidth: '300'});

            
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            var circle_marker_dd3526989c2a4d49bc4d897bc632bc6a = L.circleMarker(
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            var popup_fbcfd3c278614fa788e3ce2ef0ad88b8 = L.popup({maxWidth: '300'});

            
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}
                ).addTo(map_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_a55887ee886b408d80419bc267db39df = L.popup({maxWidth: '300'});

            
                var html_8b9717856e4c4b289efd1d8e942cad7a = $('<div id="html_8b9717856e4c4b289efd1d8e942cad7a" style="width: 100.0%; height: 100.0%;">Commerce Court / Victoria Hotel Cluster 0</div>')[0];
                popup_a55887ee886b408d80419bc267db39df.setContent(html_8b9717856e4c4b289efd1d8e942cad7a);
            

            circle_marker_9715d5d1bc394fc99dae1bcd1fd0a6b7.bindPopup(popup_a55887ee886b408d80419bc267db39df);

            
        
    
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}
                ).addTo(map_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_d4cb5a645ec1482d8bca1fabcaec683c = L.popup({maxWidth: '300'});

            
                var html_286f4a7dda3c40ae934a1cde2557a42c = $('<div id="html_286f4a7dda3c40ae934a1cde2557a42c" style="width: 100.0%; height: 100.0%;">Studio District Cluster 0</div>')[0];
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            circle_marker_c2488613b87d4358aa34d2a87ba3933e.bindPopup(popup_d4cb5a645ec1482d8bca1fabcaec683c);

            
        
    
            var circle_marker_39e7cb1c41d04446be3a12314aede125 = L.circleMarker(
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}
                ).addTo(map_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_cf54ae5c4f3042778126140c99918be1 = L.popup({maxWidth: '300'});

            
                var html_2ba2a49d81e44b37b43b2121b09645e0 = $('<div id="html_2ba2a49d81e44b37b43b2121b09645e0" style="width: 100.0%; height: 100.0%;">Lawrence Park Cluster 4</div>')[0];
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            circle_marker_39e7cb1c41d04446be3a12314aede125.bindPopup(popup_cf54ae5c4f3042778126140c99918be1);

            
        
    
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}
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            var popup_382b90fdd60749d1b09ba16a964c311a = L.popup({maxWidth: '300'});

            
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                popup_382b90fdd60749d1b09ba16a964c311a.setContent(html_8f07082bd3594922be0ac03e0a0092a9);
            

            circle_marker_d322ebb85403486197751eaf18d5a9ad.bindPopup(popup_382b90fdd60749d1b09ba16a964c311a);

            
        
    
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}
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            var popup_bccfaed3b7d0426cb8a7d0aa7f2aab41 = L.popup({maxWidth: '300'});

            
                var html_b56888fe30e24b27b8bbe1eab0ea7f00 = $('<div id="html_b56888fe30e24b27b8bbe1eab0ea7f00" style="width: 100.0%; height: 100.0%;">Davisville North Cluster 0</div>')[0];
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                ).addTo(map_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_e016838f6c174bd39aaf3483119d7ee3 = L.popup({maxWidth: '300'});

            
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            circle_marker_5c9d3da57bde4339b1bf8ab3402e5bcb.bindPopup(popup_e016838f6c174bd39aaf3483119d7ee3);

            
        
    
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            var popup_caae8b94f9104880b047a9248be0adee = L.popup({maxWidth: '300'});

            
                var html_aff2b7a463184911acdd7e757594bc72 = $('<div id="html_aff2b7a463184911acdd7e757594bc72" style="width: 100.0%; height: 100.0%;">High Park / The Junction South Cluster 0</div>')[0];
                popup_caae8b94f9104880b047a9248be0adee.setContent(html_aff2b7a463184911acdd7e757594bc72);
            

            circle_marker_8bc4c8b15b3f4159ae1ade032ffd84d5.bindPopup(popup_caae8b94f9104880b047a9248be0adee);

            
        
    
            var circle_marker_987701e9757249bc94711a768caa04c4 = L.circleMarker(
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                ).addTo(map_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_bbd4667184444e19aec6c34bc8820880 = L.popup({maxWidth: '300'});

            
                var html_a621869d80e8417f9218d2785eb4b849 = $('<div id="html_a621869d80e8417f9218d2785eb4b849" style="width: 100.0%; height: 100.0%;">North Toronto West Cluster 0</div>')[0];
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            circle_marker_987701e9757249bc94711a768caa04c4.bindPopup(popup_bbd4667184444e19aec6c34bc8820880);

            
        
    
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            var popup_ac31febb71994258aa42067dc39cc370 = L.popup({maxWidth: '300'});

            
                var html_71c89051e83b441ca2f172be59e84946 = $('<div id="html_71c89051e83b441ca2f172be59e84946" style="width: 100.0%; height: 100.0%;">The Annex / North Midtown / Yorkville Cluster 0</div>')[0];
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            circle_marker_64091d08b9c6430ba3faed3f073f6e7d.bindPopup(popup_ac31febb71994258aa42067dc39cc370);

            
        
    
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                var html_5ae4af255551456f94f92a05fa01ae47 = $('<div id="html_5ae4af255551456f94f92a05fa01ae47" style="width: 100.0%; height: 100.0%;">Davisville Cluster 0</div>')[0];
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            circle_marker_e81e686067224ff3859e308467ed54a6.bindPopup(popup_6a4da36c0e374a98b2c44d8eb2bfed28);

            
        
    
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            var popup_0cef56b93fd249ac9689879805bb64bf = L.popup({maxWidth: '300'});

            
                var html_e30eb5b994ae40528461185462637dc7 = $('<div id="html_e30eb5b994ae40528461185462637dc7" style="width: 100.0%; height: 100.0%;">University of Toronto / Harbord Cluster 0</div>')[0];
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            var popup_c92f91dec8854e09bffee343166bc58b = L.popup({maxWidth: '300'});

            
                var html_8f70925739974705956570bd7d8ad9b6 = $('<div id="html_8f70925739974705956570bd7d8ad9b6" style="width: 100.0%; height: 100.0%;">Runnymede / Swansea Cluster 0</div>')[0];
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            circle_marker_176bf27a2e15433f875ed7837151c525.bindPopup(popup_c92f91dec8854e09bffee343166bc58b);

            
        
    
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            var popup_3916759aebe0405d9872df7a617ebeaf = L.popup({maxWidth: '300'});

            
                var html_180f0c2566574a08a0441dcb09f7efdb = $('<div id="html_180f0c2566574a08a0441dcb09f7efdb" style="width: 100.0%; height: 100.0%;">Moore Park / Summerhill East Cluster 0</div>')[0];
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            circle_marker_eed27d3c6ffd4140bd54003c20f17036.bindPopup(popup_3916759aebe0405d9872df7a617ebeaf);

            
        
    
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}
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            var popup_725b525510e34c319b10e0b89f47dbb8 = L.popup({maxWidth: '300'});

            
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            circle_marker_0c8307d3b6854ba0ad5743cc93af61a4.bindPopup(popup_725b525510e34c319b10e0b89f47dbb8);

            
        
    
            var circle_marker_ab8f75e18bb443e7868540ab1b371ee8 = L.circleMarker(
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  "fill": true,
  "fillColor": "#ff0000",
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  "fillRule": "evenodd",
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}
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            var popup_b7baa5aaaef84d308b678694a2de32bc = L.popup({maxWidth: '300'});

            
                var html_e740c413a9354bf7b6ee16e47a092050 = $('<div id="html_e740c413a9354bf7b6ee16e47a092050" style="width: 100.0%; height: 100.0%;">Summerhill West / Rathnelly / South Hill / Forest Hill SE / Deer Park Cluster 0</div>')[0];
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            circle_marker_ab8f75e18bb443e7868540ab1b371ee8.bindPopup(popup_b7baa5aaaef84d308b678694a2de32bc);

            
        
    
            var circle_marker_e7e94a404eb247e089fa1fbebf7af6b1 = L.circleMarker(
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            var popup_e7b8dd724bac4092a103d1998c94a7e5 = L.popup({maxWidth: '300'});

            
                var html_2a4f7a2f4ab14ad1aa67d62d0ef50180 = $('<div id="html_2a4f7a2f4ab14ad1aa67d62d0ef50180" style="width: 100.0%; height: 100.0%;">CN Tower / King and Spadina / Railway Lands / Harbourfront West / Bathurst Quay / South Niagara / Island airport Cluster 0</div>')[0];
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}
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            var popup_49bcee6c4b764fff9620400606d7b861 = L.popup({maxWidth: '300'});

            
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            circle_marker_62dae26c84a745e8a4aeeb8f0073f4b4.bindPopup(popup_49bcee6c4b764fff9620400606d7b861);

            
        
    
            var circle_marker_d3c5d3671a0d4ea39c8e50fbdf005868 = L.circleMarker(
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                ).addTo(map_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_22f11ea7c80b4c7bb9ded13decf4c232 = L.popup({maxWidth: '300'});

            
                var html_208fde308969441898f074efd5c06a8f = $('<div id="html_208fde308969441898f074efd5c06a8f" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes Cluster 0</div>')[0];
                popup_22f11ea7c80b4c7bb9ded13decf4c232.setContent(html_208fde308969441898f074efd5c06a8f);
            

            circle_marker_d3c5d3671a0d4ea39c8e50fbdf005868.bindPopup(popup_22f11ea7c80b4c7bb9ded13decf4c232);

            
        
    
            var circle_marker_a25788e8c13046c6a2355c13acea5121 = L.circleMarker(
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                {
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  "fillColor": "#ff0000",
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  "fillRule": "evenodd",
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}
                ).addTo(map_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_927aeaba18a447219445b750ea40fa13 = L.popup({maxWidth: '300'});

            
                var html_9aa87ea829bd425eb841959a86902b37 = $('<div id="html_9aa87ea829bd425eb841959a86902b37" style="width: 100.0%; height: 100.0%;">St. James Town / Cabbagetown Cluster 0</div>')[0];
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            var circle_marker_a015ca242ed846b48841549e5f89b491 = L.circleMarker(
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  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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  "lineJoin": "round",
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  "radius": 5,
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}
                ).addTo(map_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_510abe6d6b4946e28f39c7a3a7cf6840 = L.popup({maxWidth: '300'});

            
                var html_f07cc55d1ceb40bcb56b252b02b587e7 = $('<div id="html_f07cc55d1ceb40bcb56b252b02b587e7" style="width: 100.0%; height: 100.0%;">First Canadian Place / Underground city Cluster 0</div>')[0];
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            circle_marker_a015ca242ed846b48841549e5f89b491.bindPopup(popup_510abe6d6b4946e28f39c7a3a7cf6840);

            
        
    
            var circle_marker_c700e027954142caab5bb1e6d84ef961 = L.circleMarker(
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                {
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  "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,
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}
                ).addTo(map_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_cc37e218777b4db2bd6d2ae02b82777b = L.popup({maxWidth: '300'});

            
                var html_044c8d6783564431b7441934880e653f = $('<div id="html_044c8d6783564431b7441934880e653f" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 0</div>')[0];
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            circle_marker_c700e027954142caab5bb1e6d84ef961.bindPopup(popup_cc37e218777b4db2bd6d2ae02b82777b);

            
        
    
            var circle_marker_742df1f75baf460cbdb96c18aefaea64 = L.circleMarker(
                [43.6627439,-79.321558],
                {
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  "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_1c91b568a32f4070bbd7c4ff388beff7);
            
    
            var popup_24f6440c4cca42cd80fcb8689a2680fb = L.popup({maxWidth: '300'});

            
                var html_f7a9bb5e8626455999c02fdcb79b812d = $('<div id="html_f7a9bb5e8626455999c02fdcb79b812d" style="width: 100.0%; height: 100.0%;">Business reply mail Processing Centre Cluster 0</div>')[0];
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            circle_marker_742df1f75baf460cbdb96c18aefaea64.bindPopup(popup_24f6440c4cca42cd80fcb8689a2680fb);

            
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7ff082b8a2b0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "# create map\n",
    "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\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(toronto_merged['Latitude'], toronto_merged['Longitude'], toronto_merged['Neighborhood'], toronto_merged['Cluster Labels']):\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[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's examine the clusters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>Neighborhood</th>\n",
       "      <th>Cluster Labels</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>Regent Park / Harbourfront</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Park</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Café</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Shoe Store</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Garden District / Ryerson</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>St. James Town</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Department Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Salad Place</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Christie</td>\n",
       "      <td>0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Candy Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Richmond / Adelaide / King</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Dufferin / Dovercourt Village</td>\n",
       "      <td>0</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bank</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Harbourfront East / Union Station / Toronto Is...</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Aquarium</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Little Portugal / Trinity</td>\n",
       "      <td>0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>New American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>The Danforth West / Riverdale</td>\n",
       "      <td>0</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Toronto Dominion Centre / Design Exchange</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Salad Place</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Concert Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Brockton / Parkdale Village / Exhibition Place</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Climbing Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>India Bazaar / The Beaches West</td>\n",
       "      <td>0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Board Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Commerce Court / Victoria Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gym</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Studio District</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Cheese Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Davisville North</td>\n",
       "      <td>0</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convention Center</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>High Park / The Junction South</td>\n",
       "      <td>0</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Speakeasy</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>The Annex / North Midtown / Yorkville</td>\n",
       "      <td>0</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>History Museum</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Parkdale / Roncesvalles</td>\n",
       "      <td>0</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Cuban Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Davisville</td>\n",
       "      <td>0</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>University of Toronto / Harbord</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Beer Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Runnymede / Swansea</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Food</td>\n",
       "      <td>Indie Movie Theater</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Moore Park / Summerhill East</td>\n",
       "      <td>0</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Kensington Market / Chinatown / Grange Park</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Gaming Cafe</td>\n",
       "      <td>Belgian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Summerhill West / Rathnelly / South Hill / For...</td>\n",
       "      <td>0</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>CN Tower / King and Spadina / Railway Lands / ...</td>\n",
       "      <td>0</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Plane</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>St. James Town / Cabbagetown</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>First Canadian Place / Underground city</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Salad Place</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Men's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Business reply mail Processing Centre</td>\n",
       "      <td>0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Spa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Neighborhood  Cluster Labels  \\\n",
       "0                          Regent Park / Harbourfront               0   \n",
       "1        Queen's Park / Ontario Provincial Government               0   \n",
       "2                           Garden District / Ryerson               0   \n",
       "3                                      St. James Town               0   \n",
       "5                                         Berczy Park               0   \n",
       "6                                  Central Bay Street               0   \n",
       "7                                            Christie               0   \n",
       "8                          Richmond / Adelaide / King               0   \n",
       "9                       Dufferin / Dovercourt Village               0   \n",
       "10  Harbourfront East / Union Station / Toronto Is...               0   \n",
       "11                          Little Portugal / Trinity               0   \n",
       "12                      The Danforth West / Riverdale               0   \n",
       "13          Toronto Dominion Centre / Design Exchange               0   \n",
       "14     Brockton / Parkdale Village / Exhibition Place               0   \n",
       "15                    India Bazaar / The Beaches West               0   \n",
       "16                    Commerce Court / Victoria Hotel               0   \n",
       "17                                    Studio District               0   \n",
       "20                                   Davisville North               0   \n",
       "22                     High Park / The Junction South               0   \n",
       "23                                 North Toronto West               0   \n",
       "24              The Annex / North Midtown / Yorkville               0   \n",
       "25                            Parkdale / Roncesvalles               0   \n",
       "26                                         Davisville               0   \n",
       "27                    University of Toronto / Harbord               0   \n",
       "28                                Runnymede / Swansea               0   \n",
       "29                       Moore Park / Summerhill East               0   \n",
       "30        Kensington Market / Chinatown / Grange Park               0   \n",
       "31  Summerhill West / Rathnelly / South Hill / For...               0   \n",
       "32  CN Tower / King and Spadina / Railway Lands / ...               0   \n",
       "34                                     Stn A PO Boxes               0   \n",
       "35                       St. James Town / Cabbagetown               0   \n",
       "36            First Canadian Place / Underground city               0   \n",
       "37                               Church and Wellesley               0   \n",
       "38              Business reply mail Processing Centre               0   \n",
       "\n",
       "    1st Most Common Venue 2nd Most Common Venue   3rd Most Common Venue  \\\n",
       "0             Coffee Shop                Bakery                     Pub   \n",
       "1             Coffee Shop      Sushi Restaurant                   Diner   \n",
       "2          Clothing Store           Coffee Shop                    Café   \n",
       "3             Coffee Shop                  Café               Gastropub   \n",
       "5             Coffee Shop          Cocktail Bar             Cheese Shop   \n",
       "6             Coffee Shop                  Café      Italian Restaurant   \n",
       "7           Grocery Store                  Café                    Park   \n",
       "8             Coffee Shop                  Café              Restaurant   \n",
       "9                Pharmacy                Bakery             Music Venue   \n",
       "10            Coffee Shop              Aquarium                    Café   \n",
       "11                    Bar            Restaurant   Vietnamese Restaurant   \n",
       "12       Greek Restaurant           Coffee Shop      Italian Restaurant   \n",
       "13            Coffee Shop                 Hotel                    Café   \n",
       "14                   Café           Coffee Shop          Breakfast Spot   \n",
       "15   Fast Food Restaurant                  Park                     Gym   \n",
       "16            Coffee Shop            Restaurant                    Café   \n",
       "17                   Café           Coffee Shop               Gastropub   \n",
       "20                    Gym                 Hotel          Breakfast Spot   \n",
       "22        Thai Restaurant    Mexican Restaurant                    Café   \n",
       "23         Clothing Store           Coffee Shop     Rental Car Location   \n",
       "24         Sandwich Place                  Café             Coffee Shop   \n",
       "25              Gift Shop         Movie Theater              Restaurant   \n",
       "26         Sandwich Place          Dessert Shop             Coffee Shop   \n",
       "27                   Café                   Bar      Italian Restaurant   \n",
       "28            Coffee Shop           Pizza Place                    Café   \n",
       "29                    Gym                 Trail              Playground   \n",
       "30                   Café           Coffee Shop   Vietnamese Restaurant   \n",
       "31                    Pub           Coffee Shop                    Bank   \n",
       "32         Airport Lounge       Airport Service                 Airport   \n",
       "34            Coffee Shop                  Café      Seafood Restaurant   \n",
       "35                   Park           Coffee Shop              Restaurant   \n",
       "36            Coffee Shop                  Café                   Hotel   \n",
       "37            Coffee Shop      Sushi Restaurant     Japanese Restaurant   \n",
       "38            Pizza Place         Auto Workshop              Comic Shop   \n",
       "\n",
       "             4th Most Common Venue       5th Most Common Venue  \\\n",
       "0                             Park              Breakfast Spot   \n",
       "1                   Discount Store          Mexican Restaurant   \n",
       "2               Italian Restaurant   Middle Eastern Restaurant   \n",
       "3              American Restaurant                Cocktail Bar   \n",
       "5                             Café                    Beer Bar   \n",
       "6                   Sandwich Place              Ice Cream Shop   \n",
       "7               Italian Restaurant                  Restaurant   \n",
       "8                              Gym              Clothing Store   \n",
       "9                     Liquor Store                        Café   \n",
       "10                           Hotel          Italian Restaurant   \n",
       "11   Vegetarian / Vegan Restaurant            Asian Restaurant   \n",
       "12                  Ice Cream Shop      Furniture / Home Store   \n",
       "13                      Restaurant         Japanese Restaurant   \n",
       "14                             Gym                      Bakery   \n",
       "15                     Pizza Place                  Board Shop   \n",
       "16                           Hotel                         Gym   \n",
       "17                         Brewery                      Bakery   \n",
       "20               Food & Drink Shop              Sandwich Place   \n",
       "22                            Park                       Diner   \n",
       "23                            Café                  Restaurant   \n",
       "24                        Pharmacy              History Museum   \n",
       "25                  Breakfast Spot                   Bookstore   \n",
       "26              Italian Restaurant                        Café   \n",
       "27             Japanese Restaurant                   Bookstore   \n",
       "28                Sushi Restaurant                         Pub   \n",
       "29                    Tennis Court                Dessert Shop   \n",
       "30              Mexican Restaurant                      Bakery   \n",
       "31                Sushi Restaurant                  Bagel Shop   \n",
       "32                        Boutique         Rental Car Location   \n",
       "34                           Hotel          Italian Restaurant   \n",
       "35                            Café                         Pub   \n",
       "36                             Gym                  Restaurant   \n",
       "37                      Restaurant    Mediterranean Restaurant   \n",
       "38                      Restaurant               Burrito Place   \n",
       "\n",
       "         6th Most Common Venue           7th Most Common Venue  \\\n",
       "0                         Café                         Theater   \n",
       "1                    Juice Bar             Japanese Restaurant   \n",
       "2                   Restaurant             Japanese Restaurant   \n",
       "3           Seafood Restaurant                           Hotel   \n",
       "5                       Bakery                      Restaurant   \n",
       "6              Thai Restaurant                     Salad Place   \n",
       "7                   Baby Store                           Diner   \n",
       "8                        Hotel                 Thai Restaurant   \n",
       "9    Middle Eastern Restaurant                Recording Studio   \n",
       "10                     Brewery             Fried Chicken Joint   \n",
       "11                 Men's Store                            Café   \n",
       "12                   Bookstore              Frozen Yogurt Shop   \n",
       "13                 Salad Place              Seafood Restaurant   \n",
       "14       Performing Arts Venue                       Pet Store   \n",
       "15                     Brewery                  Sandwich Place   \n",
       "16         American Restaurant              Seafood Restaurant   \n",
       "17         American Restaurant                     Yoga Studio   \n",
       "20            Department Store                            Park   \n",
       "22                         Bar                          Bakery   \n",
       "23                       Diner              Mexican Restaurant   \n",
       "24                  Donut Shop                    Burger Joint   \n",
       "25                Dessert Shop                     Coffee Shop   \n",
       "26            Sushi Restaurant                 Thai Restaurant   \n",
       "27                  Restaurant                          Bakery   \n",
       "28          Italian Restaurant                     Yoga Studio   \n",
       "29                       Diner                  Discount Store   \n",
       "30                         Bar   Vegetarian / Vegan Restaurant   \n",
       "31          Light Rail Station             Fried Chicken Joint   \n",
       "32                 Coffee Shop                           Plane   \n",
       "34         Japanese Restaurant                        Beer Bar   \n",
       "35          Italian Restaurant                          Bakery   \n",
       "36         Japanese Restaurant                   Deli / Bodega   \n",
       "37               Grocery Store                           Hotel   \n",
       "38                     Brewery                      Skate Park   \n",
       "\n",
       "           8th Most Common Venue       9th Most Common Venue  \\\n",
       "0             Mexican Restaurant                  Shoe Store   \n",
       "1             Italian Restaurant                  Hobby Shop   \n",
       "2                 Cosmetics Shop             Bubble Tea Shop   \n",
       "3             Italian Restaurant              Lingerie Store   \n",
       "5             Seafood Restaurant              Cosmetics Shop   \n",
       "6                            Bar                Burger Joint   \n",
       "7             Athletics & Sports                 Coffee Shop   \n",
       "8                  Deli / Bodega            Sushi Restaurant   \n",
       "9                            Bar                 Supermarket   \n",
       "10                    Restaurant              Scenic Lookout   \n",
       "11                   Yoga Studio                  Beer Store   \n",
       "12                   Yoga Studio         Japanese Restaurant   \n",
       "13           American Restaurant               Deli / Bodega   \n",
       "14                     Nightclub                Climbing Gym   \n",
       "15                 Burrito Place                  Restaurant   \n",
       "16            Italian Restaurant               Deli / Bodega   \n",
       "17             Convenience Store              Sandwich Place   \n",
       "20             Convention Center              Cosmetics Shop   \n",
       "22                     Speakeasy         Fried Chicken Joint   \n",
       "23            Chinese Restaurant         Sporting Goods Shop   \n",
       "24                   Flower Shop   Middle Eastern Restaurant   \n",
       "25   Eastern European Restaurant          Italian Restaurant   \n",
       "26                   Pizza Place                         Gym   \n",
       "27                   Yoga Studio                         Pub   \n",
       "28                Sandwich Place                        Food   \n",
       "29           Distribution Center                     Dog Run   \n",
       "30                  Dessert Shop                 Gaming Cafe   \n",
       "31                    Sports Bar                  Restaurant   \n",
       "32               Harbor / Marina               Boat or Ferry   \n",
       "34                  Cocktail Bar                  Restaurant   \n",
       "35            Chinese Restaurant                 Pizza Place   \n",
       "36                   Salad Place                  Steakhouse   \n",
       "37                     Gastropub                 Yoga Studio   \n",
       "38                    Smoke Shop                        Park   \n",
       "\n",
       "        10th Most Common Venue  \n",
       "0                   Restaurant  \n",
       "1          Fried Chicken Joint  \n",
       "2                        Diner  \n",
       "3             Department Store  \n",
       "5                  Fish Market  \n",
       "6              Bubble Tea Shop  \n",
       "7                  Candy Store  \n",
       "8                    Bookstore  \n",
       "9                         Bank  \n",
       "10         Sporting Goods Shop  \n",
       "11     New American Restaurant  \n",
       "12        Caribbean Restaurant  \n",
       "13                Concert Hall  \n",
       "14                  Restaurant  \n",
       "15                         Pub  \n",
       "16         Japanese Restaurant  \n",
       "17                 Cheese Shop  \n",
       "20        Ethiopian Restaurant  \n",
       "22   Cajun / Creole Restaurant  \n",
       "23          Salon / Barbershop  \n",
       "24           Indian Restaurant  \n",
       "25            Cuban Restaurant  \n",
       "26                         Bar  \n",
       "27                    Beer Bar  \n",
       "28         Indie Movie Theater  \n",
       "29            Doner Restaurant  \n",
       "30          Belgian Restaurant  \n",
       "31                 Supermarket  \n",
       "32            Sculpture Garden  \n",
       "34                         Gym  \n",
       "35              Sandwich Place  \n",
       "36            Asian Restaurant  \n",
       "37                 Men's Store  \n",
       "38                         Spa  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 0, toronto_merged.columns[[2] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>Neighborhood</th>\n",
       "      <th>Cluster Labels</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>Roselawn</td>\n",
       "      <td>1</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Neighborhood  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "19     Roselawn               1                Garden           Yoga Studio   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "19      Department Store    Falafel Restaurant           Event Space   \n",
       "\n",
       "    6th Most Common Venue 7th Most Common Venue         8th Most Common Venue  \\\n",
       "19   Ethiopian Restaurant     Electronics Store   Eastern European Restaurant   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "19            Donut Shop       Doner Restaurant  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 1, toronto_merged.columns[[2] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>Neighborhood</th>\n",
       "      <th>Cluster Labels</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>4</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>2</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Neighborhood  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "4  The Beaches               2          Neighborhood                 Trail   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "4                   Pub     Health Food Store          Dessert Shop   \n",
       "\n",
       "  6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "4                 Diner        Discount Store   Distribution Center   \n",
       "\n",
       "  9th Most Common Venue 10th Most Common Venue  \n",
       "4               Dog Run       Doner Restaurant  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 2, toronto_merged.columns[[2] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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>Neighborhood</th>\n",
       "      <th>Cluster Labels</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>21</th>\n",
       "      <td>Forest Hill North &amp; West</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Rosedale</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Neighborhood  Cluster Labels 1st Most Common Venue  \\\n",
       "21  Forest Hill North & West               3                  Park   \n",
       "33                  Rosedale               3                  Park   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "21         Jewelry Store                 Trail      Sushi Restaurant   \n",
       "33            Playground                 Trail           Yoga Studio   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue  7th Most Common Venue  \\\n",
       "21           Yoga Studio          Dessert Shop            Event Space   \n",
       "33      Department Store           Event Space   Ethiopian Restaurant   \n",
       "\n",
       "    8th Most Common Venue         9th Most Common Venue  \\\n",
       "21   Ethiopian Restaurant             Electronics Store   \n",
       "33      Electronics Store   Eastern European Restaurant   \n",
       "\n",
       "          10th Most Common Venue  \n",
       "21   Eastern European Restaurant  \n",
       "33                    Donut Shop  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 3, toronto_merged.columns[[2] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>Borough</th>\n",
       "      <th>Cluster Labels</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>18</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "18  Central Toronto               4                  Park   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "18           Swim School              Bus Line           Yoga Studio   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "18                 Diner    Falafel Restaurant           Event Space   \n",
       "\n",
       "    8th Most Common Venue 9th Most Common Venue        10th Most Common Venue  \n",
       "18   Ethiopian Restaurant     Electronics Store   Eastern European Restaurant  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 4, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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