SegmentingandClusteringNeighborhoodsinToronto.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting lxml\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ec/be/5ab8abdd8663c0386ec2dd595a5bc0e23330a0549b8a91e32f38c20845b6/lxml-4.4.1-cp36-cp36m-manylinux1_x86_64.whl (5.8MB)\n",
      "\u001b[K     |████████████████████████████████| 5.8MB 1.9MB/s eta 0:00:01\n",
      "\u001b[?25hInstalling collected packages: lxml\n",
      "Successfully installed lxml-4.4.1\n"
     ]
    }
   ],
   "source": [
    "!pip install lxml\n",
    "import lxml\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Use 'read_html' to scrapy the table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dfs = pd.read_html('https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M',header=0)\n",
    "# df = dfs[0]\n",
    "# df = df[df.Borough != 'Not assigned']\n",
    "# df = df.groupby(by=['Postcode','Borough']).agg(lambda x: ','.join(x))\n",
    "# df.shape"
   ]
  },
  {
   "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>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>M1A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>M2A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode           Borough     Neighbourhood\n",
       "0      M1A      Not assigned      Not assigned\n",
       "1      M2A      Not assigned      Not assigned\n",
       "2      M3A        North York         Parkwoods\n",
       "3      M4A        North York  Victoria Village\n",
       "4      M5A  Downtown Toronto      Harbourfront"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = 'https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M'\n",
    "tables = pd.read_html(url, header=0)\n",
    "table = tables[0]\n",
    "table.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(288, 3)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### check the number of 'Not assigned' in Borough and Neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Not assigned        77\n",
       "Etobicoke           45\n",
       "North York          38\n",
       "Downtown Toronto    37\n",
       "Scarborough         37\n",
       "Central Toronto     17\n",
       "West Toronto        13\n",
       "York                 9\n",
       "East Toronto         7\n",
       "East York            6\n",
       "Mississauga          1\n",
       "Queen's Park         1\n",
       "Name: Borough, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.Borough.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Not assigned                78\n",
       "Runnymede                    2\n",
       "St. James Town               2\n",
       "Harbourfront                 1\n",
       "Golden Mile                  1\n",
       "                            ..\n",
       "First Canadian Place         1\n",
       "Kingsway Park South East     1\n",
       "Wilson Heights               1\n",
       "Sullivan                     1\n",
       "Summerhill East              1\n",
       "Name: Neighbourhood, Length: 209, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.Neighbourhood.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Use nan to replace \"Not assigned\" in Borough."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\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>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>M1A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>M2A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode           Borough     Neighbourhood\n",
       "0      M1A               NaN      Not assigned\n",
       "1      M2A               NaN      Not assigned\n",
       "2      M3A        North York         Parkwoods\n",
       "3      M4A        North York  Victoria Village\n",
       "4      M5A  Downtown Toronto      Harbourfront"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.Borough.replace(\"Not assigned\", np.nan, inplace = True)\n",
    "table.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Drop the rows where borough has Nan."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>M7A</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Gardens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Parkview Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Ryerson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Garden District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>M6B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Cloverdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Martin Grove</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Princess Gardens</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Postcode           Borough     Neighbourhood\n",
       "0       M3A        North York         Parkwoods\n",
       "1       M4A        North York  Victoria Village\n",
       "2       M5A  Downtown Toronto      Harbourfront\n",
       "3       M5A  Downtown Toronto       Regent Park\n",
       "4       M6A        North York  Lawrence Heights\n",
       "5       M6A        North York    Lawrence Manor\n",
       "6       M7A      Queen's Park      Not assigned\n",
       "7       M9A         Etobicoke  Islington Avenue\n",
       "8       M1B       Scarborough             Rouge\n",
       "9       M1B       Scarborough           Malvern\n",
       "10      M3B        North York   Don Mills North\n",
       "11      M4B         East York  Woodbine Gardens\n",
       "12      M4B         East York     Parkview Hill\n",
       "13      M5B  Downtown Toronto           Ryerson\n",
       "14      M5B  Downtown Toronto   Garden District\n",
       "15      M6B        North York         Glencairn\n",
       "16      M9B         Etobicoke        Cloverdale\n",
       "17      M9B         Etobicoke         Islington\n",
       "18      M9B         Etobicoke      Martin Grove\n",
       "19      M9B         Etobicoke  Princess Gardens"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.dropna(axis=0, inplace=True)\n",
    "table = table.reset_index()\n",
    "table = table.drop(['index'], axis=1)\n",
    "table.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Group Neighbourhoods with the same Postcode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode      Borough                           Neighbourhood\n",
       "0      M1B  Scarborough                          Rouge, Malvern\n",
       "1      M1C  Scarborough  Highland Creek, Rouge Hill, Port Union\n",
       "2      M1E  Scarborough       Guildwood, Morningside, West Hill\n",
       "3      M1G  Scarborough                                  Woburn\n",
       "4      M1H  Scarborough                               Cedarbrae"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table = table.groupby(['Postcode', 'Borough'])['Neighbourhood'].apply(lambda x: \"%s\" % ', '.join(x))\n",
    "table = table.reset_index()\n",
    "table.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Replace the 'Not aasigned' to 'Queen's Park' in Neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode      Borough                           Neighbourhood\n",
       "0        M1B  Scarborough                          Rouge, Malvern\n",
       "1        M1C  Scarborough  Highland Creek, Rouge Hill, Port Union\n",
       "2        M1E  Scarborough       Guildwood, Morningside, West Hill\n",
       "3        M1G  Scarborough                                  Woburn\n",
       "4        M1H  Scarborough                               Cedarbrae"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table = table.replace({'Not assigned' : \"Queen's Park\"}) \n",
    "table.rename(columns={\"Postcode\": \"PostalCode\"}, inplace=True)\n",
    "table.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Get shape of Table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First way to get latitute and Longitute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving environment: done\n",
      "\n",
      "\n",
      "==> WARNING: A newer version of conda exists. <==\n",
      "  current version: 4.5.11\n",
      "  latest version: 4.7.12\n",
      "\n",
      "Please update conda by running\n",
      "\n",
      "    $ conda update -n base -c defaults conda\n",
      "\n",
      "\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /home/jupyterlab/conda/envs/python\n",
      "\n",
      "  added / updated specs: \n",
      "    - geocoder\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    future-0.18.0              |           py36_0         714 KB  conda-forge\n",
      "    certifi-2019.9.11          |           py36_0         147 KB  conda-forge\n",
      "    click-7.0                  |             py_0          61 KB  conda-forge\n",
      "    ratelim-0.1.6              |             py_2           6 KB  conda-forge\n",
      "    geocoder-1.38.1            |             py_1          53 KB  conda-forge\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:         981 KB\n",
      "\n",
      "The following NEW packages will be INSTALLED:\n",
      "\n",
      "    future:   0.18.0-py36_0    conda-forge\n",
      "    geocoder: 1.38.1-py_1      conda-forge\n",
      "    ratelim:  0.1.6-py_2       conda-forge\n",
      "\n",
      "The following packages will be UPDATED:\n",
      "\n",
      "    certifi:  2019.6.16-py36_1 conda-forge --> 2019.9.11-py36_0 conda-forge\n",
      "    click:    6.7-py37_0                   --> 7.0-py_0         conda-forge\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "future-0.18.0        | 714 KB    | ##################################### | 100% \n",
      "certifi-2019.9.11    | 147 KB    | ##################################### | 100% \n",
      "click-7.0            | 61 KB     | ##################################### | 100% \n",
      "ratelim-0.1.6        | 6 KB      | ##################################### | 100% \n",
      "geocoder-1.38.1      | 53 KB     | ##################################### | 100% \n",
      "Preparing transaction: done\n",
      "Verifying transaction: done\n",
      "Executing transaction: done\n"
     ]
    }
   ],
   "source": [
    "!conda install -c conda-forge geocoder --yes "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### So slow, maybe stucking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import geocoder # import geocoder\n",
    "\n",
    "# latitude = []\n",
    "# longitute = []\n",
    "\n",
    "# for i in range(len(table)):\n",
    "    \n",
    "# # initialize your variable to None\n",
    "#     lat_lng_coords = None\n",
    "\n",
    "# # loop until you get the coordinates\n",
    "#     while(lat_lng_coords is None):\n",
    "#         g = geocoder.google('{}, Toronto, Ontario'.format(table.iloc[i]['PostalCode']))\n",
    "#         lat_lng_coords = g.latlng\n",
    "\n",
    "#     latitude.append(lat_lng_coords[0])\n",
    "#     longitude.append(lat_lng_coords[1])\n",
    "# latitude"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### So try the alternatiive method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "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>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>M1B</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>M1C</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>M1E</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>M1G</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>M1H</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal Code   Latitude  Longitude\n",
       "0         M1B  43.806686 -79.194353\n",
       "1         M1C  43.784535 -79.160497\n",
       "2         M1E  43.763573 -79.188711\n",
       "3         M1G  43.770992 -79.216917\n",
       "4         M1H  43.773136 -79.239476"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url1 = 'http://cocl.us/Geospatial_data'\n",
    "df = pd.read_csv(url1)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "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",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode      Borough                            Neighborhood   Latitude  \\\n",
       "0        M1B  Scarborough                          Rouge, Malvern  43.806686   \n",
       "1        M1C  Scarborough  Highland Creek, Rouge Hill, Port Union  43.784535   \n",
       "2        M1E  Scarborough       Guildwood, Morningside, West Hill  43.763573   \n",
       "3        M1G  Scarborough                                  Woburn  43.770992   \n",
       "4        M1H  Scarborough                               Cedarbrae  43.773136   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.194353  \n",
       "1 -79.160497  \n",
       "2 -79.188711  \n",
       "3 -79.216917  \n",
       "4 -79.239476  "
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ta = pd.concat([table, df], axis=1)\n",
    "ta = ta.drop(['Postal Code'], axis=1)\n",
    "ta.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving environment: done\n",
      "\n",
      "\n",
      "==> WARNING: A newer version of conda exists. <==\n",
      "  current version: 4.5.11\n",
      "  latest version: 4.7.12\n",
      "\n",
      "Please update conda by running\n",
      "\n",
      "    $ conda update -n base -c defaults conda\n",
      "\n",
      "\n",
      "\n",
      "# All requested packages already installed.\n",
      "\n",
      "Libraries imported.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np # library to handle data in a vectorized manner\n",
    "\n",
    "import pandas as pd # library for data analsysis\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "import json # library to handle JSON files\n",
    "\n",
    "!conda install -c conda-forge geopy --yes # uncomment this line if you haven't completed the Foursquare API lab\n",
    "from geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n",
    "\n",
    "import requests # library to handle requests\n",
    "from pandas.io.json import json_normalize # tranform JSON file into a pandas dataframe\n",
    "\n",
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "# import k-means from clustering stage\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "#!conda install -c conda-forge folium=0.5.0 --yes # uncomment this line if you haven't completed the Foursquare API lab\n",
    "import folium # map rendering library\n",
    "\n",
    "print('Libraries imported.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Find the Toronto's location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Toronto are 43.653963, -79.387207.\n"
     ]
    }
   ],
   "source": [
    "address = 'Toronto'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"ny_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": [
    "#### Visualize the neighborhood of Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'Neighbourhood'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m~/conda/envs/python/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2896\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2897\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2898\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'Neighbourhood'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-148-dba6e6cf1360>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;31m# add markers to map\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mlat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlng\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mta\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Latitude'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mta\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Longitude'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mta\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Neighbourhood'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m     \u001b[0mlabel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfolium\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPopup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparse_html\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     folium.CircleMarker(\n",
      "\u001b[0;32m~/conda/envs/python/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2978\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2979\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2980\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2981\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2982\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/conda/envs/python/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2897\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2898\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2899\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2900\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2901\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'Neighbourhood'"
     ]
    }
   ],
   "source": [
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, label in zip(ta['Latitude'], ta['Longitude'], ta['Neighbourhood']):\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": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "CLIENT_ID = 'M2M5F1LQSHREKUD0YT3D2QCO11FVZC4MDH5BRFZWGRWWRTNO' # your Foursquare ID\n",
    "CLIENT_SECRET = 'ZCHJFH0FKNP2A24PYXUZKEDKD2XVIGANWS5NBZMK3RN4XQUD' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's explore the first neighborhood in our dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Rouge, Malvern'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ta.loc[0, 'Neighbourhood']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Get name, Latitude and Longitute of first neighbourhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Latitude and longitude values of Rouge, Malvern are 43.806686299999996, -79.19435340000001.\n"
     ]
    }
   ],
   "source": [
    "neighborhood_latitude = ta.loc[0, 'Latitude'] # neighborhood latitude value\n",
    "neighborhood_longitude = ta.loc[0, 'Longitude'] # neighborhood longitude value\n",
    "\n",
    "neighborhood_name = ta.loc[0, 'Neighbourhood'] # neighborhood name\n",
    "\n",
    "print('Latitude and longitude values of {} are {}, {}.'.format(neighborhood_name, \n",
    "                                                               neighborhood_latitude, \n",
    "                                                               neighborhood_longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now, let's get the top 100 venues that are in Rouge and Malvern within a radius of 500 meters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://api.foursquare.com/v2/venues/explore?&client_id=M2M5F1LQSHREKUD0YT3D2QCO11FVZC4MDH5BRFZWGRWWRTNO&client_secret=ZCHJFH0FKNP2A24PYXUZKEDKD2XVIGANWS5NBZMK3RN4XQUD&v=20180605&ll=43.806686299999996,-79.19435340000001&radius=500&limit=100'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "limit = 100\n",
    "radius = 500\n",
    "\n",
    "url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "    CLIENT_ID, \n",
    "    CLIENT_SECRET, \n",
    "    VERSION, \n",
    "    neighborhood_latitude,\n",
    "    neighborhood_longitude,\n",
    "    radius,\n",
    "    limit)\n",
    "url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'meta': {'code': 200, 'requestId': '5da012c16bdee6002c7e354a'},\n",
       " 'response': {'warning': {'text': \"There aren't a lot of results near you. Try something more general, reset your filters, or expand the search area.\"},\n",
       "  'headerLocation': 'Malvern',\n",
       "  'headerFullLocation': 'Malvern, Toronto',\n",
       "  'headerLocationGranularity': 'neighborhood',\n",
       "  'totalResults': 1,\n",
       "  'suggestedBounds': {'ne': {'lat': 43.8111863045, 'lng': -79.18812958073042},\n",
       "   'sw': {'lat': 43.80218629549999, 'lng': -79.2005772192696}},\n",
       "  'groups': [{'type': 'Recommended Places',\n",
       "    'name': 'recommended',\n",
       "    'items': [{'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4bb6b9446edc76b0d771311c',\n",
       "       'name': \"Wendy's\",\n",
       "       'location': {'crossStreet': 'Morningside & Sheppard',\n",
       "        'lat': 43.80744841934756,\n",
       "        'lng': -79.19905558052072,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.80744841934756,\n",
       "          'lng': -79.19905558052072}],\n",
       "        'distance': 387,\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['Toronto ON', 'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d16e941735',\n",
       "         'name': 'Fast Food Restaurant',\n",
       "         'pluralName': 'Fast Food Restaurants',\n",
       "         'shortName': 'Fast Food',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/fastfood_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4bb6b9446edc76b0d771311c-0'}]}]}}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = requests.get(url).json()\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_category_type(row):\n",
    "    try:\n",
    "        categories_list = row['categories']\n",
    "    except:\n",
    "        categories_list = row['venue.categories']\n",
    "        \n",
    "    if len(categories_list) == 0:\n",
    "        return None\n",
    "    else:\n",
    "        return categories_list[0]['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Wendy's</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>43.807448</td>\n",
       "      <td>-79.199056</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      name            categories        lat        lng\n",
       "0  Wendy's  Fast Food Restaurant  43.807448 -79.199056"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "venues = results['response']['groups'][0]['items']\n",
    "    \n",
    "nearby_venues = json_normalize(venues) # flatten JSON\n",
    "\n",
    "# filter columns\n",
    "filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
    "nearby_venues =nearby_venues.loc[:, filtered_columns]\n",
    "\n",
    "# filter the category for each row\n",
    "nearby_venues['venue.categories'] = nearby_venues.apply(get_category_type, axis=1)\n",
    "\n",
    "# clean columns\n",
    "nearby_venues.columns = [col.split(\".\")[-1] for col in nearby_venues.columns]\n",
    "\n",
    "nearby_venues.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 venues were returned by Foursquare.\n"
     ]
    }
   ],
   "source": [
    "print('{} venues were returned by Foursquare.'.format(nearby_venues.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Explore the neighborhood of Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "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",
    "        \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": [
    "#### Now write the code to run the above function on each neighborhood and create a new dataframe called Toronto_venues."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rouge, Malvern\n",
      "Highland Creek, Rouge Hill, Port Union\n",
      "Guildwood, Morningside, West Hill\n",
      "Woburn\n",
      "Cedarbrae\n",
      "Scarborough Village\n",
      "East Birchmount Park, Ionview, Kennedy Park\n",
      "Clairlea, Golden Mile, Oakridge\n",
      "Cliffcrest, Cliffside, Scarborough Village West\n",
      "Birch Cliff, Cliffside West\n",
      "Dorset Park, Scarborough Town Centre, Wexford Heights\n",
      "Maryvale, Wexford\n",
      "Agincourt\n",
      "Clarks Corners, Sullivan, Tam O'Shanter\n",
      "Agincourt North, L'Amoreaux East, Milliken, Steeles East\n",
      "L'Amoreaux West\n",
      "Upper Rouge\n",
      "Hillcrest Village\n",
      "Fairview, Henry Farm, Oriole\n",
      "Bayview Village\n",
      "Silver Hills, York Mills\n",
      "Newtonbrook, Willowdale\n",
      "Willowdale South\n",
      "York Mills West\n",
      "Willowdale West\n",
      "Parkwoods\n",
      "Don Mills North\n",
      "Flemingdon Park, Don Mills South\n",
      "Bathurst Manor, Downsview North, Wilson Heights\n",
      "Northwood Park, York University\n",
      "CFB Toronto, Downsview East\n",
      "Downsview West\n",
      "Downsview Central\n",
      "Downsview Northwest\n",
      "Victoria Village\n",
      "Woodbine Gardens, Parkview Hill\n",
      "Woodbine Heights\n",
      "The Beaches\n",
      "Leaside\n",
      "Thorncliffe Park\n",
      "East Toronto\n",
      "The Danforth West, Riverdale\n",
      "The Beaches West, India Bazaar\n",
      "Studio District\n",
      "Lawrence Park\n",
      "Davisville North\n",
      "North Toronto West\n",
      "Davisville\n",
      "Moore Park, Summerhill East\n",
      "Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West\n",
      "Rosedale\n",
      "Cabbagetown, St. James Town\n",
      "Church and Wellesley\n",
      "Harbourfront, Regent Park\n",
      "Ryerson, Garden District\n",
      "St. James Town\n",
      "Berczy Park\n",
      "Central Bay Street\n",
      "Adelaide, King, Richmond\n",
      "Harbourfront East, Toronto Islands, Union Station\n",
      "Design Exchange, Toronto Dominion Centre\n",
      "Commerce Court, Victoria Hotel\n",
      "Bedford Park, Lawrence Manor East\n",
      "Roselawn\n",
      "Forest Hill North, Forest Hill West\n",
      "The Annex, North Midtown, Yorkville\n",
      "Harbord, University of Toronto\n",
      "Chinatown, Grange Park, Kensington Market\n",
      "CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara\n",
      "Stn A PO Boxes 25 The Esplanade\n",
      "First Canadian Place, Underground city\n",
      "Lawrence Heights, Lawrence Manor\n",
      "Glencairn\n",
      "Humewood-Cedarvale\n",
      "Caledonia-Fairbanks\n",
      "Christie\n",
      "Dovercourt Village, Dufferin\n",
      "Little Portugal, Trinity\n",
      "Brockton, Exhibition Place, Parkdale Village\n",
      "Downsview, North Park, Upwood Park\n",
      "Del Ray, Keelesdale, Mount Dennis, Silverthorn\n",
      "The Junction North, Runnymede\n",
      "High Park, The Junction South\n",
      "Parkdale, Roncesvalles\n",
      "Runnymede, Swansea\n",
      "Queen's Park\n",
      "Canada Post Gateway Processing Centre\n",
      "Business Reply Mail Processing Centre 969 Eastern\n",
      "Humber Bay Shores, Mimico South, New Toronto\n",
      "Alderwood, Long Branch\n",
      "The Kingsway, Montgomery Road, Old Mill North\n",
      "Humber Bay, King's Mill Park, Kingsway Park South East, Mimico NE, Old Mill South, The Queensway East, Royal York South East, Sunnylea\n",
      "Kingsway Park South West, Mimico NW, The Queensway West, Royal York South West, South of Bloor\n",
      "Islington Avenue\n",
      "Cloverdale, Islington, Martin Grove, Princess Gardens, West Deane Park\n",
      "Bloordale Gardens, Eringate, Markland Wood, Old Burnhamthorpe\n",
      "Humber Summit\n",
      "Emery, Humberlea\n",
      "Weston\n",
      "Westmount\n",
      "Kingsview Village, Martin Grove Gardens, Richview Gardens, St. Phillips\n",
      "Albion Gardens, Beaumond Heights, Humbergate, Jamestown, Mount Olive, Silverstone, South Steeles, Thistletown\n",
      "Northwest\n"
     ]
    }
   ],
   "source": [
    "Toronto_venues = getNearbyVenues(names=ta['Neighbourhood'],\n",
    "                                   latitudes=ta['Latitude'],\n",
    "                                   longitudes=ta['Longitude']\n",
    "                                  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2262, 7)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "      <td>Wendy's</td>\n",
       "      <td>43.807448</td>\n",
       "      <td>-79.199056</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "      <td>Royal Canadian Legion</td>\n",
       "      <td>43.782533</td>\n",
       "      <td>-79.163085</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "      <td>Affordable Toronto Movers</td>\n",
       "      <td>43.787919</td>\n",
       "      <td>-79.162977</td>\n",
       "      <td>Moving Target</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "      <td>Swiss Chalet Rotisserie &amp; Grill</td>\n",
       "      <td>43.767697</td>\n",
       "      <td>-79.189914</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "      <td>G &amp; G Electronics</td>\n",
       "      <td>43.765309</td>\n",
       "      <td>-79.191537</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Neighborhood  Neighborhood Latitude  \\\n",
       "0                          Rouge, Malvern              43.806686   \n",
       "1  Highland Creek, Rouge Hill, Port Union              43.784535   \n",
       "2  Highland Creek, Rouge Hill, Port Union              43.784535   \n",
       "3       Guildwood, Morningside, West Hill              43.763573   \n",
       "4       Guildwood, Morningside, West Hill              43.763573   \n",
       "\n",
       "   Neighborhood Longitude                            Venue  Venue Latitude  \\\n",
       "0              -79.194353                          Wendy's       43.807448   \n",
       "1              -79.160497            Royal Canadian Legion       43.782533   \n",
       "2              -79.160497        Affordable Toronto Movers       43.787919   \n",
       "3              -79.188711  Swiss Chalet Rotisserie & Grill       43.767697   \n",
       "4              -79.188711                G & G Electronics       43.765309   \n",
       "\n",
       "   Venue Longitude        Venue Category  \n",
       "0       -79.199056  Fast Food Restaurant  \n",
       "1       -79.163085                   Bar  \n",
       "2       -79.162977         Moving Target  \n",
       "3       -79.189914           Pizza Place  \n",
       "4       -79.191537     Electronics Store  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(Toronto_venues.shape)\n",
    "Toronto_venues.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's check how many venues were returned for each neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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 Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Adelaide, King, Richmond</td>\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",
       "      <td>Agincourt</td>\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",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, Steeles East</td>\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",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, Jamestown, Mount Olive, Silverstone, South Steeles, Thistletown</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Bathurst Manor, Downsview North, Wilson Heights</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Bayview Village</td>\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",
       "      <td>Bedford Park, Lawrence Manor East</td>\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",
       "      <td>Berczy Park</td>\n",
       "      <td>58</td>\n",
       "      <td>58</td>\n",
       "      <td>58</td>\n",
       "      <td>58</td>\n",
       "      <td>58</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Birch Cliff, Cliffside West</td>\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",
       "      <td>Bloordale Gardens, Eringate, Markland Wood, Old Burnhamthorpe</td>\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",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\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",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\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",
       "      <td>CFB Toronto, Downsview East</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara</td>\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",
       "      <td>Cabbagetown, St. James Town</td>\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",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Cedarbrae</td>\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",
       "      <td>Central Bay Street</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\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",
       "      <td>Christie</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Clairlea, Golden Mile, Oakridge</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Clarks Corners, Sullivan, Tam O'Shanter</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Cliffcrest, Cliffside, Scarborough Village West</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Cloverdale, Islington, Martin Grove, Princess Gardens, West Deane Park</td>\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",
       "      <td>Commerce Court, Victoria Hotel</td>\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",
       "      <td>Davisville</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Davisville North</td>\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",
       "      <td>Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Del Ray, Keelesdale, Mount Dennis, Silverthorn</td>\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",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\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",
       "      <td>Don Mills North</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dorset Park, Scarborough Town Centre, Wexford Heights</td>\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",
       "      <td>Dovercourt Village, Dufferin</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Downsview Central</td>\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",
       "      <td>Downsview Northwest</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Downsview West</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Downsview, North Park, Upwood Park</td>\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",
       "      <td>East Birchmount Park, Ionview, Kennedy Park</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>East Toronto</td>\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",
       "      <td>Emery, Humberlea</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Fairview, Henry Farm, Oriole</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>First Canadian Place, Underground city</td>\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",
       "      <td>Flemingdon Park, Don Mills South</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Forest Hill North, Forest Hill West</td>\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",
       "      <td>Glencairn</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\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",
       "      <td>Harbord, University of Toronto</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\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",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hillcrest Village</td>\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",
       "      <td>Humber Bay Shores, Mimico South, New Toronto</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Humber Bay, King's Mill Park, Kingsway Park South East, Mimico NE, Old Mill South, The Queensway East, Royal York South East, Sunnylea</td>\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",
       "      <td>Humber Summit</td>\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",
       "      <td>Humewood-Cedarvale</td>\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",
       "      <td>Kingsview Village, Martin Grove Gardens, Richview Gardens, St. Phillips</td>\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",
       "      <td>Kingsway Park South West, Mimico NW, The Queensway West, Royal York South West, South of Bloor</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>L'Amoreaux West</td>\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",
       "      <td>Lawrence Heights, Lawrence Manor</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Lawrence Park</td>\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",
       "      <td>Leaside</td>\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",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Maryvale, Wexford</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Moore Park, Summerhill East</td>\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",
       "      <td>North Toronto West</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Northwest</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Northwood Park, York University</td>\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",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Parkwoods</td>\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",
       "      <td>Queen's Park</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Rosedale</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Roselawn</td>\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",
       "      <td>Rouge, Malvern</td>\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",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Ryerson, Garden District</td>\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",
       "      <td>Scarborough Village</td>\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",
       "      <td>St. James Town</td>\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",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Studio District</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The Beaches</td>\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",
       "      <td>The Beaches West, India Bazaar</td>\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",
       "      <td>The Danforth West, Riverdale</td>\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",
       "      <td>The Junction North, Runnymede</td>\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",
       "      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Thorncliffe Park</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Westmount</td>\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",
       "      <td>Weston</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Willowdale South</td>\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",
       "      <td>Willowdale West</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Woburn</td>\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",
       "      <td>Woodbine Gardens, Parkview Hill</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Woodbine Heights</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>York Mills West</td>\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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Neighborhood Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Adelaide, King, Richmond                                              100   \n",
       "Agincourt                                                               4   \n",
       "Agincourt North, L'Amoreaux East, Milliken, Ste...                      3   \n",
       "Albion Gardens, Beaumond Heights, Humbergate, J...                      8   \n",
       "Alderwood, Long Branch                                                  9   \n",
       "Bathurst Manor, Downsview North, Wilson Heights                        20   \n",
       "Bayview Village                                                         4   \n",
       "Bedford Park, Lawrence Manor East                                      23   \n",
       "Berczy Park                                                            58   \n",
       "Birch Cliff, Cliffside West                                             4   \n",
       "Bloordale Gardens, Eringate, Markland Wood, Old...                      7   \n",
       "Brockton, Exhibition Place, Parkdale Village                           23   \n",
       "Business Reply Mail Processing Centre 969 Eastern                      16   \n",
       "CFB Toronto, Downsview East                                             2   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...                     16   \n",
       "Cabbagetown, St. James Town                                            45   \n",
       "Caledonia-Fairbanks                                                     5   \n",
       "Canada Post Gateway Processing Centre                                  11   \n",
       "Cedarbrae                                                               7   \n",
       "Central Bay Street                                                     88   \n",
       "Chinatown, Grange Park, Kensington Market                             100   \n",
       "Christie                                                               15   \n",
       "Church and Wellesley                                                   86   \n",
       "Clairlea, Golden Mile, Oakridge                                        10   \n",
       "Clarks Corners, Sullivan, Tam O'Shanter                                12   \n",
       "Cliffcrest, Cliffside, Scarborough Village West                         2   \n",
       "Cloverdale, Islington, Martin Grove, Princess G...                      1   \n",
       "Commerce Court, Victoria Hotel                                        100   \n",
       "Davisville                                                             35   \n",
       "Davisville North                                                        7   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...                     15   \n",
       "Del Ray, Keelesdale, Mount Dennis, Silverthorn                          4   \n",
       "Design Exchange, Toronto Dominion Centre                              100   \n",
       "Don Mills North                                                         6   \n",
       "Dorset Park, Scarborough Town Centre, Wexford H...                      7   \n",
       "Dovercourt Village, Dufferin                                           15   \n",
       "Downsview Central                                                       4   \n",
       "Downsview Northwest                                                     5   \n",
       "Downsview West                                                          5   \n",
       "Downsview, North Park, Upwood Park                                      4   \n",
       "East Birchmount Park, Ionview, Kennedy Park                             5   \n",
       "East Toronto                                                            3   \n",
       "Emery, Humberlea                                                        2   \n",
       "Fairview, Henry Farm, Oriole                                           68   \n",
       "First Canadian Place, Underground city                                100   \n",
       "Flemingdon Park, Don Mills South                                       22   \n",
       "Forest Hill North, Forest Hill West                                     4   \n",
       "Glencairn                                                               5   \n",
       "Guildwood, Morningside, West Hill                                       7   \n",
       "Harbord, University of Toronto                                         35   \n",
       "Harbourfront East, Toronto Islands, Union Station                     100   \n",
       "Harbourfront, Regent Park                                              52   \n",
       "High Park, The Junction South                                          25   \n",
       "Highland Creek, Rouge Hill, Port Union                                  2   \n",
       "Hillcrest Village                                                       4   \n",
       "Humber Bay Shores, Mimico South, New Toronto                           14   \n",
       "Humber Bay, King's Mill Park, Kingsway Park Sou...                      3   \n",
       "Humber Summit                                                           3   \n",
       "Humewood-Cedarvale                                                      3   \n",
       "Kingsview Village, Martin Grove Gardens, Richvi...                      3   \n",
       "Kingsway Park South West, Mimico NW, The Queens...                     14   \n",
       "L'Amoreaux West                                                        13   \n",
       "Lawrence Heights, Lawrence Manor                                       14   \n",
       "Lawrence Park                                                           3   \n",
       "Leaside                                                                34   \n",
       "Little Portugal, Trinity                                               68   \n",
       "Maryvale, Wexford                                                       6   \n",
       "Moore Park, Summerhill East                                             3   \n",
       "North Toronto West                                                     22   \n",
       "Northwest                                                               2   \n",
       "Northwood Park, York University                                         7   \n",
       "Parkdale, Roncesvalles                                                 14   \n",
       "Parkwoods                                                               3   \n",
       "Queen's Park                                                           39   \n",
       "Rosedale                                                                5   \n",
       "Roselawn                                                                1   \n",
       "Rouge, Malvern                                                          1   \n",
       "Runnymede, Swansea                                                     31   \n",
       "Ryerson, Garden District                                              100   \n",
       "Scarborough Village                                                     3   \n",
       "St. James Town                                                        100   \n",
       "Stn A PO Boxes 25 The Esplanade                                        99   \n",
       "Studio District                                                        38   \n",
       "The Annex, North Midtown, Yorkville                                    22   \n",
       "The Beaches                                                             4   \n",
       "The Beaches West, India Bazaar                                         21   \n",
       "The Danforth West, Riverdale                                           42   \n",
       "The Junction North, Runnymede                                           4   \n",
       "The Kingsway, Montgomery Road, Old Mill North                           2   \n",
       "Thorncliffe Park                                                       17   \n",
       "Victoria Village                                                        5   \n",
       "Westmount                                                               7   \n",
       "Weston                                                                  2   \n",
       "Willowdale South                                                       34   \n",
       "Willowdale West                                                         6   \n",
       "Woburn                                                                  4   \n",
       "Woodbine Gardens, Parkview Hill                                        11   \n",
       "Woodbine Heights                                                       11   \n",
       "York Mills West                                                         4   \n",
       "\n",
       "                                                    Neighborhood Longitude  \\\n",
       "Neighborhood                                                                 \n",
       "Adelaide, King, Richmond                                               100   \n",
       "Agincourt                                                                4   \n",
       "Agincourt North, L'Amoreaux East, Milliken, Ste...                       3   \n",
       "Albion Gardens, Beaumond Heights, Humbergate, J...                       8   \n",
       "Alderwood, Long Branch                                                   9   \n",
       "Bathurst Manor, Downsview North, Wilson Heights                         20   \n",
       "Bayview Village                                                          4   \n",
       "Bedford Park, Lawrence Manor East                                       23   \n",
       "Berczy Park                                                             58   \n",
       "Birch Cliff, Cliffside West                                              4   \n",
       "Bloordale Gardens, Eringate, Markland Wood, Old...                       7   \n",
       "Brockton, Exhibition Place, Parkdale Village                            23   \n",
       "Business Reply Mail Processing Centre 969 Eastern                       16   \n",
       "CFB Toronto, Downsview East                                              2   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...                      16   \n",
       "Cabbagetown, St. James Town                                             45   \n",
       "Caledonia-Fairbanks                                                      5   \n",
       "Canada Post Gateway Processing Centre                                   11   \n",
       "Cedarbrae                                                                7   \n",
       "Central Bay Street                                                      88   \n",
       "Chinatown, Grange Park, Kensington Market                              100   \n",
       "Christie                                                                15   \n",
       "Church and Wellesley                                                    86   \n",
       "Clairlea, Golden Mile, Oakridge                                         10   \n",
       "Clarks Corners, Sullivan, Tam O'Shanter                                 12   \n",
       "Cliffcrest, Cliffside, Scarborough Village West                          2   \n",
       "Cloverdale, Islington, Martin Grove, Princess G...                       1   \n",
       "Commerce Court, Victoria Hotel                                         100   \n",
       "Davisville                                                              35   \n",
       "Davisville North                                                         7   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...                      15   \n",
       "Del Ray, Keelesdale, Mount Dennis, Silverthorn                           4   \n",
       "Design Exchange, Toronto Dominion Centre                               100   \n",
       "Don Mills North                                                          6   \n",
       "Dorset Park, Scarborough Town Centre, Wexford H...                       7   \n",
       "Dovercourt Village, Dufferin                                            15   \n",
       "Downsview Central                                                        4   \n",
       "Downsview Northwest                                                      5   \n",
       "Downsview West                                                           5   \n",
       "Downsview, North Park, Upwood Park                                       4   \n",
       "East Birchmount Park, Ionview, Kennedy Park                              5   \n",
       "East Toronto                                                             3   \n",
       "Emery, Humberlea                                                         2   \n",
       "Fairview, Henry Farm, Oriole                                            68   \n",
       "First Canadian Place, Underground city                                 100   \n",
       "Flemingdon Park, Don Mills South                                        22   \n",
       "Forest Hill North, Forest Hill West                                      4   \n",
       "Glencairn                                                                5   \n",
       "Guildwood, Morningside, West Hill                                        7   \n",
       "Harbord, University of Toronto                                          35   \n",
       "Harbourfront East, Toronto Islands, Union Station                      100   \n",
       "Harbourfront, Regent Park                                               52   \n",
       "High Park, The Junction South                                           25   \n",
       "Highland Creek, Rouge Hill, Port Union                                   2   \n",
       "Hillcrest Village                                                        4   \n",
       "Humber Bay Shores, Mimico South, New Toronto                            14   \n",
       "Humber Bay, King's Mill Park, Kingsway Park Sou...                       3   \n",
       "Humber Summit                                                            3   \n",
       "Humewood-Cedarvale                                                       3   \n",
       "Kingsview Village, Martin Grove Gardens, Richvi...                       3   \n",
       "Kingsway Park South West, Mimico NW, The Queens...                      14   \n",
       "L'Amoreaux West                                                         13   \n",
       "Lawrence Heights, Lawrence Manor                                        14   \n",
       "Lawrence Park                                                            3   \n",
       "Leaside                                                                 34   \n",
       "Little Portugal, Trinity                                                68   \n",
       "Maryvale, Wexford                                                        6   \n",
       "Moore Park, Summerhill East                                              3   \n",
       "North Toronto West                                                      22   \n",
       "Northwest                                                                2   \n",
       "Northwood Park, York University                                          7   \n",
       "Parkdale, Roncesvalles                                                  14   \n",
       "Parkwoods                                                                3   \n",
       "Queen's Park                                                            39   \n",
       "Rosedale                                                                 5   \n",
       "Roselawn                                                                 1   \n",
       "Rouge, Malvern                                                           1   \n",
       "Runnymede, Swansea                                                      31   \n",
       "Ryerson, Garden District                                               100   \n",
       "Scarborough Village                                                      3   \n",
       "St. James Town                                                         100   \n",
       "Stn A PO Boxes 25 The Esplanade                                         99   \n",
       "Studio District                                                         38   \n",
       "The Annex, North Midtown, Yorkville                                     22   \n",
       "The Beaches                                                              4   \n",
       "The Beaches West, India Bazaar                                          21   \n",
       "The Danforth West, Riverdale                                            42   \n",
       "The Junction North, Runnymede                                            4   \n",
       "The Kingsway, Montgomery Road, Old Mill North                            2   \n",
       "Thorncliffe Park                                                        17   \n",
       "Victoria Village                                                         5   \n",
       "Westmount                                                                7   \n",
       "Weston                                                                   2   \n",
       "Willowdale South                                                        34   \n",
       "Willowdale West                                                          6   \n",
       "Woburn                                                                   4   \n",
       "Woodbine Gardens, Parkview Hill                                         11   \n",
       "Woodbine Heights                                                        11   \n",
       "York Mills West                                                          4   \n",
       "\n",
       "                                                    Venue  Venue Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Adelaide, King, Richmond                              100             100   \n",
       "Agincourt                                               4               4   \n",
       "Agincourt North, L'Amoreaux East, Milliken, Ste...      3               3   \n",
       "Albion Gardens, Beaumond Heights, Humbergate, J...      8               8   \n",
       "Alderwood, Long Branch                                  9               9   \n",
       "Bathurst Manor, Downsview North, Wilson Heights        20              20   \n",
       "Bayview Village                                         4               4   \n",
       "Bedford Park, Lawrence Manor East                      23              23   \n",
       "Berczy Park                                            58              58   \n",
       "Birch Cliff, Cliffside West                             4               4   \n",
       "Bloordale Gardens, Eringate, Markland Wood, Old...      7               7   \n",
       "Brockton, Exhibition Place, Parkdale Village           23              23   \n",
       "Business Reply Mail Processing Centre 969 Eastern      16              16   \n",
       "CFB Toronto, Downsview East                             2               2   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...     16              16   \n",
       "Cabbagetown, St. James Town                            45              45   \n",
       "Caledonia-Fairbanks                                     5               5   \n",
       "Canada Post Gateway Processing Centre                  11              11   \n",
       "Cedarbrae                                               7               7   \n",
       "Central Bay Street                                     88              88   \n",
       "Chinatown, Grange Park, Kensington Market             100             100   \n",
       "Christie                                               15              15   \n",
       "Church and Wellesley                                   86              86   \n",
       "Clairlea, Golden Mile, Oakridge                        10              10   \n",
       "Clarks Corners, Sullivan, Tam O'Shanter                12              12   \n",
       "Cliffcrest, Cliffside, Scarborough Village West         2               2   \n",
       "Cloverdale, Islington, Martin Grove, Princess G...      1               1   \n",
       "Commerce Court, Victoria Hotel                        100             100   \n",
       "Davisville                                             35              35   \n",
       "Davisville North                                        7               7   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...     15              15   \n",
       "Del Ray, Keelesdale, Mount Dennis, Silverthorn          4               4   \n",
       "Design Exchange, Toronto Dominion Centre              100             100   \n",
       "Don Mills North                                         6               6   \n",
       "Dorset Park, Scarborough Town Centre, Wexford H...      7               7   \n",
       "Dovercourt Village, Dufferin                           15              15   \n",
       "Downsview Central                                       4               4   \n",
       "Downsview Northwest                                     5               5   \n",
       "Downsview West                                          5               5   \n",
       "Downsview, North Park, Upwood Park                      4               4   \n",
       "East Birchmount Park, Ionview, Kennedy Park             5               5   \n",
       "East Toronto                                            3               3   \n",
       "Emery, Humberlea                                        2               2   \n",
       "Fairview, Henry Farm, Oriole                           68              68   \n",
       "First Canadian Place, Underground city                100             100   \n",
       "Flemingdon Park, Don Mills South                       22              22   \n",
       "Forest Hill North, Forest Hill West                     4               4   \n",
       "Glencairn                                               5               5   \n",
       "Guildwood, Morningside, West Hill                       7               7   \n",
       "Harbord, University of Toronto                         35              35   \n",
       "Harbourfront East, Toronto Islands, Union Station     100             100   \n",
       "Harbourfront, Regent Park                              52              52   \n",
       "High Park, The Junction South                          25              25   \n",
       "Highland Creek, Rouge Hill, Port Union                  2               2   \n",
       "Hillcrest Village                                       4               4   \n",
       "Humber Bay Shores, Mimico South, New Toronto           14              14   \n",
       "Humber Bay, King's Mill Park, Kingsway Park Sou...      3               3   \n",
       "Humber Summit                                           3               3   \n",
       "Humewood-Cedarvale                                      3               3   \n",
       "Kingsview Village, Martin Grove Gardens, Richvi...      3               3   \n",
       "Kingsway Park South West, Mimico NW, The Queens...     14              14   \n",
       "L'Amoreaux West                                        13              13   \n",
       "Lawrence Heights, Lawrence Manor                       14              14   \n",
       "Lawrence Park                                           3               3   \n",
       "Leaside                                                34              34   \n",
       "Little Portugal, Trinity                               68              68   \n",
       "Maryvale, Wexford                                       6               6   \n",
       "Moore Park, Summerhill East                             3               3   \n",
       "North Toronto West                                     22              22   \n",
       "Northwest                                               2               2   \n",
       "Northwood Park, York University                         7               7   \n",
       "Parkdale, Roncesvalles                                 14              14   \n",
       "Parkwoods                                               3               3   \n",
       "Queen's Park                                           39              39   \n",
       "Rosedale                                                5               5   \n",
       "Roselawn                                                1               1   \n",
       "Rouge, Malvern                                          1               1   \n",
       "Runnymede, Swansea                                     31              31   \n",
       "Ryerson, Garden District                              100             100   \n",
       "Scarborough Village                                     3               3   \n",
       "St. James Town                                        100             100   \n",
       "Stn A PO Boxes 25 The Esplanade                        99              99   \n",
       "Studio District                                        38              38   \n",
       "The Annex, North Midtown, Yorkville                    22              22   \n",
       "The Beaches                                             4               4   \n",
       "The Beaches West, India Bazaar                         21              21   \n",
       "The Danforth West, Riverdale                           42              42   \n",
       "The Junction North, Runnymede                           4               4   \n",
       "The Kingsway, Montgomery Road, Old Mill North           2               2   \n",
       "Thorncliffe Park                                       17              17   \n",
       "Victoria Village                                        5               5   \n",
       "Westmount                                               7               7   \n",
       "Weston                                                  2               2   \n",
       "Willowdale South                                       34              34   \n",
       "Willowdale West                                         6               6   \n",
       "Woburn                                                  4               4   \n",
       "Woodbine Gardens, Parkview Hill                        11              11   \n",
       "Woodbine Heights                                       11              11   \n",
       "York Mills West                                         4               4   \n",
       "\n",
       "                                                    Venue Longitude  \\\n",
       "Neighborhood                                                          \n",
       "Adelaide, King, Richmond                                        100   \n",
       "Agincourt                                                         4   \n",
       "Agincourt North, L'Amoreaux East, Milliken, Ste...                3   \n",
       "Albion Gardens, Beaumond Heights, Humbergate, J...                8   \n",
       "Alderwood, Long Branch                                            9   \n",
       "Bathurst Manor, Downsview North, Wilson Heights                  20   \n",
       "Bayview Village                                                   4   \n",
       "Bedford Park, Lawrence Manor East                                23   \n",
       "Berczy Park                                                      58   \n",
       "Birch Cliff, Cliffside West                                       4   \n",
       "Bloordale Gardens, Eringate, Markland Wood, Old...                7   \n",
       "Brockton, Exhibition Place, Parkdale Village                     23   \n",
       "Business Reply Mail Processing Centre 969 Eastern                16   \n",
       "CFB Toronto, Downsview East                                       2   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...               16   \n",
       "Cabbagetown, St. James Town                                      45   \n",
       "Caledonia-Fairbanks                                               5   \n",
       "Canada Post Gateway Processing Centre                            11   \n",
       "Cedarbrae                                                         7   \n",
       "Central Bay Street                                               88   \n",
       "Chinatown, Grange Park, Kensington Market                       100   \n",
       "Christie                                                         15   \n",
       "Church and Wellesley                                             86   \n",
       "Clairlea, Golden Mile, Oakridge                                  10   \n",
       "Clarks Corners, Sullivan, Tam O'Shanter                          12   \n",
       "Cliffcrest, Cliffside, Scarborough Village West                   2   \n",
       "Cloverdale, Islington, Martin Grove, Princess G...                1   \n",
       "Commerce Court, Victoria Hotel                                  100   \n",
       "Davisville                                                       35   \n",
       "Davisville North                                                  7   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...               15   \n",
       "Del Ray, Keelesdale, Mount Dennis, Silverthorn                    4   \n",
       "Design Exchange, Toronto Dominion Centre                        100   \n",
       "Don Mills North                                                   6   \n",
       "Dorset Park, Scarborough Town Centre, Wexford H...                7   \n",
       "Dovercourt Village, Dufferin                                     15   \n",
       "Downsview Central                                                 4   \n",
       "Downsview Northwest                                               5   \n",
       "Downsview West                                                    5   \n",
       "Downsview, North Park, Upwood Park                                4   \n",
       "East Birchmount Park, Ionview, Kennedy Park                       5   \n",
       "East Toronto                                                      3   \n",
       "Emery, Humberlea                                                  2   \n",
       "Fairview, Henry Farm, Oriole                                     68   \n",
       "First Canadian Place, Underground city                          100   \n",
       "Flemingdon Park, Don Mills South                                 22   \n",
       "Forest Hill North, Forest Hill West                               4   \n",
       "Glencairn                                                         5   \n",
       "Guildwood, Morningside, West Hill                                 7   \n",
       "Harbord, University of Toronto                                   35   \n",
       "Harbourfront East, Toronto Islands, Union Station               100   \n",
       "Harbourfront, Regent Park                                        52   \n",
       "High Park, The Junction South                                    25   \n",
       "Highland Creek, Rouge Hill, Port Union                            2   \n",
       "Hillcrest Village                                                 4   \n",
       "Humber Bay Shores, Mimico South, New Toronto                     14   \n",
       "Humber Bay, King's Mill Park, Kingsway Park Sou...                3   \n",
       "Humber Summit                                                     3   \n",
       "Humewood-Cedarvale                                                3   \n",
       "Kingsview Village, Martin Grove Gardens, Richvi...                3   \n",
       "Kingsway Park South West, Mimico NW, The Queens...               14   \n",
       "L'Amoreaux West                                                  13   \n",
       "Lawrence Heights, Lawrence Manor                                 14   \n",
       "Lawrence Park                                                     3   \n",
       "Leaside                                                          34   \n",
       "Little Portugal, Trinity                                         68   \n",
       "Maryvale, Wexford                                                 6   \n",
       "Moore Park, Summerhill East                                       3   \n",
       "North Toronto West                                               22   \n",
       "Northwest                                                         2   \n",
       "Northwood Park, York University                                   7   \n",
       "Parkdale, Roncesvalles                                           14   \n",
       "Parkwoods                                                         3   \n",
       "Queen's Park                                                     39   \n",
       "Rosedale                                                          5   \n",
       "Roselawn                                                          1   \n",
       "Rouge, Malvern                                                    1   \n",
       "Runnymede, Swansea                                               31   \n",
       "Ryerson, Garden District                                        100   \n",
       "Scarborough Village                                               3   \n",
       "St. James Town                                                  100   \n",
       "Stn A PO Boxes 25 The Esplanade                                  99   \n",
       "Studio District                                                  38   \n",
       "The Annex, North Midtown, Yorkville                              22   \n",
       "The Beaches                                                       4   \n",
       "The Beaches West, India Bazaar                                   21   \n",
       "The Danforth West, Riverdale                                     42   \n",
       "The Junction North, Runnymede                                     4   \n",
       "The Kingsway, Montgomery Road, Old Mill North                     2   \n",
       "Thorncliffe Park                                                 17   \n",
       "Victoria Village                                                  5   \n",
       "Westmount                                                         7   \n",
       "Weston                                                            2   \n",
       "Willowdale South                                                 34   \n",
       "Willowdale West                                                   6   \n",
       "Woburn                                                            4   \n",
       "Woodbine Gardens, Parkview Hill                                  11   \n",
       "Woodbine Heights                                                 11   \n",
       "York Mills West                                                   4   \n",
       "\n",
       "                                                    Venue Category  \n",
       "Neighborhood                                                        \n",
       "Adelaide, King, Richmond                                       100  \n",
       "Agincourt                                                        4  \n",
       "Agincourt North, L'Amoreaux East, Milliken, Ste...               3  \n",
       "Albion Gardens, Beaumond Heights, Humbergate, J...               8  \n",
       "Alderwood, Long Branch                                           9  \n",
       "Bathurst Manor, Downsview North, Wilson Heights                 20  \n",
       "Bayview Village                                                  4  \n",
       "Bedford Park, Lawrence Manor East                               23  \n",
       "Berczy Park                                                     58  \n",
       "Birch Cliff, Cliffside West                                      4  \n",
       "Bloordale Gardens, Eringate, Markland Wood, Old...               7  \n",
       "Brockton, Exhibition Place, Parkdale Village                    23  \n",
       "Business Reply Mail Processing Centre 969 Eastern               16  \n",
       "CFB Toronto, Downsview East                                      2  \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...              16  \n",
       "Cabbagetown, St. James Town                                     45  \n",
       "Caledonia-Fairbanks                                              5  \n",
       "Canada Post Gateway Processing Centre                           11  \n",
       "Cedarbrae                                                        7  \n",
       "Central Bay Street                                              88  \n",
       "Chinatown, Grange Park, Kensington Market                      100  \n",
       "Christie                                                        15  \n",
       "Church and Wellesley                                            86  \n",
       "Clairlea, Golden Mile, Oakridge                                 10  \n",
       "Clarks Corners, Sullivan, Tam O'Shanter                         12  \n",
       "Cliffcrest, Cliffside, Scarborough Village West                  2  \n",
       "Cloverdale, Islington, Martin Grove, Princess G...               1  \n",
       "Commerce Court, Victoria Hotel                                 100  \n",
       "Davisville                                                      35  \n",
       "Davisville North                                                 7  \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...              15  \n",
       "Del Ray, Keelesdale, Mount Dennis, Silverthorn                   4  \n",
       "Design Exchange, Toronto Dominion Centre                       100  \n",
       "Don Mills North                                                  6  \n",
       "Dorset Park, Scarborough Town Centre, Wexford H...               7  \n",
       "Dovercourt Village, Dufferin                                    15  \n",
       "Downsview Central                                                4  \n",
       "Downsview Northwest                                              5  \n",
       "Downsview West                                                   5  \n",
       "Downsview, North Park, Upwood Park                               4  \n",
       "East Birchmount Park, Ionview, Kennedy Park                      5  \n",
       "East Toronto                                                     3  \n",
       "Emery, Humberlea                                                 2  \n",
       "Fairview, Henry Farm, Oriole                                    68  \n",
       "First Canadian Place, Underground city                         100  \n",
       "Flemingdon Park, Don Mills South                                22  \n",
       "Forest Hill North, Forest Hill West                              4  \n",
       "Glencairn                                                        5  \n",
       "Guildwood, Morningside, West Hill                                7  \n",
       "Harbord, University of Toronto                                  35  \n",
       "Harbourfront East, Toronto Islands, Union Station              100  \n",
       "Harbourfront, Regent Park                                       52  \n",
       "High Park, The Junction South                                   25  \n",
       "Highland Creek, Rouge Hill, Port Union                           2  \n",
       "Hillcrest Village                                                4  \n",
       "Humber Bay Shores, Mimico South, New Toronto                    14  \n",
       "Humber Bay, King's Mill Park, Kingsway Park Sou...               3  \n",
       "Humber Summit                                                    3  \n",
       "Humewood-Cedarvale                                               3  \n",
       "Kingsview Village, Martin Grove Gardens, Richvi...               3  \n",
       "Kingsway Park South West, Mimico NW, The Queens...              14  \n",
       "L'Amoreaux West                                                 13  \n",
       "Lawrence Heights, Lawrence Manor                                14  \n",
       "Lawrence Park                                                    3  \n",
       "Leaside                                                         34  \n",
       "Little Portugal, Trinity                                        68  \n",
       "Maryvale, Wexford                                                6  \n",
       "Moore Park, Summerhill East                                      3  \n",
       "North Toronto West                                              22  \n",
       "Northwest                                                        2  \n",
       "Northwood Park, York University                                  7  \n",
       "Parkdale, Roncesvalles                                          14  \n",
       "Parkwoods                                                        3  \n",
       "Queen's Park                                                    39  \n",
       "Rosedale                                                         5  \n",
       "Roselawn                                                         1  \n",
       "Rouge, Malvern                                                   1  \n",
       "Runnymede, Swansea                                              31  \n",
       "Ryerson, Garden District                                       100  \n",
       "Scarborough Village                                              3  \n",
       "St. James Town                                                 100  \n",
       "Stn A PO Boxes 25 The Esplanade                                 99  \n",
       "Studio District                                                 38  \n",
       "The Annex, North Midtown, Yorkville                             22  \n",
       "The Beaches                                                      4  \n",
       "The Beaches West, India Bazaar                                  21  \n",
       "The Danforth West, Riverdale                                    42  \n",
       "The Junction North, Runnymede                                    4  \n",
       "The Kingsway, Montgomery Road, Old Mill North                    2  \n",
       "Thorncliffe Park                                                17  \n",
       "Victoria Village                                                 5  \n",
       "Westmount                                                        7  \n",
       "Weston                                                           2  \n",
       "Willowdale South                                                34  \n",
       "Willowdale West                                                  6  \n",
       "Woburn                                                           4  \n",
       "Woodbine Gardens, Parkview Hill                                 11  \n",
       "Woodbine Heights                                                11  \n",
       "York Mills West                                                  4  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Toronto_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's find out how many unique categories can be curated from all the returned venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 274 uniques categories.\n"
     ]
    }
   ],
   "source": [
    "print('There are {} uniques categories.'.format(len(Toronto_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Analyze Each Neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>Yoga Studio</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Afghan Restaurant</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>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Auto Garage</th>\n",
       "      <th>Auto Workshop</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>Baseball Stadium</th>\n",
       "      <th>Basketball Court</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>Bike Shop</th>\n",
       "      <th>Bistro</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>Bridal Shop</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>Bus Station</th>\n",
       "      <th>Bus Stop</th>\n",
       "      <th>Business Service</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cajun / Creole Restaurant</th>\n",
       "      <th>Camera Store</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>College Stadium</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Construction &amp; Landscaping</th>\n",
       "      <th>Convenience Store</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>Curling Ice</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Doner Restaurant</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Drugstore</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Empanada Restaurant</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>Field</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>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>Golf Course</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Hakka Restaurant</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Hardware Store</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>Hockey Arena</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hospital</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Hotpot Restaurant</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indonesian Restaurant</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>Jewish Restaurant</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>Locksmith</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Luggage Store</th>\n",
       "      <th>Mac &amp; Cheese Joint</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Medical Center</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Metro Station</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Mobile Phone Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Motel</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Moving Target</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>Persian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Poke Place</th>\n",
       "      <th>Polish Restaurant</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Portuguese Restaurant</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Print Shop</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>River</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>Smoothie Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soccer Field</th>\n",
       "      <th>Social Club</th>\n",
       "      <th>Southern / Soul Food Restaurant</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>Supplement Shop</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tanning Salon</th>\n",
       "      <th>Tapas Restaurant</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>Thrift / Vintage Store</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Transportation Service</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>Warehouse Store</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</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",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Guildwood, Morningside, West Hill</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",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Yoga Studio  Accessories Store  Afghan Restaurant  Airport  \\\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",
       "   Airport Food Court  Airport Gate  Airport Lounge  Airport Service  \\\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",
       "   Airport Terminal  American Restaurant  Antique Shop  Aquarium  Art Gallery  \\\n",
       "0                 0                    0             0         0            0   \n",
       "1                 0                    0             0         0            0   \n",
       "2                 0                    0             0         0            0   \n",
       "3                 0                    0             0         0            0   \n",
       "4                 0                    0             0         0            0   \n",
       "\n",
       "   Art Museum  Arts & Crafts Store  Asian Restaurant  Athletics & Sports  \\\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",
       "   Auto Garage  Auto Workshop  BBQ Joint  Baby Store  Bagel Shop  Bakery  \\\n",
       "0            0              0          0           0           0       0   \n",
       "1            0              0          0           0           0       0   \n",
       "2            0              0          0           0           0       0   \n",
       "3            0              0          0           0           0       0   \n",
       "4            0              0          0           0           0       0   \n",
       "\n",
       "   Bank  Bar  Baseball Field  Baseball Stadium  Basketball Court  \\\n",
       "0     0    0               0                 0                 0   \n",
       "1     0    1               0                 0                 0   \n",
       "2     0    0               0                 0                 0   \n",
       "3     0    0               0                 0                 0   \n",
       "4     0    0               0                 0                 0   \n",
       "\n",
       "   Basketball Stadium  Beach  Bed & Breakfast  Beer Bar  Beer Store  \\\n",
       "0                   0      0                0         0           0   \n",
       "1                   0      0                0         0           0   \n",
       "2                   0      0                0         0           0   \n",
       "3                   0      0                0         0           0   \n",
       "4                   0      0                0         0           0   \n",
       "\n",
       "   Belgian Restaurant  Bike Shop  Bistro  Boat or Ferry  Bookstore  Boutique  \\\n",
       "0                   0          0       0              0          0         0   \n",
       "1                   0          0       0              0          0         0   \n",
       "2                   0          0       0              0          0         0   \n",
       "3                   0          0       0              0          0         0   \n",
       "4                   0          0       0              0          0         0   \n",
       "\n",
       "   Brazilian Restaurant  Breakfast Spot  Brewery  Bridal 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",
       "   Bubble Tea Shop  Building  Burger Joint  Burrito Place  Bus Line  \\\n",
       "0                0         0             0              0         0   \n",
       "1                0         0             0              0         0   \n",
       "2                0         0             0              0         0   \n",
       "3                0         0             0              0         0   \n",
       "4                0         0             0              0         0   \n",
       "\n",
       "   Bus Station  Bus Stop  Business Service  Butcher  Café  \\\n",
       "0            0         0                 0        0     0   \n",
       "1            0         0                 0        0     0   \n",
       "2            0         0                 0        0     0   \n",
       "3            0         0                 0        0     0   \n",
       "4            0         0                 0        0     0   \n",
       "\n",
       "   Cajun / Creole Restaurant  Camera Store  Candy Store  Caribbean Restaurant  \\\n",
       "0                          0             0            0                     0   \n",
       "1                          0             0            0                     0   \n",
       "2                          0             0            0                     0   \n",
       "3                          0             0            0                     0   \n",
       "4                          0             0            0                     0   \n",
       "\n",
       "   Cheese Shop  Chinese Restaurant  Chocolate Shop  Church  Climbing Gym  \\\n",
       "0            0                   0               0       0             0   \n",
       "1            0                   0               0       0             0   \n",
       "2            0                   0               0       0             0   \n",
       "3            0                   0               0       0             0   \n",
       "4            0                   0               0       0             0   \n",
       "\n",
       "   Clothing Store  Cocktail Bar  Coffee Shop  College Arts Building  \\\n",
       "0               0             0            0                      0   \n",
       "1               0             0            0                      0   \n",
       "2               0             0            0                      0   \n",
       "3               0             0            0                      0   \n",
       "4               0             0            0                      0   \n",
       "\n",
       "   College Auditorium  College Gym  College Rec Center  College Stadium  \\\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",
       "   Colombian Restaurant  Comfort Food Restaurant  Comic Shop  Concert Hall  \\\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",
       "   Construction & Landscaping  Convenience Store  Cosmetics Shop  \\\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",
       "   Coworking Space  Creperie  Cuban Restaurant  Cupcake Shop  Curling Ice  \\\n",
       "0                0         0                 0             0            0   \n",
       "1                0         0                 0             0            0   \n",
       "2                0         0                 0             0            0   \n",
       "3                0         0                 0             0            0   \n",
       "4                0         0                 0             0            0   \n",
       "\n",
       "   Dance Studio  Deli / Bodega  Department Store  Dessert 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",
       "   Dim Sum Restaurant  Diner  Discount Store  Dog Run  Doner Restaurant  \\\n",
       "0                   0      0               0        0                 0   \n",
       "1                   0      0               0        0                 0   \n",
       "2                   0      0               0        0                 0   \n",
       "3                   0      0               0        0                 0   \n",
       "4                   0      0               0        0                 0   \n",
       "\n",
       "   Donut Shop  Drugstore  Dumpling Restaurant  Eastern European Restaurant  \\\n",
       "0           0          0                    0                            0   \n",
       "1           0          0                    0                            0   \n",
       "2           0          0                    0                            0   \n",
       "3           0          0                    0                            0   \n",
       "4           0          0                    0                            0   \n",
       "\n",
       "   Electronics Store  Empanada Restaurant  Ethiopian Restaurant  Event Space  \\\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                  1                    0                     0            0   \n",
       "\n",
       "   Falafel Restaurant  Farmers Market  Fast Food Restaurant  Field  \\\n",
       "0                   0               0                     1      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",
       "   Filipino Restaurant  Fish & Chips Shop  Fish Market  Flea Market  \\\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",
       "   Flower Shop  Food  Food & Drink Shop  Food Court  Food Truck  Fountain  \\\n",
       "0            0     0                  0           0           0         0   \n",
       "1            0     0                  0           0           0         0   \n",
       "2            0     0                  0           0           0         0   \n",
       "3            0     0                  0           0           0         0   \n",
       "4            0     0                  0           0           0         0   \n",
       "\n",
       "   French Restaurant  Fried Chicken Joint  Frozen Yogurt Shop  \\\n",
       "0                  0                    0                   0   \n",
       "1                  0                    0                   0   \n",
       "2                  0                    0                   0   \n",
       "3                  0                    0                   0   \n",
       "4                  0                    0                   0   \n",
       "\n",
       "   Fruit & Vegetable Store  Furniture / Home Store  Gaming Cafe  Garden  \\\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",
       "   Garden Center  Gastropub  Gay Bar  General Entertainment  General Travel  \\\n",
       "0              0          0        0                      0               0   \n",
       "1              0          0        0                      0               0   \n",
       "2              0          0        0                      0               0   \n",
       "3              0          0        0                      0               0   \n",
       "4              0          0        0                      0               0   \n",
       "\n",
       "   German Restaurant  Gift Shop  Gluten-free Restaurant  Golf Course  \\\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",
       "   Gourmet Shop  Greek Restaurant  Grocery Store  Gym  Gym / Fitness Center  \\\n",
       "0             0                 0              0    0                     0   \n",
       "1             0                 0              0    0                     0   \n",
       "2             0                 0              0    0                     0   \n",
       "3             0                 0              0    0                     0   \n",
       "4             0                 0              0    0                     0   \n",
       "\n",
       "   Hakka Restaurant  Harbor / Marina  Hardware Store  Health & Beauty Service  \\\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",
       "   Health Food Store  Historic Site  History Museum  Hobby Shop  Hockey Arena  \\\n",
       "0                  0              0               0           0             0   \n",
       "1                  0              0               0           0             0   \n",
       "2                  0              0               0           0             0   \n",
       "3                  0              0               0           0             0   \n",
       "4                  0              0               0           0             0   \n",
       "\n",
       "   Home Service  Hookah Bar  Hospital  Hostel  Hotel  Hotel Bar  \\\n",
       "0             0           0         0       0      0          0   \n",
       "1             0           0         0       0      0          0   \n",
       "2             0           0         0       0      0          0   \n",
       "3             0           0         0       0      0          0   \n",
       "4             0           0         0       0      0          0   \n",
       "\n",
       "   Hotpot Restaurant  Ice Cream Shop  Indian Restaurant  Indie Movie Theater  \\\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",
       "   Indonesian Restaurant  Intersection  Irish Pub  Italian Restaurant  \\\n",
       "0                      0             0          0                   0   \n",
       "1                      0             0          0                   0   \n",
       "2                      0             0          0                   0   \n",
       "3                      0             0          0                   0   \n",
       "4                      0             0          0                   0   \n",
       "\n",
       "   Japanese Restaurant  Jazz Club  Jewelry Store  Jewish Restaurant  \\\n",
       "0                    0          0              0                  0   \n",
       "1                    0          0              0                  0   \n",
       "2                    0          0              0                  0   \n",
       "3                    0          0              0                  0   \n",
       "4                    0          0              0                  0   \n",
       "\n",
       "   Juice Bar  Korean Restaurant  Lake  Latin American Restaurant  \\\n",
       "0          0                  0     0                          0   \n",
       "1          0                  0     0                          0   \n",
       "2          0                  0     0                          0   \n",
       "3          0                  0     0                          0   \n",
       "4          0                  0     0                          0   \n",
       "\n",
       "   Light Rail Station  Lingerie Store  Liquor Store  Locksmith  Lounge  \\\n",
       "0                   0               0             0          0       0   \n",
       "1                   0               0             0          0       0   \n",
       "2                   0               0             0          0       0   \n",
       "3                   0               0             0          0       0   \n",
       "4                   0               0             0          0       0   \n",
       "\n",
       "   Luggage Store  Mac & Cheese Joint  Malay Restaurant  Market  \\\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",
       "   Martial Arts Dojo  Massage Studio  Medical Center  \\\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",
       "   Mediterranean Restaurant  Men's Store  Metro Station  Mexican Restaurant  \\\n",
       "0                         0            0              0                   0   \n",
       "1                         0            0              0                   0   \n",
       "2                         0            0              0                   0   \n",
       "3                         0            0              0                   0   \n",
       "4                         0            0              0                   0   \n",
       "\n",
       "   Middle Eastern Restaurant  Miscellaneous Shop  Mobile Phone Shop  \\\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",
       "   Modern European Restaurant  Molecular Gastronomy Restaurant  \\\n",
       "0                           0                                0   \n",
       "1                           0                                0   \n",
       "2                           0                                0   \n",
       "3                           0                                0   \n",
       "4                           0                                0   \n",
       "\n",
       "   Monument / Landmark  Motel  Movie Theater  Moving Target  Museum  \\\n",
       "0                    0      0              0              0       0   \n",
       "1                    0      0              0              0       0   \n",
       "2                    0      0              0              1       0   \n",
       "3                    0      0              0              0       0   \n",
       "4                    0      0              0              0       0   \n",
       "\n",
       "   Music Venue                            Neighborhood  \\\n",
       "0            0                          Rouge, Malvern   \n",
       "1            0  Highland Creek, Rouge Hill, Port Union   \n",
       "2            0  Highland Creek, Rouge Hill, Port Union   \n",
       "3            0       Guildwood, Morningside, West Hill   \n",
       "4            0       Guildwood, Morningside, West Hill   \n",
       "\n",
       "   New American Restaurant  Nightclub  Noodle House  Office  Opera House  \\\n",
       "0                        0          0             0       0            0   \n",
       "1                        0          0             0       0            0   \n",
       "2                        0          0             0       0            0   \n",
       "3                        0          0             0       0            0   \n",
       "4                        0          0             0       0            0   \n",
       "\n",
       "   Optical Shop  Organic Grocery  Other Great Outdoors  Park  \\\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",
       "   Performing Arts Venue  Persian Restaurant  Pet Store  Pharmacy  \\\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",
       "   Pizza Place  Playground  Plaza  Poke Place  Polish Restaurant  Pool  \\\n",
       "0            0           0      0           0                  0     0   \n",
       "1            0           0      0           0                  0     0   \n",
       "2            0           0      0           0                  0     0   \n",
       "3            1           0      0           0                  0     0   \n",
       "4            0           0      0           0                  0     0   \n",
       "\n",
       "   Portuguese Restaurant  Poutine Place  Print Shop  Pub  Ramen Restaurant  \\\n",
       "0                      0              0           0    0                 0   \n",
       "1                      0              0           0    0                 0   \n",
       "2                      0              0           0    0                 0   \n",
       "3                      0              0           0    0                 0   \n",
       "4                      0              0           0    0                 0   \n",
       "\n",
       "   Record Shop  Rental Car Location  Restaurant  River  Roof Deck  Sake Bar  \\\n",
       "0            0                    0           0      0          0         0   \n",
       "1            0                    0           0      0          0         0   \n",
       "2            0                    0           0      0          0         0   \n",
       "3            0                    0           0      0          0         0   \n",
       "4            0                    0           0      0          0         0   \n",
       "\n",
       "   Salad Place  Salon / Barbershop  Sandwich Place  Scenic Lookout  \\\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",
       "   Sculpture Garden  Seafood Restaurant  Shoe Store  Shopping Mall  \\\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",
       "   Skate Park  Skating Rink  Smoke Shop  Smoothie Shop  Snack Place  \\\n",
       "0           0             0           0              0            0   \n",
       "1           0             0           0              0            0   \n",
       "2           0             0           0              0            0   \n",
       "3           0             0           0              0            0   \n",
       "4           0             0           0              0            0   \n",
       "\n",
       "   Soccer Field  Social Club  Southern / Soul Food Restaurant  Spa  Speakeasy  \\\n",
       "0             0            0                                0    0          0   \n",
       "1             0            0                                0    0          0   \n",
       "2             0            0                                0    0          0   \n",
       "3             0            0                                0    0          0   \n",
       "4             0            0                                0    0          0   \n",
       "\n",
       "   Sporting Goods Shop  Sports Bar  Stadium  Stationery Store  Steakhouse  \\\n",
       "0                    0           0        0                 0           0   \n",
       "1                    0           0        0                 0           0   \n",
       "2                    0           0        0                 0           0   \n",
       "3                    0           0        0                 0           0   \n",
       "4                    0           0        0                 0           0   \n",
       "\n",
       "   Strip Club  Supermarket  Supplement Shop  Sushi Restaurant  Swim School  \\\n",
       "0           0            0                0                 0            0   \n",
       "1           0            0                0                 0            0   \n",
       "2           0            0                0                 0            0   \n",
       "3           0            0                0                 0            0   \n",
       "4           0            0                0                 0            0   \n",
       "\n",
       "   Taco Place  Tailor Shop  Taiwanese Restaurant  Tanning Salon  \\\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",
       "   Tapas Restaurant  Tea Room  Tennis Court  Thai Restaurant  Theater  \\\n",
       "0                 0         0             0                0        0   \n",
       "1                 0         0             0                0        0   \n",
       "2                 0         0             0                0        0   \n",
       "3                 0         0             0                0        0   \n",
       "4                 0         0             0                0        0   \n",
       "\n",
       "   Theme Restaurant  Thrift / Vintage Store  Toy / Game Store  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",
       "   Train Station  Transportation Service  Vegetarian / Vegan Restaurant  \\\n",
       "0              0                       0                              0   \n",
       "1              0                       0                              0   \n",
       "2              0                       0                              0   \n",
       "3              0                       0                              0   \n",
       "4              0                       0                              0   \n",
       "\n",
       "   Video Game Store  Video Store  Vietnamese Restaurant  Warehouse Store  \\\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",
       "   Wine Bar  Wings Joint  Women's 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  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "Toronto_onehot = pd.get_dummies(Toronto_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "Toronto_onehot['Neighborhood'] = Toronto_venues['Neighborhood'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [Toronto_onehot.columns[-1]] + list(Toronto_onehot.columns[:-1])\n",
    "Toronto_onehot = Toronto_onehot[fixed_columns]\n",
    "\n",
    "Toronto_onehot.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Next, let's group rows by neighborhood and by taking the mean of the frequency of occurrence of each category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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>Yoga Studio</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Afghan Restaurant</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>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Auto Garage</th>\n",
       "      <th>Auto Workshop</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>Baseball Stadium</th>\n",
       "      <th>Basketball Court</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>Bike Shop</th>\n",
       "      <th>Bistro</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>Bridal Shop</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>Bus Station</th>\n",
       "      <th>Bus Stop</th>\n",
       "      <th>Business Service</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cajun / Creole Restaurant</th>\n",
       "      <th>Camera Store</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>College Stadium</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Construction &amp; Landscaping</th>\n",
       "      <th>Convenience Store</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>Curling Ice</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Doner Restaurant</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Drugstore</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Empanada Restaurant</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>Field</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>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>Golf Course</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Hakka Restaurant</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Hardware Store</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>Hockey Arena</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hospital</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Hotpot Restaurant</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indonesian Restaurant</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>Jewish Restaurant</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>Locksmith</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Luggage Store</th>\n",
       "      <th>Mac &amp; Cheese Joint</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Medical Center</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Metro Station</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Mobile Phone Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Motel</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Moving Target</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music Venue</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>Persian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Poke Place</th>\n",
       "      <th>Polish Restaurant</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Portuguese Restaurant</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Print Shop</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>River</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>Smoothie Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soccer Field</th>\n",
       "      <th>Social Club</th>\n",
       "      <th>Southern / Soul Food Restaurant</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>Supplement Shop</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tanning Salon</th>\n",
       "      <th>Tapas Restaurant</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>Thrift / Vintage Store</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Transportation Service</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>Warehouse Store</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333333</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.125</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.125</td>\n",
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       "      <td>0.125</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Alderwood, Long Branch</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighborhood  Yoga Studio  \\\n",
       "0                           Adelaide, King, Richmond          0.0   \n",
       "1                                          Agincourt          0.0   \n",
       "2  Agincourt North, L'Amoreaux East, Milliken, St...          0.0   \n",
       "3  Albion Gardens, Beaumond Heights, Humbergate, ...          0.0   \n",
       "4                             Alderwood, Long Branch          0.0   \n",
       "\n",
       "   Accessories Store  Afghan Restaurant  Airport  Airport Food Court  \\\n",
       "0                0.0                0.0      0.0                 0.0   \n",
       "1                0.0                0.0      0.0                 0.0   \n",
       "2                0.0                0.0      0.0                 0.0   \n",
       "3                0.0                0.0      0.0                 0.0   \n",
       "4                0.0                0.0      0.0                 0.0   \n",
       "\n",
       "   Airport Gate  Airport Lounge  Airport Service  Airport Terminal  \\\n",
       "0           0.0             0.0              0.0               0.0   \n",
       "1           0.0             0.0              0.0               0.0   \n",
       "2           0.0             0.0              0.0               0.0   \n",
       "3           0.0             0.0              0.0               0.0   \n",
       "4           0.0             0.0              0.0               0.0   \n",
       "\n",
       "   American Restaurant  Antique Shop  Aquarium  Art Gallery  Art Museum  \\\n",
       "0                 0.04           0.0       0.0         0.01        0.01   \n",
       "1                 0.00           0.0       0.0         0.00        0.00   \n",
       "2                 0.00           0.0       0.0         0.00        0.00   \n",
       "3                 0.00           0.0       0.0         0.00        0.00   \n",
       "4                 0.00           0.0       0.0         0.00        0.00   \n",
       "\n",
       "   Arts & Crafts Store  Asian Restaurant  Athletics & Sports  Auto Garage  \\\n",
       "0                  0.0              0.03                 0.0          0.0   \n",
       "1                  0.0              0.00                 0.0          0.0   \n",
       "2                  0.0              0.00                 0.0          0.0   \n",
       "3                  0.0              0.00                 0.0          0.0   \n",
       "4                  0.0              0.00                 0.0          0.0   \n",
       "\n",
       "   Auto Workshop  BBQ Joint  Baby Store  Bagel Shop  Bakery  Bank   Bar  \\\n",
       "0            0.0        0.0         0.0         0.0    0.01   0.0  0.04   \n",
       "1            0.0        0.0         0.0         0.0    0.00   0.0  0.00   \n",
       "2            0.0        0.0         0.0         0.0    0.00   0.0  0.00   \n",
       "3            0.0        0.0         0.0         0.0    0.00   0.0  0.00   \n",
       "4            0.0        0.0         0.0         0.0    0.00   0.0  0.00   \n",
       "\n",
       "   Baseball Field  Baseball Stadium  Basketball Court  Basketball Stadium  \\\n",
       "0             0.0               0.0               0.0                 0.0   \n",
       "1             0.0               0.0               0.0                 0.0   \n",
       "2             0.0               0.0               0.0                 0.0   \n",
       "3             0.0               0.0               0.0                 0.0   \n",
       "4             0.0               0.0               0.0                 0.0   \n",
       "\n",
       "   Beach  Bed & Breakfast  Beer Bar  Beer Store  Belgian Restaurant  \\\n",
       "0    0.0              0.0       0.0       0.000                 0.0   \n",
       "1    0.0              0.0       0.0       0.000                 0.0   \n",
       "2    0.0              0.0       0.0       0.000                 0.0   \n",
       "3    0.0              0.0       0.0       0.125                 0.0   \n",
       "4    0.0              0.0       0.0       0.000                 0.0   \n",
       "\n",
       "   Bike Shop  Bistro  Boat or Ferry  Bookstore  Boutique  \\\n",
       "0        0.0     0.0            0.0       0.01       0.0   \n",
       "1        0.0     0.0            0.0       0.00       0.0   \n",
       "2        0.0     0.0            0.0       0.00       0.0   \n",
       "3        0.0     0.0            0.0       0.00       0.0   \n",
       "4        0.0     0.0            0.0       0.00       0.0   \n",
       "\n",
       "   Brazilian Restaurant  Breakfast Spot  Brewery  Bridal Shop  \\\n",
       "0                  0.01            0.02      0.0          0.0   \n",
       "1                  0.00            0.25      0.0          0.0   \n",
       "2                  0.00            0.00      0.0          0.0   \n",
       "3                  0.00            0.00      0.0          0.0   \n",
       "4                  0.00            0.00      0.0          0.0   \n",
       "\n",
       "   Bubble Tea Shop  Building  Burger Joint  Burrito Place  Bus Line  \\\n",
       "0              0.0      0.01          0.03           0.01       0.0   \n",
       "1              0.0      0.00          0.00           0.00       0.0   \n",
       "2              0.0      0.00          0.00           0.00       0.0   \n",
       "3              0.0      0.00          0.00           0.00       0.0   \n",
       "4              0.0      0.00          0.00           0.00       0.0   \n",
       "\n",
       "   Bus Station  Bus Stop  Business Service  Butcher  Café  \\\n",
       "0          0.0       0.0               0.0      0.0  0.05   \n",
       "1          0.0       0.0               0.0      0.0  0.00   \n",
       "2          0.0       0.0               0.0      0.0  0.00   \n",
       "3          0.0       0.0               0.0      0.0  0.00   \n",
       "4          0.0       0.0               0.0      0.0  0.00   \n",
       "\n",
       "   Cajun / Creole Restaurant  Camera Store  Candy Store  Caribbean Restaurant  \\\n",
       "0                        0.0           0.0          0.0                   0.0   \n",
       "1                        0.0           0.0          0.0                   0.0   \n",
       "2                        0.0           0.0          0.0                   0.0   \n",
       "3                        0.0           0.0          0.0                   0.0   \n",
       "4                        0.0           0.0          0.0                   0.0   \n",
       "\n",
       "   Cheese Shop  Chinese Restaurant  Chocolate Shop  Church  Climbing Gym  \\\n",
       "0          0.0                 0.0             0.0     0.0           0.0   \n",
       "1          0.0                 0.0             0.0     0.0           0.0   \n",
       "2          0.0                 0.0             0.0     0.0           0.0   \n",
       "3          0.0                 0.0             0.0     0.0           0.0   \n",
       "4          0.0                 0.0             0.0     0.0           0.0   \n",
       "\n",
       "   Clothing Store  Cocktail Bar  Coffee Shop  College Arts Building  \\\n",
       "0             0.0           0.0     0.080000                    0.0   \n",
       "1             0.0           0.0     0.000000                    0.0   \n",
       "2             0.0           0.0     0.333333                    0.0   \n",
       "3             0.0           0.0     0.000000                    0.0   \n",
       "4             0.0           0.0     0.111111                    0.0   \n",
       "\n",
       "   College Auditorium  College Gym  College Rec Center  College Stadium  \\\n",
       "0                 0.0          0.0                 0.0              0.0   \n",
       "1                 0.0          0.0                 0.0              0.0   \n",
       "2                 0.0          0.0                 0.0              0.0   \n",
       "3                 0.0          0.0                 0.0              0.0   \n",
       "4                 0.0          0.0                 0.0              0.0   \n",
       "\n",
       "   Colombian Restaurant  Comfort Food Restaurant  Comic Shop  Concert Hall  \\\n",
       "0                  0.01                      0.0         0.0          0.02   \n",
       "1                  0.00                      0.0         0.0          0.00   \n",
       "2                  0.00                      0.0         0.0          0.00   \n",
       "3                  0.00                      0.0         0.0          0.00   \n",
       "4                  0.00                      0.0         0.0          0.00   \n",
       "\n",
       "   Construction & Landscaping  Convenience Store  Cosmetics Shop  \\\n",
       "0                         0.0                0.0            0.02   \n",
       "1                         0.0                0.0            0.00   \n",
       "2                         0.0                0.0            0.00   \n",
       "3                         0.0                0.0            0.00   \n",
       "4                         0.0                0.0            0.00   \n",
       "\n",
       "   Coworking Space  Creperie  Cuban Restaurant  Cupcake Shop  Curling Ice  \\\n",
       "0              0.0       0.0               0.0           0.0          0.0   \n",
       "1              0.0       0.0               0.0           0.0          0.0   \n",
       "2              0.0       0.0               0.0           0.0          0.0   \n",
       "3              0.0       0.0               0.0           0.0          0.0   \n",
       "4              0.0       0.0               0.0           0.0          0.0   \n",
       "\n",
       "   Dance Studio  Deli / Bodega  Department Store  Dessert Shop  \\\n",
       "0           0.0           0.01              0.01           0.0   \n",
       "1           0.0           0.00              0.00           0.0   \n",
       "2           0.0           0.00              0.00           0.0   \n",
       "3           0.0           0.00              0.00           0.0   \n",
       "4           0.0           0.00              0.00           0.0   \n",
       "\n",
       "   Dim Sum Restaurant  Diner  Discount Store  Dog Run  Doner Restaurant  \\\n",
       "0                 0.0    0.0             0.0      0.0               0.0   \n",
       "1                 0.0    0.0             0.0      0.0               0.0   \n",
       "2                 0.0    0.0             0.0      0.0               0.0   \n",
       "3                 0.0    0.0             0.0      0.0               0.0   \n",
       "4                 0.0    0.0             0.0      0.0               0.0   \n",
       "\n",
       "   Donut Shop  Drugstore  Dumpling Restaurant  Eastern European Restaurant  \\\n",
       "0         0.0        0.0                  0.0                          0.0   \n",
       "1         0.0        0.0                  0.0                          0.0   \n",
       "2         0.0        0.0                  0.0                          0.0   \n",
       "3         0.0        0.0                  0.0                          0.0   \n",
       "4         0.0        0.0                  0.0                          0.0   \n",
       "\n",
       "   Electronics Store  Empanada Restaurant  Ethiopian Restaurant  Event Space  \\\n",
       "0               0.01                  0.0                   0.0          0.0   \n",
       "1               0.00                  0.0                   0.0          0.0   \n",
       "2               0.00                  0.0                   0.0          0.0   \n",
       "3               0.00                  0.0                   0.0          0.0   \n",
       "4               0.00                  0.0                   0.0          0.0   \n",
       "\n",
       "   Falafel Restaurant  Farmers Market  Fast Food Restaurant  Field  \\\n",
       "0                 0.0             0.0                 0.000    0.0   \n",
       "1                 0.0             0.0                 0.000    0.0   \n",
       "2                 0.0             0.0                 0.000    0.0   \n",
       "3                 0.0             0.0                 0.125    0.0   \n",
       "4                 0.0             0.0                 0.000    0.0   \n",
       "\n",
       "   Filipino Restaurant  Fish & Chips Shop  Fish Market  Flea Market  \\\n",
       "0                  0.0                0.0          0.0          0.0   \n",
       "1                  0.0                0.0          0.0          0.0   \n",
       "2                  0.0                0.0          0.0          0.0   \n",
       "3                  0.0                0.0          0.0          0.0   \n",
       "4                  0.0                0.0          0.0          0.0   \n",
       "\n",
       "   Flower Shop  Food  Food & Drink Shop  Food Court  Food Truck  Fountain  \\\n",
       "0          0.0   0.0                0.0        0.01         0.0       0.0   \n",
       "1          0.0   0.0                0.0        0.00         0.0       0.0   \n",
       "2          0.0   0.0                0.0        0.00         0.0       0.0   \n",
       "3          0.0   0.0                0.0        0.00         0.0       0.0   \n",
       "4          0.0   0.0                0.0        0.00         0.0       0.0   \n",
       "\n",
       "   French Restaurant  Fried Chicken Joint  Frozen Yogurt Shop  \\\n",
       "0                0.0                0.000                 0.0   \n",
       "1                0.0                0.000                 0.0   \n",
       "2                0.0                0.000                 0.0   \n",
       "3                0.0                0.125                 0.0   \n",
       "4                0.0                0.000                 0.0   \n",
       "\n",
       "   Fruit & Vegetable Store  Furniture / Home Store  Gaming Cafe  Garden  \\\n",
       "0                      0.0                     0.0          0.0     0.0   \n",
       "1                      0.0                     0.0          0.0     0.0   \n",
       "2                      0.0                     0.0          0.0     0.0   \n",
       "3                      0.0                     0.0          0.0     0.0   \n",
       "4                      0.0                     0.0          0.0     0.0   \n",
       "\n",
       "   Garden Center  Gastropub  Gay Bar  General Entertainment  General Travel  \\\n",
       "0            0.0       0.02      0.0                    0.0            0.01   \n",
       "1            0.0       0.00      0.0                    0.0            0.00   \n",
       "2            0.0       0.00      0.0                    0.0            0.00   \n",
       "3            0.0       0.00      0.0                    0.0            0.00   \n",
       "4            0.0       0.00      0.0                    0.0            0.00   \n",
       "\n",
       "   German Restaurant  Gift Shop  Gluten-free Restaurant  Golf Course  \\\n",
       "0                0.0        0.0                    0.01          0.0   \n",
       "1                0.0        0.0                    0.00          0.0   \n",
       "2                0.0        0.0                    0.00          0.0   \n",
       "3                0.0        0.0                    0.00          0.0   \n",
       "4                0.0        0.0                    0.00          0.0   \n",
       "\n",
       "   Gourmet Shop  Greek Restaurant  Grocery Store       Gym  \\\n",
       "0           0.0              0.01           0.00  0.020000   \n",
       "1           0.0              0.00           0.00  0.000000   \n",
       "2           0.0              0.00           0.00  0.000000   \n",
       "3           0.0              0.00           0.25  0.000000   \n",
       "4           0.0              0.00           0.00  0.111111   \n",
       "\n",
       "   Gym / Fitness Center  Hakka Restaurant  Harbor / Marina  Hardware Store  \\\n",
       "0                  0.01               0.0              0.0             0.0   \n",
       "1                  0.00               0.0              0.0             0.0   \n",
       "2                  0.00               0.0              0.0             0.0   \n",
       "3                  0.00               0.0              0.0             0.0   \n",
       "4                  0.00               0.0              0.0             0.0   \n",
       "\n",
       "   Health & Beauty Service  Health Food Store  Historic Site  History Museum  \\\n",
       "0                      0.0                0.0            0.0             0.0   \n",
       "1                      0.0                0.0            0.0             0.0   \n",
       "2                      0.0                0.0            0.0             0.0   \n",
       "3                      0.0                0.0            0.0             0.0   \n",
       "4                      0.0                0.0            0.0             0.0   \n",
       "\n",
       "   Hobby Shop  Hockey Arena  Home Service  Hookah Bar  Hospital  Hostel  \\\n",
       "0         0.0           0.0           0.0         0.0       0.0     0.0   \n",
       "1         0.0           0.0           0.0         0.0       0.0     0.0   \n",
       "2         0.0           0.0           0.0         0.0       0.0     0.0   \n",
       "3         0.0           0.0           0.0         0.0       0.0     0.0   \n",
       "4         0.0           0.0           0.0         0.0       0.0     0.0   \n",
       "\n",
       "   Hotel  Hotel Bar  Hotpot Restaurant  Ice Cream Shop  Indian Restaurant  \\\n",
       "0   0.03        0.0                0.0            0.01               0.01   \n",
       "1   0.00        0.0                0.0            0.00               0.00   \n",
       "2   0.00        0.0                0.0            0.00               0.00   \n",
       "3   0.00        0.0                0.0            0.00               0.00   \n",
       "4   0.00        0.0                0.0            0.00               0.00   \n",
       "\n",
       "   Indie Movie Theater  Indonesian Restaurant  Intersection  Irish Pub  \\\n",
       "0                  0.0                    0.0           0.0        0.0   \n",
       "1                  0.0                    0.0           0.0        0.0   \n",
       "2                  0.0                    0.0           0.0        0.0   \n",
       "3                  0.0                    0.0           0.0        0.0   \n",
       "4                  0.0                    0.0           0.0        0.0   \n",
       "\n",
       "   Italian Restaurant  Japanese Restaurant  Jazz Club  Jewelry Store  \\\n",
       "0                0.01                 0.01       0.01            0.0   \n",
       "1                0.00                 0.00       0.00            0.0   \n",
       "2                0.00                 0.00       0.00            0.0   \n",
       "3                0.00                 0.00       0.00            0.0   \n",
       "4                0.00                 0.00       0.00            0.0   \n",
       "\n",
       "   Jewish Restaurant  Juice Bar  Korean Restaurant  Lake  \\\n",
       "0                0.0        0.0                0.0   0.0   \n",
       "1                0.0        0.0                0.0   0.0   \n",
       "2                0.0        0.0                0.0   0.0   \n",
       "3                0.0        0.0                0.0   0.0   \n",
       "4                0.0        0.0                0.0   0.0   \n",
       "\n",
       "   Latin American Restaurant  Light Rail Station  Lingerie Store  \\\n",
       "0                       0.01                 0.0            0.01   \n",
       "1                       0.00                 0.0            0.00   \n",
       "2                       0.00                 0.0            0.00   \n",
       "3                       0.00                 0.0            0.00   \n",
       "4                       0.00                 0.0            0.00   \n",
       "\n",
       "   Liquor Store  Locksmith  Lounge  Luggage Store  Mac & Cheese Joint  \\\n",
       "0           0.0        0.0    0.02            0.0                 0.0   \n",
       "1           0.0        0.0    0.25            0.0                 0.0   \n",
       "2           0.0        0.0    0.00            0.0                 0.0   \n",
       "3           0.0        0.0    0.00            0.0                 0.0   \n",
       "4           0.0        0.0    0.00            0.0                 0.0   \n",
       "\n",
       "   Malay Restaurant  Market  Martial Arts Dojo  Massage Studio  \\\n",
       "0               0.0     0.0                0.0             0.0   \n",
       "1               0.0     0.0                0.0             0.0   \n",
       "2               0.0     0.0                0.0             0.0   \n",
       "3               0.0     0.0                0.0             0.0   \n",
       "4               0.0     0.0                0.0             0.0   \n",
       "\n",
       "   Medical Center  Mediterranean Restaurant  Men's Store  Metro Station  \\\n",
       "0             0.0                      0.01          0.0            0.0   \n",
       "1             0.0                      0.00          0.0            0.0   \n",
       "2             0.0                      0.00          0.0            0.0   \n",
       "3             0.0                      0.00          0.0            0.0   \n",
       "4             0.0                      0.00          0.0            0.0   \n",
       "\n",
       "   Mexican Restaurant  Middle Eastern Restaurant  Miscellaneous Shop  \\\n",
       "0                 0.0                        0.0                 0.0   \n",
       "1                 0.0                        0.0                 0.0   \n",
       "2                 0.0                        0.0                 0.0   \n",
       "3                 0.0                        0.0                 0.0   \n",
       "4                 0.0                        0.0                 0.0   \n",
       "\n",
       "   Mobile Phone Shop  Modern European Restaurant  \\\n",
       "0                0.0                         0.0   \n",
       "1                0.0                         0.0   \n",
       "2                0.0                         0.0   \n",
       "3                0.0                         0.0   \n",
       "4                0.0                         0.0   \n",
       "\n",
       "   Molecular Gastronomy Restaurant  Monument / Landmark  Motel  Movie Theater  \\\n",
       "0                              0.0                 0.01    0.0            0.0   \n",
       "1                              0.0                 0.00    0.0            0.0   \n",
       "2                              0.0                 0.00    0.0            0.0   \n",
       "3                              0.0                 0.00    0.0            0.0   \n",
       "4                              0.0                 0.00    0.0            0.0   \n",
       "\n",
       "   Moving Target  Museum  Music Venue  New American Restaurant  Nightclub  \\\n",
       "0            0.0     0.0          0.0                     0.01        0.0   \n",
       "1            0.0     0.0          0.0                     0.00        0.0   \n",
       "2            0.0     0.0          0.0                     0.00        0.0   \n",
       "3            0.0     0.0          0.0                     0.00        0.0   \n",
       "4            0.0     0.0          0.0                     0.00        0.0   \n",
       "\n",
       "   Noodle House  Office  Opera House  Optical Shop  Organic Grocery  \\\n",
       "0          0.01    0.01         0.01           0.0              0.0   \n",
       "1          0.00    0.00         0.00           0.0              0.0   \n",
       "2          0.00    0.00         0.00           0.0              0.0   \n",
       "3          0.00    0.00         0.00           0.0              0.0   \n",
       "4          0.00    0.00         0.00           0.0              0.0   \n",
       "\n",
       "   Other Great Outdoors      Park  Performing Arts Venue  Persian Restaurant  \\\n",
       "0                   0.0  0.000000                    0.0                 0.0   \n",
       "1                   0.0  0.000000                    0.0                 0.0   \n",
       "2                   0.0  0.333333                    0.0                 0.0   \n",
       "3                   0.0  0.000000                    0.0                 0.0   \n",
       "4                   0.0  0.000000                    0.0                 0.0   \n",
       "\n",
       "   Pet Store  Pharmacy  Pizza Place  Playground  Plaza  Poke Place  \\\n",
       "0        0.0  0.000000     0.020000    0.000000   0.01        0.01   \n",
       "1        0.0  0.000000     0.000000    0.000000   0.00        0.00   \n",
       "2        0.0  0.000000     0.000000    0.333333   0.00        0.00   \n",
       "3        0.0  0.125000     0.125000    0.000000   0.00        0.00   \n",
       "4        0.0  0.111111     0.222222    0.000000   0.00        0.00   \n",
       "\n",
       "   Polish Restaurant      Pool  Portuguese Restaurant  Poutine Place  \\\n",
       "0                0.0  0.000000                    0.0            0.0   \n",
       "1                0.0  0.000000                    0.0            0.0   \n",
       "2                0.0  0.000000                    0.0            0.0   \n",
       "3                0.0  0.000000                    0.0            0.0   \n",
       "4                0.0  0.111111                    0.0            0.0   \n",
       "\n",
       "   Print Shop       Pub  Ramen Restaurant  Record Shop  Rental Car Location  \\\n",
       "0         0.0  0.000000               0.0         0.01                  0.0   \n",
       "1         0.0  0.000000               0.0         0.00                  0.0   \n",
       "2         0.0  0.000000               0.0         0.00                  0.0   \n",
       "3         0.0  0.000000               0.0         0.00                  0.0   \n",
       "4         0.0  0.111111               0.0         0.00                  0.0   \n",
       "\n",
       "   Restaurant  River  Roof Deck  Sake Bar  Salad Place  Salon / Barbershop  \\\n",
       "0        0.03    0.0        0.0       0.0         0.01                0.01   \n",
       "1        0.00    0.0        0.0       0.0         0.00                0.00   \n",
       "2        0.00    0.0        0.0       0.0         0.00                0.00   \n",
       "3        0.00    0.0        0.0       0.0         0.00                0.00   \n",
       "4        0.00    0.0        0.0       0.0         0.00                0.00   \n",
       "\n",
       "   Sandwich Place  Scenic Lookout  Sculpture Garden  Seafood Restaurant  \\\n",
       "0        0.010000             0.0               0.0                0.01   \n",
       "1        0.250000             0.0               0.0                0.00   \n",
       "2        0.000000             0.0               0.0                0.00   \n",
       "3        0.125000             0.0               0.0                0.00   \n",
       "4        0.111111             0.0               0.0                0.00   \n",
       "\n",
       "   Shoe Store  Shopping Mall  Skate Park  Skating Rink  Smoke Shop  \\\n",
       "0         0.0            0.0         0.0      0.000000        0.01   \n",
       "1         0.0            0.0         0.0      0.250000        0.00   \n",
       "2         0.0            0.0         0.0      0.000000        0.00   \n",
       "3         0.0            0.0         0.0      0.000000        0.00   \n",
       "4         0.0            0.0         0.0      0.111111        0.00   \n",
       "\n",
       "   Smoothie Shop  Snack Place  Soccer Field  Social Club  \\\n",
       "0            0.0          0.0           0.0          0.0   \n",
       "1            0.0          0.0           0.0          0.0   \n",
       "2            0.0          0.0           0.0          0.0   \n",
       "3            0.0          0.0           0.0          0.0   \n",
       "4            0.0          0.0           0.0          0.0   \n",
       "\n",
       "   Southern / Soul Food Restaurant  Spa  Speakeasy  Sporting Goods Shop  \\\n",
       "0                              0.0  0.0       0.01                  0.0   \n",
       "1                              0.0  0.0       0.00                  0.0   \n",
       "2                              0.0  0.0       0.00                  0.0   \n",
       "3                              0.0  0.0       0.00                  0.0   \n",
       "4                              0.0  0.0       0.00                  0.0   \n",
       "\n",
       "   Sports Bar  Stadium  Stationery Store  Steakhouse  Strip Club  Supermarket  \\\n",
       "0         0.0      0.0               0.0        0.03         0.0          0.0   \n",
       "1         0.0      0.0               0.0        0.00         0.0          0.0   \n",
       "2         0.0      0.0               0.0        0.00         0.0          0.0   \n",
       "3         0.0      0.0               0.0        0.00         0.0          0.0   \n",
       "4         0.0      0.0               0.0        0.00         0.0          0.0   \n",
       "\n",
       "   Supplement Shop  Sushi Restaurant  Swim School  Taco Place  Tailor Shop  \\\n",
       "0              0.0              0.03          0.0         0.0          0.0   \n",
       "1              0.0              0.00          0.0         0.0          0.0   \n",
       "2              0.0              0.00          0.0         0.0          0.0   \n",
       "3              0.0              0.00          0.0         0.0          0.0   \n",
       "4              0.0              0.00          0.0         0.0          0.0   \n",
       "\n",
       "   Taiwanese Restaurant  Tanning Salon  Tapas Restaurant  Tea Room  \\\n",
       "0                   0.0            0.0               0.0       0.0   \n",
       "1                   0.0            0.0               0.0       0.0   \n",
       "2                   0.0            0.0               0.0       0.0   \n",
       "3                   0.0            0.0               0.0       0.0   \n",
       "4                   0.0            0.0               0.0       0.0   \n",
       "\n",
       "   Tennis Court  Thai Restaurant  Theater  Theme Restaurant  \\\n",
       "0           0.0             0.04     0.01               0.0   \n",
       "1           0.0             0.00     0.00               0.0   \n",
       "2           0.0             0.00     0.00               0.0   \n",
       "3           0.0             0.00     0.00               0.0   \n",
       "4           0.0             0.00     0.00               0.0   \n",
       "\n",
       "   Thrift / Vintage Store  Toy / Game Store  Trail  Train Station  \\\n",
       "0                     0.0               0.0    0.0            0.0   \n",
       "1                     0.0               0.0    0.0            0.0   \n",
       "2                     0.0               0.0    0.0            0.0   \n",
       "3                     0.0               0.0    0.0            0.0   \n",
       "4                     0.0               0.0    0.0            0.0   \n",
       "\n",
       "   Transportation Service  Vegetarian / Vegan Restaurant  Video Game Store  \\\n",
       "0                     0.0                           0.02               0.0   \n",
       "1                     0.0                           0.00               0.0   \n",
       "2                     0.0                           0.00               0.0   \n",
       "3                     0.0                           0.00               0.0   \n",
       "4                     0.0                           0.00               0.0   \n",
       "\n",
       "   Video Store  Vietnamese Restaurant  Warehouse Store  Wine Bar  Wings Joint  \\\n",
       "0          0.0                    0.0              0.0      0.01          0.0   \n",
       "1          0.0                    0.0              0.0      0.00          0.0   \n",
       "2          0.0                    0.0              0.0      0.00          0.0   \n",
       "3          0.0                    0.0              0.0      0.00          0.0   \n",
       "4          0.0                    0.0              0.0      0.00          0.0   \n",
       "\n",
       "   Women's Store  \n",
       "0            0.0  \n",
       "1            0.0  \n",
       "2            0.0  \n",
       "3            0.0  \n",
       "4            0.0  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Toronto_grouped = Toronto_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "Toronto_grouped.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(99, 274)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Toronto_grouped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's print each neighborhood along with the top 5 most common venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Adelaide, King, Richmond----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.08\n",
      "1                 Café  0.05\n",
      "2                  Bar  0.04\n",
      "3  American Restaurant  0.04\n",
      "4      Thai Restaurant  0.04\n",
      "\n",
      "\n",
      "----Agincourt----\n",
      "                venue  freq\n",
      "0        Skating Rink  0.25\n",
      "1      Sandwich Place  0.25\n",
      "2              Lounge  0.25\n",
      "3      Breakfast Spot  0.25\n",
      "4  Mexican Restaurant  0.00\n",
      "\n",
      "\n",
      "----Agincourt North, L'Amoreaux East, Milliken, Steeles East----\n",
      "                 venue  freq\n",
      "0           Playground  0.33\n",
      "1          Coffee Shop  0.33\n",
      "2                 Park  0.33\n",
      "3   Mexican Restaurant  0.00\n",
      "4  Monument / Landmark  0.00\n",
      "\n",
      "\n",
      "----Albion Gardens, Beaumond Heights, Humbergate, Jamestown, Mount Olive, Silverstone, South Steeles, Thistletown----\n",
      "                 venue  freq\n",
      "0        Grocery Store  0.25\n",
      "1          Pizza Place  0.12\n",
      "2             Pharmacy  0.12\n",
      "3           Beer Store  0.12\n",
      "4  Fried Chicken Joint  0.12\n",
      "\n",
      "\n",
      "----Alderwood, Long Branch----\n",
      "            venue  freq\n",
      "0     Pizza Place  0.22\n",
      "1            Pool  0.11\n",
      "2        Pharmacy  0.11\n",
      "3             Gym  0.11\n",
      "4  Sandwich Place  0.11\n",
      "\n",
      "\n",
      "----Bathurst Manor, Downsview North, Wilson Heights----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.10\n",
      "1   Chinese Restaurant  0.05\n",
      "2           Restaurant  0.05\n",
      "3  Fried Chicken Joint  0.05\n",
      "4            Gift Shop  0.05\n",
      "\n",
      "\n",
      "----Bayview Village----\n",
      "                 venue  freq\n",
      "0                 Café  0.25\n",
      "1  Japanese Restaurant  0.25\n",
      "2                 Bank  0.25\n",
      "3   Chinese Restaurant  0.25\n",
      "4                Motel  0.00\n",
      "\n",
      "\n",
      "----Bedford Park, Lawrence Manor East----\n",
      "                venue  freq\n",
      "0  Italian Restaurant  0.09\n",
      "1         Pizza Place  0.09\n",
      "2    Sushi Restaurant  0.09\n",
      "3         Coffee Shop  0.09\n",
      "4    Greek Restaurant  0.04\n",
      "\n",
      "\n",
      "----Berczy Park----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.07\n",
      "1        Cocktail Bar  0.05\n",
      "2  Seafood Restaurant  0.03\n",
      "3         Cheese Shop  0.03\n",
      "4            Beer Bar  0.03\n",
      "\n",
      "\n",
      "----Birch Cliff, Cliffside West----\n",
      "                      venue  freq\n",
      "0           College Stadium  0.25\n",
      "1              Skating Rink  0.25\n",
      "2     General Entertainment  0.25\n",
      "3                      Café  0.25\n",
      "4  Mediterranean Restaurant  0.00\n",
      "\n",
      "\n",
      "----Bloordale Gardens, Eringate, Markland Wood, Old Burnhamthorpe----\n",
      "          venue  freq\n",
      "0      Pharmacy  0.14\n",
      "1   Coffee Shop  0.14\n",
      "2    Beer Store  0.14\n",
      "3  Liquor Store  0.14\n",
      "4          Café  0.14\n",
      "\n",
      "\n",
      "----Brockton, Exhibition Place, Parkdale Village----\n",
      "                    venue  freq\n",
      "0                    Café  0.13\n",
      "1             Coffee Shop  0.09\n",
      "2          Breakfast Spot  0.09\n",
      "3  Furniture / Home Store  0.04\n",
      "4           Grocery Store  0.04\n",
      "\n",
      "\n",
      "----Business Reply Mail Processing Centre 969 Eastern----\n",
      "                venue  freq\n",
      "0  Light Rail Station  0.12\n",
      "1             Brewery  0.06\n",
      "2      Farmers Market  0.06\n",
      "3       Garden Center  0.06\n",
      "4       Auto Workshop  0.06\n",
      "\n",
      "\n",
      "----CFB Toronto, Downsview East----\n",
      "                             venue  freq\n",
      "0                          Airport   0.5\n",
      "1                             Park   0.5\n",
      "2                      Yoga Studio   0.0\n",
      "3                    Metro Station   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara----\n",
      "              venue  freq\n",
      "0   Airport Service  0.19\n",
      "1  Airport Terminal  0.12\n",
      "2    Airport Lounge  0.12\n",
      "3          Boutique  0.06\n",
      "4  Sculpture Garden  0.06\n",
      "\n",
      "\n",
      "----Cabbagetown, St. James Town----\n",
      "                venue  freq\n",
      "0                Park  0.07\n",
      "1         Coffee Shop  0.07\n",
      "2  Italian Restaurant  0.04\n",
      "3          Restaurant  0.04\n",
      "4              Bakery  0.04\n",
      "\n",
      "\n",
      "----Caledonia-Fairbanks----\n",
      "                  venue  freq\n",
      "0                  Park   0.4\n",
      "1         Women's Store   0.2\n",
      "2  Fast Food Restaurant   0.2\n",
      "3                Market   0.2\n",
      "4         Metro Station   0.0\n",
      "\n",
      "\n",
      "----Canada Post Gateway Processing Centre----\n",
      "                      venue  freq\n",
      "0                     Hotel  0.18\n",
      "1               Coffee Shop  0.18\n",
      "2            Sandwich Place  0.09\n",
      "3  Mediterranean Restaurant  0.09\n",
      "4      Gym / Fitness Center  0.09\n",
      "\n",
      "\n",
      "----Cedarbrae----\n",
      "                  venue  freq\n",
      "0  Caribbean Restaurant  0.14\n",
      "1   Fried Chicken Joint  0.14\n",
      "2                  Bank  0.14\n",
      "3       Thai Restaurant  0.14\n",
      "4    Athletics & Sports  0.14\n",
      "\n",
      "\n",
      "----Central Bay Street----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.15\n",
      "1  Italian Restaurant  0.06\n",
      "2                Café  0.05\n",
      "3      Sandwich Place  0.05\n",
      "4      Ice Cream Shop  0.03\n",
      "\n",
      "\n",
      "----Chinatown, Grange Park, Kensington Market----\n",
      "                           venue  freq\n",
      "0                           Café  0.07\n",
      "1                            Bar  0.05\n",
      "2             Chinese Restaurant  0.05\n",
      "3  Vegetarian / Vegan Restaurant  0.05\n",
      "4          Vietnamese Restaurant  0.04\n",
      "\n",
      "\n",
      "----Christie----\n",
      "               venue  freq\n",
      "0               Café  0.20\n",
      "1      Grocery Store  0.20\n",
      "2               Park  0.13\n",
      "3          Nightclub  0.07\n",
      "4  Convenience Store  0.07\n",
      "\n",
      "\n",
      "----Church and Wellesley----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.07\n",
      "1     Sushi Restaurant  0.05\n",
      "2  Japanese Restaurant  0.05\n",
      "3              Gay Bar  0.03\n",
      "4         Burger Joint  0.03\n",
      "\n",
      "\n",
      "----Clairlea, Golden Mile, Oakridge----\n",
      "                  venue  freq\n",
      "0              Bus Line   0.2\n",
      "1                Bakery   0.2\n",
      "2  Fast Food Restaurant   0.1\n",
      "3          Soccer Field   0.1\n",
      "4                  Park   0.1\n",
      "\n",
      "\n",
      "----Clarks Corners, Sullivan, Tam O'Shanter----\n",
      "                  venue  freq\n",
      "0           Pizza Place  0.17\n",
      "1              Pharmacy  0.08\n",
      "2          Noodle House  0.08\n",
      "3  Fast Food Restaurant  0.08\n",
      "4   Fried Chicken Joint  0.08\n",
      "\n",
      "\n",
      "----Cliffcrest, Cliffside, Scarborough Village West----\n",
      "                 venue  freq\n",
      "0  American Restaurant   0.5\n",
      "1                Motel   0.5\n",
      "2               Market   0.0\n",
      "3    Martial Arts Dojo   0.0\n",
      "4       Massage Studio   0.0\n",
      "\n",
      "\n",
      "----Cloverdale, Islington, Martin Grove, Princess Gardens, West Deane Park----\n",
      "                             venue  freq\n",
      "0                       Print Shop   1.0\n",
      "1                    Metro Station   0.0\n",
      "2  Molecular Gastronomy Restaurant   0.0\n",
      "3       Modern European Restaurant   0.0\n",
      "4                Mobile Phone Shop   0.0\n",
      "\n",
      "\n",
      "----Commerce Court, Victoria Hotel----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.11\n",
      "1                 Café  0.06\n",
      "2                Hotel  0.06\n",
      "3           Restaurant  0.05\n",
      "4  American Restaurant  0.04\n",
      "\n",
      "\n",
      "----Davisville----\n",
      "              venue  freq\n",
      "0       Pizza Place  0.09\n",
      "1    Sandwich Place  0.09\n",
      "2      Dessert Shop  0.09\n",
      "3  Sushi Restaurant  0.06\n",
      "4       Coffee Shop  0.06\n",
      "\n",
      "\n",
      "----Davisville North----\n",
      "            venue  freq\n",
      "0  Clothing Store  0.14\n",
      "1  Sandwich Place  0.14\n",
      "2  Breakfast Spot  0.14\n",
      "3            Park  0.14\n",
      "4             Gym  0.14\n",
      "\n",
      "\n",
      "----Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West----\n",
      "                   venue  freq\n",
      "0            Coffee Shop  0.13\n",
      "1                    Pub  0.13\n",
      "2            Pizza Place  0.07\n",
      "3             Bagel Shop  0.07\n",
      "4  Vietnamese Restaurant  0.07\n",
      "\n",
      "\n",
      "----Del Ray, Keelesdale, Mount Dennis, Silverthorn----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.25\n",
      "1        Sandwich Place  0.25\n",
      "2            Restaurant  0.25\n",
      "3   Fried Chicken Joint  0.25\n",
      "4   Monument / Landmark  0.00\n",
      "\n",
      "\n",
      "----Design Exchange, Toronto Dominion Centre----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.14\n",
      "1                Café  0.08\n",
      "2               Hotel  0.05\n",
      "3          Restaurant  0.04\n",
      "4  Italian Restaurant  0.04\n",
      "\n",
      "\n",
      "----Don Mills North----\n",
      "                  venue  freq\n",
      "0   Japanese Restaurant  0.17\n",
      "1      Basketball Court  0.17\n",
      "2                  Café  0.17\n",
      "3  Caribbean Restaurant  0.17\n",
      "4  Gym / Fitness Center  0.17\n",
      "\n",
      "\n",
      "----Dorset Park, Scarborough Town Centre, Wexford Heights----\n",
      "                       venue  freq\n",
      "0          Indian Restaurant  0.29\n",
      "1                  Pet Store  0.14\n",
      "2      Vietnamese Restaurant  0.14\n",
      "3         Chinese Restaurant  0.14\n",
      "4  Latin American Restaurant  0.14\n",
      "\n",
      "\n",
      "----Dovercourt Village, Dufferin----\n",
      "         venue  freq\n",
      "0     Pharmacy  0.13\n",
      "1       Bakery  0.13\n",
      "2  Supermarket  0.13\n",
      "3          Bar  0.07\n",
      "4         Café  0.07\n",
      "\n",
      "\n",
      "----Downsview Central----\n",
      "                       venue  freq\n",
      "0               Home Service  0.50\n",
      "1             Baseball Field  0.25\n",
      "2          Korean Restaurant  0.25\n",
      "3                Yoga Studio  0.00\n",
      "4  Middle Eastern Restaurant  0.00\n",
      "\n",
      "\n",
      "----Downsview Northwest----\n",
      "                  venue  freq\n",
      "0        Discount Store   0.2\n",
      "1    Athletics & Sports   0.2\n",
      "2  Gym / Fitness Center   0.2\n",
      "3          Liquor Store   0.2\n",
      "4         Grocery Store   0.2\n",
      "\n",
      "\n",
      "----Downsview West----\n",
      "           venue  freq\n",
      "0  Grocery Store   0.4\n",
      "1           Park   0.2\n",
      "2           Bank   0.2\n",
      "3  Shopping Mall   0.2\n",
      "4    Yoga Studio   0.0\n",
      "\n",
      "\n",
      "----Downsview, North Park, Upwood Park----\n",
      "                        venue  freq\n",
      "0            Basketball Court  0.25\n",
      "1                      Bakery  0.25\n",
      "2  Construction & Landscaping  0.25\n",
      "3                        Park  0.25\n",
      "4                 Yoga Studio  0.00\n",
      "\n",
      "\n",
      "----East Birchmount Park, Ionview, Kennedy Park----\n",
      "               venue  freq\n",
      "0     Discount Store   0.2\n",
      "1        Bus Station   0.2\n",
      "2  Convenience Store   0.2\n",
      "3        Coffee Shop   0.2\n",
      "4   Department Store   0.2\n",
      "\n",
      "\n",
      "----East Toronto----\n",
      "                             venue  freq\n",
      "0                             Park  0.67\n",
      "1                Convenience Store  0.33\n",
      "2                      Yoga Studio  0.00\n",
      "3                    Metro Station  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----Emery, Humberlea----\n",
      "                             venue  freq\n",
      "0           Furniture / Home Store   0.5\n",
      "1                   Baseball Field   0.5\n",
      "2                      Yoga Studio   0.0\n",
      "3        Middle Eastern Restaurant   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Fairview, Henry Farm, Oriole----\n",
      "                  venue  freq\n",
      "0        Clothing Store  0.16\n",
      "1           Coffee Shop  0.07\n",
      "2  Fast Food Restaurant  0.07\n",
      "3         Women's Store  0.06\n",
      "4     Electronics Store  0.04\n",
      "\n",
      "\n",
      "----First Canadian Place, Underground city----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.12\n",
      "1         Café  0.07\n",
      "2   Restaurant  0.04\n",
      "3        Hotel  0.04\n",
      "4   Steakhouse  0.04\n",
      "\n",
      "\n",
      "----Flemingdon Park, Don Mills South----\n",
      "              venue  freq\n",
      "0       Coffee Shop  0.09\n",
      "1        Beer Store  0.09\n",
      "2  Asian Restaurant  0.09\n",
      "3               Gym  0.09\n",
      "4        Smoke Shop  0.05\n",
      "\n",
      "\n",
      "----Forest Hill North, Forest Hill West----\n",
      "              venue  freq\n",
      "0              Park  0.25\n",
      "1     Jewelry Store  0.25\n",
      "2  Sushi Restaurant  0.25\n",
      "3             Trail  0.25\n",
      "4       Yoga Studio  0.00\n",
      "\n",
      "\n",
      "----Glencairn----\n",
      "                 venue  freq\n",
      "0                  Pub   0.2\n",
      "1                 Park   0.2\n",
      "2               Bakery   0.2\n",
      "3   Italian Restaurant   0.2\n",
      "4  Japanese Restaurant   0.2\n",
      "\n",
      "\n",
      "----Guildwood, Morningside, West Hill----\n",
      "               venue  freq\n",
      "0        Pizza Place  0.14\n",
      "1     Medical Center  0.14\n",
      "2       Intersection  0.14\n",
      "3     Breakfast Spot  0.14\n",
      "4  Electronics Store  0.14\n",
      "\n",
      "\n",
      "----Harbord, University of Toronto----\n",
      "                venue  freq\n",
      "0                Café  0.14\n",
      "1          Restaurant  0.06\n",
      "2                 Bar  0.06\n",
      "3  Italian Restaurant  0.06\n",
      "4              Bakery  0.06\n",
      "\n",
      "\n",
      "----Harbourfront East, Toronto Islands, Union Station----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.12\n",
      "1             Aquarium  0.05\n",
      "2                Hotel  0.05\n",
      "3                 Café  0.04\n",
      "4  Fried Chicken Joint  0.03\n",
      "\n",
      "\n",
      "----Harbourfront, Regent Park----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.15\n",
      "1            Park  0.08\n",
      "2            Café  0.06\n",
      "3          Bakery  0.06\n",
      "4  Breakfast Spot  0.04\n",
      "\n",
      "\n",
      "----High Park, The Junction South----\n",
      "                venue  freq\n",
      "0  Mexican Restaurant  0.08\n",
      "1                Café  0.08\n",
      "2                 Bar  0.08\n",
      "3     Thai Restaurant  0.08\n",
      "4              Bakery  0.04\n",
      "\n",
      "\n",
      "----Highland Creek, Rouge Hill, Port Union----\n",
      "                             venue  freq\n",
      "0                    Moving Target   0.5\n",
      "1                              Bar   0.5\n",
      "2                      Yoga Studio   0.0\n",
      "3                            Motel   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Hillcrest Village----\n",
      "                      venue  freq\n",
      "0               Golf Course  0.25\n",
      "1                   Dog Run  0.25\n",
      "2  Mediterranean Restaurant  0.25\n",
      "3                      Pool  0.25\n",
      "4        Mexican Restaurant  0.00\n",
      "\n",
      "\n",
      "----Humber Bay Shores, Mimico South, New Toronto----\n",
      "                venue  freq\n",
      "0                Café  0.14\n",
      "1            Pharmacy  0.07\n",
      "2          Restaurant  0.07\n",
      "3        Liquor Store  0.07\n",
      "4  Seafood Restaurant  0.07\n",
      "\n",
      "\n",
      "----Humber Bay, King's Mill Park, Kingsway Park South East, Mimico NE, Old Mill South, The Queensway East, Royal York South East, Sunnylea----\n",
      "                        venue  freq\n",
      "0                   Locksmith  0.33\n",
      "1  Construction & Landscaping  0.33\n",
      "2              Baseball Field  0.33\n",
      "3                 Yoga Studio  0.00\n",
      "4   Middle Eastern Restaurant  0.00\n",
      "\n",
      "\n",
      "----Humber Summit----\n",
      "                             venue  freq\n",
      "0                      Pizza Place  0.33\n",
      "1                              Gym  0.33\n",
      "2              Empanada Restaurant  0.33\n",
      "3               Mexican Restaurant  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----Humewood-Cedarvale----\n",
      "                venue  freq\n",
      "0               Field  0.33\n",
      "1        Hockey Arena  0.33\n",
      "2               Trail  0.33\n",
      "3         Yoga Studio  0.00\n",
      "4  Mexican Restaurant  0.00\n",
      "\n",
      "\n",
      "----Kingsview Village, Martin Grove Gardens, Richview Gardens, St. Phillips----\n",
      "                             venue  freq\n",
      "0                      Pizza Place  0.33\n",
      "1                Mobile Phone Shop  0.33\n",
      "2                             Park  0.33\n",
      "3                    Metro Station  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----Kingsway Park South West, Mimico NW, The Queensway West, Royal York South West, South of Bloor----\n",
      "                    venue  freq\n",
      "0          Hardware Store  0.07\n",
      "1  Thrift / Vintage Store  0.07\n",
      "2          Discount Store  0.07\n",
      "3          Sandwich Place  0.07\n",
      "4           Burrito Place  0.07\n",
      "\n",
      "\n",
      "----L'Amoreaux West----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.15\n",
      "1    Chinese Restaurant  0.15\n",
      "2           Coffee Shop  0.15\n",
      "3           Pizza Place  0.08\n",
      "4         Grocery Store  0.08\n",
      "\n",
      "\n",
      "----Lawrence Heights, Lawrence Manor----\n",
      "                    venue  freq\n",
      "0          Clothing Store  0.29\n",
      "1  Furniture / Home Store  0.21\n",
      "2             Coffee Shop  0.07\n",
      "3       Accessories Store  0.07\n",
      "4                Boutique  0.07\n",
      "\n",
      "\n",
      "----Lawrence Park----\n",
      "                venue  freq\n",
      "0                Park  0.33\n",
      "1            Bus Line  0.33\n",
      "2         Swim School  0.33\n",
      "3         Yoga Studio  0.00\n",
      "4  Mexican Restaurant  0.00\n",
      "\n",
      "\n",
      "----Leaside----\n",
      "                    venue  freq\n",
      "0             Coffee Shop  0.12\n",
      "1     Sporting Goods Shop  0.09\n",
      "2            Burger Joint  0.06\n",
      "3  Furniture / Home Store  0.06\n",
      "4              Beer Store  0.03\n",
      "\n",
      "\n",
      "----Little Portugal, Trinity----\n",
      "              venue  freq\n",
      "0               Bar  0.12\n",
      "1       Coffee Shop  0.06\n",
      "2       Men's Store  0.06\n",
      "3  Asian Restaurant  0.04\n",
      "4       Pizza Place  0.03\n",
      "\n",
      "\n",
      "----Maryvale, Wexford----\n",
      "                       venue  freq\n",
      "0  Middle Eastern Restaurant  0.17\n",
      "1              Shopping Mall  0.17\n",
      "2             Sandwich Place  0.17\n",
      "3                     Bakery  0.17\n",
      "4                Auto Garage  0.17\n",
      "\n",
      "\n",
      "----Moore Park, Summerhill East----\n",
      "                             venue  freq\n",
      "0                     Tennis Court  0.33\n",
      "1                       Playground  0.33\n",
      "2                             Park  0.33\n",
      "3                    Metro Station  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----North Toronto West----\n",
      "                 venue  freq\n",
      "0       Clothing Store  0.14\n",
      "1  Sporting Goods Shop  0.09\n",
      "2          Coffee Shop  0.09\n",
      "3          Yoga Studio  0.05\n",
      "4                 Park  0.05\n",
      "\n",
      "\n",
      "----Northwest----\n",
      "                             venue  freq\n",
      "0              Rental Car Location   0.5\n",
      "1                        Drugstore   0.5\n",
      "2                      Yoga Studio   0.0\n",
      "3        Middle Eastern Restaurant   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Northwood Park, York University----\n",
      "                    venue  freq\n",
      "0          Massage Studio  0.14\n",
      "1  Furniture / Home Store  0.14\n",
      "2             Coffee Shop  0.14\n",
      "3           Metro Station  0.14\n",
      "4    Caribbean Restaurant  0.14\n",
      "\n",
      "\n",
      "----Parkdale, Roncesvalles----\n",
      "            venue  freq\n",
      "0  Breakfast Spot  0.14\n",
      "1       Gift Shop  0.14\n",
      "2       Bookstore  0.07\n",
      "3   Movie Theater  0.07\n",
      "4         Dog Run  0.07\n",
      "\n",
      "\n",
      "----Parkwoods----\n",
      "                venue  freq\n",
      "0            Bus Stop  0.33\n",
      "1                Park  0.33\n",
      "2   Food & Drink Shop  0.33\n",
      "3         Yoga Studio  0.00\n",
      "4  Mexican Restaurant  0.00\n",
      "\n",
      "\n",
      "----Queen's Park----\n",
      "          venue  freq\n",
      "0   Coffee Shop  0.23\n",
      "1          Park  0.05\n",
      "2           Gym  0.05\n",
      "3         Diner  0.05\n",
      "4  Burger Joint  0.05\n",
      "\n",
      "\n",
      "----Rosedale----\n",
      "                        venue  freq\n",
      "0                        Park   0.4\n",
      "1                  Playground   0.2\n",
      "2                    Building   0.2\n",
      "3                       Trail   0.2\n",
      "4  Modern European Restaurant   0.0\n",
      "\n",
      "\n",
      "----Roselawn----\n",
      "                             venue  freq\n",
      "0                           Garden   1.0\n",
      "1               Mexican Restaurant   0.0\n",
      "2              Monument / Landmark   0.0\n",
      "3  Molecular Gastronomy Restaurant   0.0\n",
      "4       Modern European Restaurant   0.0\n",
      "\n",
      "\n",
      "----Rouge, Malvern----\n",
      "                             venue  freq\n",
      "0             Fast Food Restaurant   1.0\n",
      "1                      Yoga Studio   0.0\n",
      "2                    Metro Station   0.0\n",
      "3  Molecular Gastronomy Restaurant   0.0\n",
      "4       Modern European Restaurant   0.0\n",
      "\n",
      "\n",
      "----Runnymede, Swansea----\n",
      "                venue  freq\n",
      "0                Café  0.10\n",
      "1         Coffee Shop  0.10\n",
      "2         Pizza Place  0.06\n",
      "3    Sushi Restaurant  0.06\n",
      "4  Italian Restaurant  0.06\n",
      "\n",
      "\n",
      "----Ryerson, Garden District----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.08\n",
      "1      Clothing Store  0.07\n",
      "2      Cosmetics Shop  0.04\n",
      "3                Café  0.03\n",
      "4  Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----Scarborough Village----\n",
      "                             venue  freq\n",
      "0                              Spa  0.33\n",
      "1                       Playground  0.33\n",
      "2                Convenience Store  0.33\n",
      "3                    Metro Station  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----St. James Town----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.07\n",
      "1            Café  0.06\n",
      "2      Restaurant  0.05\n",
      "3           Hotel  0.05\n",
      "4  Clothing Store  0.04\n",
      "\n",
      "\n",
      "----Stn A PO Boxes 25 The Esplanade----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.12\n",
      "1                Café  0.04\n",
      "2          Restaurant  0.04\n",
      "3  Italian Restaurant  0.03\n",
      "4  Seafood Restaurant  0.03\n",
      "\n",
      "\n",
      "----Studio District----\n",
      "                 venue  freq\n",
      "0                 Café  0.11\n",
      "1          Coffee Shop  0.08\n",
      "2   Italian Restaurant  0.05\n",
      "3  American Restaurant  0.05\n",
      "4               Bakery  0.05\n",
      "\n",
      "\n",
      "----The Annex, North Midtown, Yorkville----\n",
      "               venue  freq\n",
      "0     Sandwich Place  0.14\n",
      "1               Café  0.14\n",
      "2        Coffee Shop  0.09\n",
      "3        Flower Shop  0.05\n",
      "4  Jewish Restaurant  0.05\n",
      "\n",
      "\n",
      "----The Beaches----\n",
      "                             venue  freq\n",
      "0                Health Food Store  0.25\n",
      "1                            Trail  0.25\n",
      "2                              Pub  0.25\n",
      "3                            Motel  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----The Beaches West, India Bazaar----\n",
      "               venue  freq\n",
      "0               Park  0.10\n",
      "1     Sandwich Place  0.10\n",
      "2          Pet Store  0.05\n",
      "3                Pub  0.05\n",
      "4  Fish & Chips Shop  0.05\n",
      "\n",
      "\n",
      "----The Danforth West, Riverdale----\n",
      "                    venue  freq\n",
      "0        Greek Restaurant  0.19\n",
      "1             Coffee Shop  0.10\n",
      "2      Italian Restaurant  0.07\n",
      "3          Ice Cream Shop  0.07\n",
      "4  Furniture / Home Store  0.05\n",
      "\n",
      "\n",
      "----The Junction North, Runnymede----\n",
      "                  venue  freq\n",
      "0     Convenience Store  0.25\n",
      "1  Caribbean Restaurant  0.25\n",
      "2              Bus Line  0.25\n",
      "3               Brewery  0.25\n",
      "4           Yoga Studio  0.00\n",
      "\n",
      "\n",
      "----The Kingsway, Montgomery Road, Old Mill North----\n",
      "                             venue  freq\n",
      "0                             Park   0.5\n",
      "1                            River   0.5\n",
      "2                      Yoga Studio   0.0\n",
      "3               Mexican Restaurant   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Thorncliffe Park----\n",
      "               venue  freq\n",
      "0  Indian Restaurant  0.12\n",
      "1       Burger Joint  0.12\n",
      "2        Yoga Studio  0.06\n",
      "3        Pizza Place  0.06\n",
      "4               Park  0.06\n",
      "\n",
      "\n",
      "----Victoria Village----\n",
      "                   venue  freq\n",
      "0            Pizza Place   0.2\n",
      "1           Hockey Arena   0.2\n",
      "2      French Restaurant   0.2\n",
      "3            Coffee Shop   0.2\n",
      "4  Portuguese Restaurant   0.2\n",
      "\n",
      "\n",
      "----Westmount----\n",
      "                       venue  freq\n",
      "0                Pizza Place  0.29\n",
      "1                Coffee Shop  0.14\n",
      "2             Sandwich Place  0.14\n",
      "3         Chinese Restaurant  0.14\n",
      "4  Middle Eastern Restaurant  0.14\n",
      "\n",
      "\n",
      "----Weston----\n",
      "                             venue  freq\n",
      "0                             Park   0.5\n",
      "1                Convenience Store   0.5\n",
      "2                      Yoga Studio   0.0\n",
      "3                    Metro Station   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Willowdale South----\n",
      "              venue  freq\n",
      "0  Ramen Restaurant  0.09\n",
      "1       Coffee Shop  0.09\n",
      "2       Pizza Place  0.06\n",
      "3    Sandwich Place  0.06\n",
      "4              Café  0.06\n",
      "\n",
      "\n",
      "----Willowdale West----\n",
      "            venue  freq\n",
      "0        Pharmacy  0.17\n",
      "1     Coffee Shop  0.17\n",
      "2  Discount Store  0.17\n",
      "3         Butcher  0.17\n",
      "4   Grocery Store  0.17\n",
      "\n",
      "\n",
      "----Woburn----\n",
      "                       venue  freq\n",
      "0                Coffee Shop  0.50\n",
      "1         Mexican Restaurant  0.25\n",
      "2          Korean Restaurant  0.25\n",
      "3  Middle Eastern Restaurant  0.00\n",
      "4        Monument / Landmark  0.00\n",
      "\n",
      "\n",
      "----Woodbine Gardens, Parkview Hill----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.18\n",
      "1           Pizza Place  0.18\n",
      "2              Pharmacy  0.09\n",
      "3          Intersection  0.09\n",
      "4                  Bank  0.09\n",
      "\n",
      "\n",
      "----Woodbine Heights----\n",
      "                venue  freq\n",
      "0                 Spa  0.09\n",
      "1         Curling Ice  0.09\n",
      "2            Bus Stop  0.09\n",
      "3  Athletics & Sports  0.09\n",
      "4    Asian Restaurant  0.09\n",
      "\n",
      "\n",
      "----York Mills West----\n",
      "                venue  freq\n",
      "0                Park  0.50\n",
      "1                Bank  0.25\n",
      "2   Convenience Store  0.25\n",
      "3         Yoga Studio  0.00\n",
      "4  Mexican Restaurant  0.00\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": [
    "#### Let's put that into a *pandas* dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's write a function to sort the venues in descending order."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    \n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "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",
       "      <td>0</td>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighborhood 1st Most Common Venue  \\\n",
       "0                           Adelaide, King, Richmond           Coffee Shop   \n",
       "1                                          Agincourt                Lounge   \n",
       "2  Agincourt North, L'Amoreaux East, Milliken, St...                  Park   \n",
       "3  Albion Gardens, Beaumond Heights, Humbergate, ...         Grocery Store   \n",
       "4                             Alderwood, Long Branch           Pizza Place   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0                  Café   American Restaurant                   Bar   \n",
       "1        Sandwich Place          Skating Rink        Breakfast Spot   \n",
       "2            Playground           Coffee Shop         Women's Store   \n",
       "3              Pharmacy           Pizza Place  Fast Food Restaurant   \n",
       "4           Coffee Shop                   Gym              Pharmacy   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "0       Thai Restaurant            Restaurant          Burger Joint   \n",
       "1             Drugstore        Discount Store               Dog Run   \n",
       "2            Donut Shop    Dim Sum Restaurant                 Diner   \n",
       "3            Beer Store   Fried Chicken Joint        Sandwich Place   \n",
       "4          Skating Rink        Sandwich Place                  Pool   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue       10th Most Common Venue  \n",
       "0      Sushi Restaurant                 Hotel             Asian Restaurant  \n",
       "1      Doner Restaurant            Donut Shop  Eastern European Restaurant  \n",
       "2        Discount Store               Dog Run             Doner Restaurant  \n",
       "3         Women's Store               Dog Run                 Dessert Shop  \n",
       "4                   Pub         Women's Store                        Diner  "
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "columns = ['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",
    "# create a new dataframe\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.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cluster Neighborhoods--Run *k*-means to cluster the neighborhood into 6!!!! clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 3, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0,\n",
       "       0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0, 3, 0, 0,\n",
       "       0, 3, 0, 0, 0, 0, 3, 0, 3, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       3, 0, 0, 0, 3, 0, 0, 0, 0, 0, 3], dtype=int32)"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 6\n",
    "\n",
    "Toronto_grouped_clustering = Toronto_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(Toronto_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:100] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's create a new dataframe that includes the cluster as well as the top 10 venues for each neighborhood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "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",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode      Borough                            Neighborhood   Latitude  \\\n",
       "0        M1B  Scarborough                          Rouge, Malvern  43.806686   \n",
       "1        M1C  Scarborough  Highland Creek, Rouge Hill, Port Union  43.784535   \n",
       "2        M1E  Scarborough       Guildwood, Morningside, West Hill  43.763573   \n",
       "3        M1G  Scarborough                                  Woburn  43.770992   \n",
       "4        M1H  Scarborough                               Cedarbrae  43.773136   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.194353  \n",
       "1 -79.160497  \n",
       "2 -79.188711  \n",
       "3 -79.216917  \n",
       "4 -79.239476  "
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ta.rename(columns={'Neighbourhood': 'Neighborhood'}, inplace=True)\n",
    "ta.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Moving Target</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Medical Center</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hakka Restaurant</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>43.744734</td>\n",
       "      <td>-79.239476</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>East Birchmount Park, Ionview, Kennedy Park</td>\n",
       "      <td>43.727929</td>\n",
       "      <td>-79.262029</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clairlea, Golden Mile, Oakridge</td>\n",
       "      <td>43.711112</td>\n",
       "      <td>-79.284577</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Park</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffcrest, Cliffside, Scarborough Village West</td>\n",
       "      <td>43.716316</td>\n",
       "      <td>-79.239476</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Motel</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff, Cliffside West</td>\n",
       "      <td>43.692657</td>\n",
       "      <td>-79.264848</td>\n",
       "      <td>0.0</td>\n",
       "      <td>College Stadium</td>\n",
       "      <td>Café</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>General Entertainment</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park, Scarborough Town Centre, Wexford ...</td>\n",
       "      <td>43.757410</td>\n",
       "      <td>-79.273304</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale, Wexford</td>\n",
       "      <td>43.750072</td>\n",
       "      <td>-79.295849</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>43.794200</td>\n",
       "      <td>-79.262029</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners, Sullivan, Tam O'Shanter</td>\n",
       "      <td>43.781638</td>\n",
       "      <td>-79.304302</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Noodle House</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "      <td>43.815252</td>\n",
       "      <td>-79.284577</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>L'Amoreaux West</td>\n",
       "      <td>43.799525</td>\n",
       "      <td>-79.318389</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "      <td>43.836125</td>\n",
       "      <td>-79.205636</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.803762</td>\n",
       "      <td>-79.363452</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview, Henry Farm, Oriole</td>\n",
       "      <td>43.778517</td>\n",
       "      <td>-79.346556</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>43.786947</td>\n",
       "      <td>-79.385975</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode      Borough                                       Neighborhood  \\\n",
       "0         M1B  Scarborough                                     Rouge, Malvern   \n",
       "1         M1C  Scarborough             Highland Creek, Rouge Hill, Port Union   \n",
       "2         M1E  Scarborough                  Guildwood, Morningside, West Hill   \n",
       "3         M1G  Scarborough                                             Woburn   \n",
       "4         M1H  Scarborough                                          Cedarbrae   \n",
       "5         M1J  Scarborough                                Scarborough Village   \n",
       "6         M1K  Scarborough        East Birchmount Park, Ionview, Kennedy Park   \n",
       "7         M1L  Scarborough                    Clairlea, Golden Mile, Oakridge   \n",
       "8         M1M  Scarborough    Cliffcrest, Cliffside, Scarborough Village West   \n",
       "9         M1N  Scarborough                        Birch Cliff, Cliffside West   \n",
       "10        M1P  Scarborough  Dorset Park, Scarborough Town Centre, Wexford ...   \n",
       "11        M1R  Scarborough                                  Maryvale, Wexford   \n",
       "12        M1S  Scarborough                                          Agincourt   \n",
       "13        M1T  Scarborough            Clarks Corners, Sullivan, Tam O'Shanter   \n",
       "14        M1V  Scarborough  Agincourt North, L'Amoreaux East, Milliken, St...   \n",
       "15        M1W  Scarborough                                    L'Amoreaux West   \n",
       "16        M1X  Scarborough                                        Upper Rouge   \n",
       "17        M2H   North York                                  Hillcrest Village   \n",
       "18        M2J   North York                       Fairview, Henry Farm, Oriole   \n",
       "19        M2K   North York                                    Bayview Village   \n",
       "\n",
       "     Latitude  Longitude  Cluster Labels     1st Most Common Venue  \\\n",
       "0   43.806686 -79.194353             1.0      Fast Food Restaurant   \n",
       "1   43.784535 -79.160497             0.0             Moving Target   \n",
       "2   43.763573 -79.188711             0.0            Medical Center   \n",
       "3   43.770992 -79.216917             0.0               Coffee Shop   \n",
       "4   43.773136 -79.239476             0.0          Hakka Restaurant   \n",
       "5   43.744734 -79.239476             0.0                       Spa   \n",
       "6   43.727929 -79.262029             0.0          Department Store   \n",
       "7   43.711112 -79.284577             0.0                    Bakery   \n",
       "8   43.716316 -79.239476             0.0                     Motel   \n",
       "9   43.692657 -79.264848             0.0           College Stadium   \n",
       "10  43.757410 -79.273304             0.0         Indian Restaurant   \n",
       "11  43.750072 -79.295849             0.0               Auto Garage   \n",
       "12  43.794200 -79.262029             0.0                    Lounge   \n",
       "13  43.781638 -79.304302             0.0               Pizza Place   \n",
       "14  43.815252 -79.284577             3.0                      Park   \n",
       "15  43.799525 -79.318389             0.0               Coffee Shop   \n",
       "16  43.836125 -79.205636             NaN                       NaN   \n",
       "17  43.803762 -79.363452             0.0  Mediterranean Restaurant   \n",
       "18  43.778517 -79.346556             0.0            Clothing Store   \n",
       "19  43.786947 -79.385975             0.0                      Café   \n",
       "\n",
       "        2nd Most Common Venue      3rd Most Common Venue  \\\n",
       "0                   Drugstore         Dim Sum Restaurant   \n",
       "1                         Bar              Women's Store   \n",
       "2                Intersection          Electronics Store   \n",
       "3           Korean Restaurant         Mexican Restaurant   \n",
       "4          Athletics & Sports        Fried Chicken Joint   \n",
       "5                  Playground          Convenience Store   \n",
       "6                 Bus Station                Coffee Shop   \n",
       "7                    Bus Line                       Park   \n",
       "8         American Restaurant           Department Store   \n",
       "9                        Café               Skating Rink   \n",
       "10         Chinese Restaurant  Latin American Restaurant   \n",
       "11  Middle Eastern Restaurant             Breakfast Spot   \n",
       "12             Sandwich Place               Skating Rink   \n",
       "13        Fried Chicken Joint       Fast Food Restaurant   \n",
       "14                 Playground                Coffee Shop   \n",
       "15       Fast Food Restaurant         Chinese Restaurant   \n",
       "16                        NaN                        NaN   \n",
       "17                    Dog Run                Golf Course   \n",
       "18       Fast Food Restaurant                Coffee Shop   \n",
       "19        Japanese Restaurant                       Bank   \n",
       "\n",
       "     4th Most Common Venue 5th Most Common Venue  6th Most Common Venue  \\\n",
       "0                    Diner        Discount Store                Dog Run   \n",
       "1             Dessert Shop                 Diner         Discount Store   \n",
       "2              Pizza Place   Rental Car Location         Breakfast Spot   \n",
       "3                Drugstore                 Diner         Discount Store   \n",
       "4                   Bakery       Thai Restaurant                   Bank   \n",
       "5              Event Space  Ethiopian Restaurant    Empanada Restaurant   \n",
       "6           Discount Store     Convenience Store              Drugstore   \n",
       "7            Metro Station          Intersection            Bus Station   \n",
       "8       Dim Sum Restaurant                 Diner         Discount Store   \n",
       "9    General Entertainment            Donut Shop                  Diner   \n",
       "10  Furniture / Home Store             Pet Store  Vietnamese Restaurant   \n",
       "11           Shopping Mall                Bakery         Sandwich Place   \n",
       "12          Breakfast Spot             Drugstore         Discount Store   \n",
       "13     Rental Car Location                  Bank        Thai Restaurant   \n",
       "14           Women's Store            Donut Shop     Dim Sum Restaurant   \n",
       "15           Grocery Store        Discount Store               Pharmacy   \n",
       "16                     NaN                   NaN                    NaN   \n",
       "17                    Pool             Drugstore     Dim Sum Restaurant   \n",
       "18           Women's Store     Electronics Store                 Bakery   \n",
       "19      Chinese Restaurant         Women's Store             Donut Shop   \n",
       "\n",
       "      7th Most Common Venue        8th Most Common Venue  \\\n",
       "0          Doner Restaurant                   Donut Shop   \n",
       "1                   Dog Run             Doner Restaurant   \n",
       "2        Mexican Restaurant             Doner Restaurant   \n",
       "3                   Dog Run             Doner Restaurant   \n",
       "4      Caribbean Restaurant                        Diner   \n",
       "5         Electronics Store  Eastern European Restaurant   \n",
       "6                     Diner                      Dog Run   \n",
       "7              Soccer Field         Fast Food Restaurant   \n",
       "8                   Dog Run             Doner Restaurant   \n",
       "9            Discount Store                      Dog Run   \n",
       "10  Comfort Food Restaurant                 Dessert Shop   \n",
       "11               Donut Shop               Discount Store   \n",
       "12                  Dog Run             Doner Restaurant   \n",
       "13       Chinese Restaurant           Italian Restaurant   \n",
       "14                    Diner               Discount Store   \n",
       "15              Pizza Place               Breakfast Spot   \n",
       "16                      NaN                          NaN   \n",
       "17                    Diner               Discount Store   \n",
       "18               Food Court          Japanese Restaurant   \n",
       "19           Discount Store                      Dog Run   \n",
       "\n",
       "   9th Most Common Venue       10th Most Common Venue  \n",
       "0    Dumpling Restaurant              Harbor / Marina  \n",
       "1             Donut Shop                    Drugstore  \n",
       "2                  Diner               Discount Store  \n",
       "3             Donut Shop                Women's Store  \n",
       "4                Dog Run             Doner Restaurant  \n",
       "5    Dumpling Restaurant             Department Store  \n",
       "6       Doner Restaurant                   Donut Shop  \n",
       "7    Dumpling Restaurant                    Drugstore  \n",
       "8             Donut Shop                    Drugstore  \n",
       "9       Doner Restaurant                    Drugstore  \n",
       "10  Ethiopian Restaurant          Empanada Restaurant  \n",
       "11               Dog Run             Doner Restaurant  \n",
       "12            Donut Shop  Eastern European Restaurant  \n",
       "13          Noodle House                     Pharmacy  \n",
       "14               Dog Run             Doner Restaurant  \n",
       "15        Sandwich Place              Bubble Tea Shop  \n",
       "16                   NaN                          NaN  \n",
       "17      Doner Restaurant                   Donut Shop  \n",
       "18        Cosmetics Shop             Toy / Game Store  \n",
       "19      Doner Restaurant                    Drugstore  "
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add clustering labels\n",
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "Toronto_merged = ta\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "Toronto_merged = Toronto_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighborhood')\n",
    "\n",
    "Toronto_merged.head(20) # check the last columns!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "Toronto_merged['Cluster Labels'] = Toronto_merged['Cluster Labels'].fillna(0).astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's visualize the resulting clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
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}
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}
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            circle_marker_538372dfd189425d9ab3a05a59d1f75e.bindPopup(popup_50a4038cdd494b0a8e58ba2711b972d9);

            
        
    
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}
                ).addTo(map_413f23915b6246be88be5f24adf0d2d3);
            
    
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                var html_5ed8fc5055a04ab8994886fcabf91514 = $('<div id="html_5ed8fc5055a04ab8994886fcabf91514" style="width: 100.0%; height: 100.0%;">The Annex, North Midtown, Yorkville Cluster 0</div>')[0];
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            circle_marker_4a2dd20a95e34f6894ce35f1b016f1dd.bindPopup(popup_007159740fce4cf39c07f459c58e07ff);

            
        
    
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}
                ).addTo(map_413f23915b6246be88be5f24adf0d2d3);
            
    
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            circle_marker_2385622e93234dc8b9ab4076af3884a7.bindPopup(popup_b43bced6688b496ab54d0f09192cf169);

            
        
    
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                ).addTo(map_413f23915b6246be88be5f24adf0d2d3);
            
    
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                var html_f9ef4151983c4f8595ad2ebbd61e5835 = $('<div id="html_f9ef4151983c4f8595ad2ebbd61e5835" style="width: 100.0%; height: 100.0%;">Chinatown, Grange Park, Kensington Market Cluster 0</div>')[0];
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                var html_475864dcb37749df9dcae604d9329053 = $('<div id="html_475864dcb37749df9dcae604d9329053" style="width: 100.0%; height: 100.0%;">Northwest Cluster 0</div>')[0];
                popup_c81cfa2c867d44d5afd99626ddffe3c8.setContent(html_475864dcb37749df9dcae604d9329053);
            

            circle_marker_ab1ea0210d0047eeb7cfa119640785dd.bindPopup(popup_c81cfa2c867d44d5afd99626ddffe3c8);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f8d7ae90e48>"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 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": [
    "#### Examine Clusters\n",
    "Now, you can examine each cluster and determine the discriminating venue categories that distinguish each cluster. Based on the defining categories, you can then assign a name to each cluster. I will leave this exercise to you."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0, 1, 2, 3, 4, 5}"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(Toronto_merged['Cluster Labels'].sort_values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0, 1, 2, 3, 4, 5}"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(kmeans.labels_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "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",
       "      <td>1</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>0</td>\n",
       "      <td>Moving Target</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>0</td>\n",
       "      <td>Medical Center</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>0</td>\n",
       "      <td>Hakka Restaurant</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>0</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>East Birchmount Park, Ionview, Kennedy Park</td>\n",
       "      <td>0</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>Clairlea, Golden Mile, Oakridge</td>\n",
       "      <td>0</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Park</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>Cliffcrest, Cliffside, Scarborough Village West</td>\n",
       "      <td>0</td>\n",
       "      <td>Motel</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>Birch Cliff, Cliffside West</td>\n",
       "      <td>0</td>\n",
       "      <td>College Stadium</td>\n",
       "      <td>Café</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>General Entertainment</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>Dorset Park, Scarborough Town Centre, Wexford ...</td>\n",
       "      <td>0</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>Maryvale, Wexford</td>\n",
       "      <td>0</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>0</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>Clarks Corners, Sullivan, Tam O'Shanter</td>\n",
       "      <td>0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Noodle House</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>L'Amoreaux West</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>Upper Rouge</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>0</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>Fairview, Henry Farm, Oriole</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>Silver Hills, York Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>Newtonbrook, Willowdale</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>Willowdale South</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>Willowdale West</td>\n",
       "      <td>0</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>Don Mills North</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Basketball Court</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>Flemingdon Park, Don Mills South</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>Bathurst Manor, Downsview North, Wilson Heights</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>Northwood Park, York University</td>\n",
       "      <td>0</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>Downsview West</td>\n",
       "      <td>0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>Downsview Central</td>\n",
       "      <td>0</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>Downsview Northwest</td>\n",
       "      <td>0</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>0</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>Woodbine Gardens, Parkview Hill</td>\n",
       "      <td>0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>Woodbine Heights</td>\n",
       "      <td>0</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Curling Ice</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Video Store</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>Leaside</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Bike Shop</td>\n",
       "      <td>Record Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>Thorncliffe Park</td>\n",
       "      <td>0</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>0</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>0</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Steakhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Stationery Store</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Bookstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>Davisville</td>\n",
       "      <td>0</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>Deer Park, Forest Hill SE, Rathnelly, South Hi...</td>\n",
       "      <td>0</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52</td>\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>Gay Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Café</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>54</td>\n",
       "      <td>Ryerson, Garden District</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Café</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>55</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>56</td>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Café</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>57</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>58</td>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>59</td>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Aquarium</td>\n",
       "      <td>Café</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>60</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>61</td>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Gastropub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>62</td>\n",
       "      <td>Bedford Park, Lawrence Manor East</td>\n",
       "      <td>0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Juice Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>65</td>\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>American Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Jewish Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>BBQ Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>66</td>\n",
       "      <td>Harbord, University of Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Poutine Place</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>67</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>68</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>0</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Airport Gate</td>\n",
       "      <td>Airport Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>69</td>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Art Gallery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>70</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Gym</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>71</td>\n",
       "      <td>Lawrence Heights, Lawrence Manor</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Shoe Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Accessories Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>72</td>\n",
       "      <td>Glencairn</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>73</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "      <td>0</td>\n",
       "      <td>Field</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75</td>\n",
       "      <td>Christie</td>\n",
       "      <td>0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>76</td>\n",
       "      <td>Dovercourt Village, Dufferin</td>\n",
       "      <td>0</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Café</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>77</td>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>New American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>78</td>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Climbing Gym</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Stadium</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>79</td>\n",
       "      <td>Downsview, North Park, Upwood Park</td>\n",
       "      <td>0</td>\n",
       "      <td>Basketball Court</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>80</td>\n",
       "      <td>Del Ray, Keelesdale, Mount Dennis, Silverthorn</td>\n",
       "      <td>0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>81</td>\n",
       "      <td>The Junction North, Runnymede</td>\n",
       "      <td>0</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>82</td>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>0</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Speakeasy</td>\n",
       "      <td>Flea Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>83</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>0</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Cuban Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Movie Theater</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>84</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Indie Movie Theater</td>\n",
       "      <td>Food</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>85</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Smoothie Shop</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>86</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>87</td>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>0</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>88</td>\n",
       "      <td>Humber Bay Shores, Mimico South, New Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>89</td>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>91</td>\n",
       "      <td>Humber Bay, King's Mill Park, Kingsway Park So...</td>\n",
       "      <td>0</td>\n",
       "      <td>Locksmith</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>92</td>\n",
       "      <td>Kingsway Park South West, Mimico NW, The Queen...</td>\n",
       "      <td>0</td>\n",
       "      <td>Hardware Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Wings Joint</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>93</td>\n",
       "      <td>Islington Avenue</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>95</td>\n",
       "      <td>Bloordale Gardens, Eringate, Markland Wood, Ol...</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>96</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>97</td>\n",
       "      <td>Emery, Humberlea</td>\n",
       "      <td>0</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>99</td>\n",
       "      <td>Westmount</td>\n",
       "      <td>0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>101</td>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
       "      <td>0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>102</td>\n",
       "      <td>Northwest</td>\n",
       "      <td>0</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Department Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          Neighborhood  Cluster Labels  \\\n",
       "1               Highland Creek, Rouge Hill, Port Union               0   \n",
       "2                    Guildwood, Morningside, West Hill               0   \n",
       "3                                               Woburn               0   \n",
       "4                                            Cedarbrae               0   \n",
       "5                                  Scarborough Village               0   \n",
       "6          East Birchmount Park, Ionview, Kennedy Park               0   \n",
       "7                      Clairlea, Golden Mile, Oakridge               0   \n",
       "8      Cliffcrest, Cliffside, Scarborough Village West               0   \n",
       "9                          Birch Cliff, Cliffside West               0   \n",
       "10   Dorset Park, Scarborough Town Centre, Wexford ...               0   \n",
       "11                                   Maryvale, Wexford               0   \n",
       "12                                           Agincourt               0   \n",
       "13             Clarks Corners, Sullivan, Tam O'Shanter               0   \n",
       "15                                     L'Amoreaux West               0   \n",
       "16                                         Upper Rouge               0   \n",
       "17                                   Hillcrest Village               0   \n",
       "18                        Fairview, Henry Farm, Oriole               0   \n",
       "19                                     Bayview Village               0   \n",
       "20                            Silver Hills, York Mills               0   \n",
       "21                             Newtonbrook, Willowdale               0   \n",
       "22                                    Willowdale South               0   \n",
       "24                                     Willowdale West               0   \n",
       "26                                     Don Mills North               0   \n",
       "27                    Flemingdon Park, Don Mills South               0   \n",
       "28     Bathurst Manor, Downsview North, Wilson Heights               0   \n",
       "29                     Northwood Park, York University               0   \n",
       "31                                      Downsview West               0   \n",
       "32                                   Downsview Central               0   \n",
       "33                                 Downsview Northwest               0   \n",
       "34                                    Victoria Village               0   \n",
       "35                     Woodbine Gardens, Parkview Hill               0   \n",
       "36                                    Woodbine Heights               0   \n",
       "37                                         The Beaches               0   \n",
       "38                                             Leaside               0   \n",
       "39                                    Thorncliffe Park               0   \n",
       "41                        The Danforth West, Riverdale               0   \n",
       "42                      The Beaches West, India Bazaar               0   \n",
       "43                                     Studio District               0   \n",
       "45                                    Davisville North               0   \n",
       "46                                  North Toronto West               0   \n",
       "47                                          Davisville               0   \n",
       "49   Deer Park, Forest Hill SE, Rathnelly, South Hi...               0   \n",
       "51                         Cabbagetown, St. James Town               0   \n",
       "52                                Church and Wellesley               0   \n",
       "53                           Harbourfront, Regent Park               0   \n",
       "54                            Ryerson, Garden District               0   \n",
       "55                                      St. James Town               0   \n",
       "56                                         Berczy Park               0   \n",
       "57                                  Central Bay Street               0   \n",
       "58                            Adelaide, King, Richmond               0   \n",
       "59   Harbourfront East, Toronto Islands, Union Station               0   \n",
       "60            Design Exchange, Toronto Dominion Centre               0   \n",
       "61                      Commerce Court, Victoria Hotel               0   \n",
       "62                   Bedford Park, Lawrence Manor East               0   \n",
       "65                 The Annex, North Midtown, Yorkville               0   \n",
       "66                      Harbord, University of Toronto               0   \n",
       "67           Chinatown, Grange Park, Kensington Market               0   \n",
       "68   CN Tower, Bathurst Quay, Island airport, Harbo...               0   \n",
       "69                     Stn A PO Boxes 25 The Esplanade               0   \n",
       "70              First Canadian Place, Underground city               0   \n",
       "71                    Lawrence Heights, Lawrence Manor               0   \n",
       "72                                           Glencairn               0   \n",
       "73                                  Humewood-Cedarvale               0   \n",
       "75                                            Christie               0   \n",
       "76                        Dovercourt Village, Dufferin               0   \n",
       "77                            Little Portugal, Trinity               0   \n",
       "78        Brockton, Exhibition Place, Parkdale Village               0   \n",
       "79                  Downsview, North Park, Upwood Park               0   \n",
       "80      Del Ray, Keelesdale, Mount Dennis, Silverthorn               0   \n",
       "81                       The Junction North, Runnymede               0   \n",
       "82                       High Park, The Junction South               0   \n",
       "83                              Parkdale, Roncesvalles               0   \n",
       "84                                  Runnymede, Swansea               0   \n",
       "85                                        Queen's Park               0   \n",
       "86               Canada Post Gateway Processing Centre               0   \n",
       "87   Business Reply Mail Processing Centre 969 Eastern               0   \n",
       "88        Humber Bay Shores, Mimico South, New Toronto               0   \n",
       "89                              Alderwood, Long Branch               0   \n",
       "91   Humber Bay, King's Mill Park, Kingsway Park So...               0   \n",
       "92   Kingsway Park South West, Mimico NW, The Queen...               0   \n",
       "93                                    Islington Avenue               0   \n",
       "95   Bloordale Gardens, Eringate, Markland Wood, Ol...               0   \n",
       "96                                       Humber Summit               0   \n",
       "97                                    Emery, Humberlea               0   \n",
       "99                                           Westmount               0   \n",
       "101  Albion Gardens, Beaumond Heights, Humbergate, ...               0   \n",
       "102                                          Northwest               0   \n",
       "\n",
       "        1st Most Common Venue          2nd Most Common Venue  \\\n",
       "1               Moving Target                            Bar   \n",
       "2              Medical Center                   Intersection   \n",
       "3                 Coffee Shop              Korean Restaurant   \n",
       "4            Hakka Restaurant             Athletics & Sports   \n",
       "5                         Spa                     Playground   \n",
       "6            Department Store                    Bus Station   \n",
       "7                      Bakery                       Bus Line   \n",
       "8                       Motel            American Restaurant   \n",
       "9             College Stadium                           Café   \n",
       "10          Indian Restaurant             Chinese Restaurant   \n",
       "11                Auto Garage      Middle Eastern Restaurant   \n",
       "12                     Lounge                 Sandwich Place   \n",
       "13                Pizza Place            Fried Chicken Joint   \n",
       "15                Coffee Shop           Fast Food Restaurant   \n",
       "16                        NaN                            NaN   \n",
       "17   Mediterranean Restaurant                        Dog Run   \n",
       "18             Clothing Store           Fast Food Restaurant   \n",
       "19                       Café            Japanese Restaurant   \n",
       "20                        NaN                            NaN   \n",
       "21                        NaN                            NaN   \n",
       "22                Coffee Shop               Ramen Restaurant   \n",
       "24                   Pharmacy                  Grocery Store   \n",
       "26                       Café               Basketball Court   \n",
       "27                Coffee Shop                            Gym   \n",
       "28                Coffee Shop                  Shopping Mall   \n",
       "29              Metro Station         Furniture / Home Store   \n",
       "31              Grocery Store                  Shopping Mall   \n",
       "32               Home Service              Korean Restaurant   \n",
       "33       Gym / Fitness Center             Athletics & Sports   \n",
       "34      Portuguese Restaurant              French Restaurant   \n",
       "35       Fast Food Restaurant                    Pizza Place   \n",
       "36               Skating Rink                       Pharmacy   \n",
       "37                      Trail              Health Food Store   \n",
       "38                Coffee Shop            Sporting Goods Shop   \n",
       "39          Indian Restaurant                   Burger Joint   \n",
       "41           Greek Restaurant                    Coffee Shop   \n",
       "42             Sandwich Place                           Park   \n",
       "43                       Café                    Coffee Shop   \n",
       "45                       Park                            Gym   \n",
       "46             Clothing Store            Sporting Goods Shop   \n",
       "47               Dessert Shop                    Pizza Place   \n",
       "49                        Pub                    Coffee Shop   \n",
       "51                       Park                    Coffee Shop   \n",
       "52                Coffee Shop               Sushi Restaurant   \n",
       "53                Coffee Shop                           Park   \n",
       "54                Coffee Shop                 Clothing Store   \n",
       "55                Coffee Shop                           Café   \n",
       "56                Coffee Shop                   Cocktail Bar   \n",
       "57                Coffee Shop             Italian Restaurant   \n",
       "58                Coffee Shop                           Café   \n",
       "59                Coffee Shop                          Hotel   \n",
       "60                Coffee Shop                           Café   \n",
       "61                Coffee Shop                          Hotel   \n",
       "62                Pizza Place               Sushi Restaurant   \n",
       "65             Sandwich Place                           Café   \n",
       "66                       Café             Italian Restaurant   \n",
       "67                       Café  Vegetarian / Vegan Restaurant   \n",
       "68            Airport Service                 Airport Lounge   \n",
       "69                Coffee Shop                           Café   \n",
       "70                Coffee Shop                           Café   \n",
       "71             Clothing Store         Furniture / Home Store   \n",
       "72                       Park             Italian Restaurant   \n",
       "73                      Field                          Trail   \n",
       "75              Grocery Store                           Café   \n",
       "76                Supermarket                       Pharmacy   \n",
       "77                        Bar                    Men's Store   \n",
       "78                       Café                 Breakfast Spot   \n",
       "79           Basketball Court                           Park   \n",
       "80       Fast Food Restaurant            Fried Chicken Joint   \n",
       "81                   Bus Line              Convenience Store   \n",
       "82         Mexican Restaurant                           Café   \n",
       "83             Breakfast Spot                      Gift Shop   \n",
       "84                Coffee Shop                           Café   \n",
       "85                Coffee Shop                          Diner   \n",
       "86                Coffee Shop                          Hotel   \n",
       "87         Light Rail Station                     Smoke Shop   \n",
       "88                       Café            Fried Chicken Joint   \n",
       "89                Pizza Place                    Coffee Shop   \n",
       "91                  Locksmith                 Baseball Field   \n",
       "92             Hardware Store                         Bakery   \n",
       "93                        NaN                            NaN   \n",
       "95                       Café                   Liquor Store   \n",
       "96                Pizza Place                            Gym   \n",
       "97             Baseball Field         Furniture / Home Store   \n",
       "99                Pizza Place             Chinese Restaurant   \n",
       "101             Grocery Store                       Pharmacy   \n",
       "102                 Drugstore            Rental Car Location   \n",
       "\n",
       "          3rd Most Common Venue       4th Most Common Venue  \\\n",
       "1                 Women's Store                Dessert Shop   \n",
       "2             Electronics Store                 Pizza Place   \n",
       "3            Mexican Restaurant                   Drugstore   \n",
       "4           Fried Chicken Joint                      Bakery   \n",
       "5             Convenience Store                 Event Space   \n",
       "6                   Coffee Shop              Discount Store   \n",
       "7                          Park               Metro Station   \n",
       "8              Department Store          Dim Sum Restaurant   \n",
       "9                  Skating Rink       General Entertainment   \n",
       "10    Latin American Restaurant      Furniture / Home Store   \n",
       "11               Breakfast Spot               Shopping Mall   \n",
       "12                 Skating Rink              Breakfast Spot   \n",
       "13         Fast Food Restaurant         Rental Car Location   \n",
       "15           Chinese Restaurant               Grocery Store   \n",
       "16                          NaN                         NaN   \n",
       "17                  Golf Course                        Pool   \n",
       "18                  Coffee Shop               Women's Store   \n",
       "19                         Bank          Chinese Restaurant   \n",
       "20                          NaN                         NaN   \n",
       "21                          NaN                         NaN   \n",
       "22               Sandwich Place                 Pizza Place   \n",
       "24                  Pizza Place                 Coffee Shop   \n",
       "26         Gym / Fitness Center         Japanese Restaurant   \n",
       "27                   Beer Store            Asian Restaurant   \n",
       "28                         Bank               Deli / Bodega   \n",
       "29           Miscellaneous Shop                 Coffee Shop   \n",
       "31                         Park                        Bank   \n",
       "32               Baseball Field         Dumpling Restaurant   \n",
       "33                Grocery Store                Liquor Store   \n",
       "34                  Pizza Place                 Coffee Shop   \n",
       "35         Gym / Fitness Center                   Gastropub   \n",
       "36           Athletics & Sports            Asian Restaurant   \n",
       "37                          Pub               Women's Store   \n",
       "38                 Burger Joint      Furniture / Home Store   \n",
       "39                  Yoga Studio                        Bank   \n",
       "41               Ice Cream Shop          Italian Restaurant   \n",
       "42                  Coffee Shop                         Pub   \n",
       "43           Italian Restaurant         American Restaurant   \n",
       "45               Breakfast Spot              Sandwich Place   \n",
       "46                  Coffee Shop                 Yoga Studio   \n",
       "47               Sandwich Place                         Gym   \n",
       "49          American Restaurant                  Sports Bar   \n",
       "51                   Restaurant                         Pub   \n",
       "52          Japanese Restaurant                     Gay Bar   \n",
       "53                       Bakery                        Café   \n",
       "54               Cosmetics Shop   Middle Eastern Restaurant   \n",
       "55                        Hotel                  Restaurant   \n",
       "56               Farmers Market                    Beer Bar   \n",
       "57               Sandwich Place                        Café   \n",
       "58          American Restaurant                         Bar   \n",
       "59                     Aquarium                        Café   \n",
       "60                        Hotel          Italian Restaurant   \n",
       "61                         Café                  Restaurant   \n",
       "62                  Coffee Shop          Italian Restaurant   \n",
       "65                  Coffee Shop         American Restaurant   \n",
       "66                    Bookstore                  Restaurant   \n",
       "67                          Bar          Chinese Restaurant   \n",
       "68             Airport Terminal               Boat or Ferry   \n",
       "69                   Restaurant                       Hotel   \n",
       "70                   Restaurant                       Hotel   \n",
       "71                   Shoe Store                 Coffee Shop   \n",
       "72                       Bakery         Japanese Restaurant   \n",
       "73                 Hockey Arena          Dim Sum Restaurant   \n",
       "75                         Park           Convenience Store   \n",
       "76                       Bakery        Gym / Fitness Center   \n",
       "77                  Coffee Shop            Asian Restaurant   \n",
       "78                  Coffee Shop               Grocery Store   \n",
       "79                       Bakery  Construction & Landscaping   \n",
       "80                   Restaurant              Sandwich Place   \n",
       "81         Caribbean Restaurant                     Brewery   \n",
       "82                          Bar             Thai Restaurant   \n",
       "83                   Restaurant            Cuban Restaurant   \n",
       "84             Sushi Restaurant                 Pizza Place   \n",
       "85                 Burger Joint                        Park   \n",
       "86          American Restaurant        Gym / Fitness Center   \n",
       "87                Burrito Place               Auto Workshop   \n",
       "88         Fast Food Restaurant            Business Service   \n",
       "89                          Gym                    Pharmacy   \n",
       "91   Construction & Landscaping              Discount Store   \n",
       "92                Grocery Store                 Wings Joint   \n",
       "93                          NaN                         NaN   \n",
       "95                     Pharmacy                 Pizza Place   \n",
       "96          Empanada Restaurant               Women's Store   \n",
       "97                Women's Store                       Diner   \n",
       "99                  Coffee Shop              Sandwich Place   \n",
       "101                 Pizza Place        Fast Food Restaurant   \n",
       "102                  Donut Shop          Dim Sum Restaurant   \n",
       "\n",
       "           5th Most Common Venue      6th Most Common Venue  \\\n",
       "1                          Diner             Discount Store   \n",
       "2            Rental Car Location             Breakfast Spot   \n",
       "3                          Diner             Discount Store   \n",
       "4                Thai Restaurant                       Bank   \n",
       "5           Ethiopian Restaurant        Empanada Restaurant   \n",
       "6              Convenience Store                  Drugstore   \n",
       "7                   Intersection                Bus Station   \n",
       "8                          Diner             Discount Store   \n",
       "9                     Donut Shop                      Diner   \n",
       "10                     Pet Store      Vietnamese Restaurant   \n",
       "11                        Bakery             Sandwich Place   \n",
       "12                     Drugstore             Discount Store   \n",
       "13                          Bank            Thai Restaurant   \n",
       "15                Discount Store                   Pharmacy   \n",
       "16                           NaN                        NaN   \n",
       "17                     Drugstore         Dim Sum Restaurant   \n",
       "18             Electronics Store                     Bakery   \n",
       "19                 Women's Store                 Donut Shop   \n",
       "20                           NaN                        NaN   \n",
       "21                           NaN                        NaN   \n",
       "22                    Restaurant                       Café   \n",
       "24                       Butcher             Discount Store   \n",
       "26          Caribbean Restaurant             Baseball Field   \n",
       "27                Clothing Store         Chinese Restaurant   \n",
       "28              Sushi Restaurant  Middle Eastern Restaurant   \n",
       "29                Massage Studio       Caribbean Restaurant   \n",
       "31                     Drugstore                      Diner   \n",
       "32                Discount Store                    Dog Run   \n",
       "33                Discount Store              Women's Store   \n",
       "34                  Hockey Arena                 Donut Shop   \n",
       "35                      Pharmacy             Breakfast Spot   \n",
       "36                   Curling Ice                        Spa   \n",
       "37            Dim Sum Restaurant                      Diner   \n",
       "38                     Bike Shop                Record Shop   \n",
       "39                  Liquor Store             Discount Store   \n",
       "41        Furniture / Home Store                  Bookstore   \n",
       "42                  Liquor Store               Burger Joint   \n",
       "43                        Bakery                Yoga Studio   \n",
       "45                Clothing Store                      Hotel   \n",
       "46            Chinese Restaurant                        Spa   \n",
       "47            Italian Restaurant                       Café   \n",
       "49                    Restaurant                Supermarket   \n",
       "51                          Café         Italian Restaurant   \n",
       "52                    Restaurant               Burger Joint   \n",
       "53            Mexican Restaurant             Breakfast Spot   \n",
       "54            Italian Restaurant                     Bakery   \n",
       "55            Italian Restaurant             Clothing Store   \n",
       "56                    Steakhouse                     Bakery   \n",
       "57                  Burger Joint             Ice Cream Shop   \n",
       "58               Thai Restaurant                 Restaurant   \n",
       "59                       Brewery             Scenic Lookout   \n",
       "60                    Restaurant                  Gastropub   \n",
       "61           American Restaurant         Seafood Restaurant   \n",
       "62              Greek Restaurant          Indian Restaurant   \n",
       "65                  Liquor Store               Burger Joint   \n",
       "66                        Bakery        Japanese Restaurant   \n",
       "67            Mexican Restaurant      Vietnamese Restaurant   \n",
       "68                   Coffee Shop           Sculpture Garden   \n",
       "69                      Beer Bar         Seafood Restaurant   \n",
       "70                    Steakhouse                        Gym   \n",
       "71                   Event Space         Miscellaneous Shop   \n",
       "72                           Pub              Women's Store   \n",
       "73                         Diner             Discount Store   \n",
       "75                         Diner         Italian Restaurant   \n",
       "76         Portuguese Restaurant                    Brewery   \n",
       "77                    Restaurant          French Restaurant   \n",
       "78                  Climbing Gym                        Bar   \n",
       "79   Eastern European Restaurant                    Dog Run   \n",
       "80                 Women's Store                    Dog Run   \n",
       "81                 Women's Store                  Drugstore   \n",
       "82                 Grocery Store        Arts & Crafts Store   \n",
       "83   Eastern European Restaurant                        Bar   \n",
       "84            Italian Restaurant         Falafel Restaurant   \n",
       "85                           Gym                 Hobby Shop   \n",
       "86     Middle Eastern Restaurant             Sandwich Place   \n",
       "87          Fast Food Restaurant                     Garden   \n",
       "88                Sandwich Place                 Restaurant   \n",
       "89                  Skating Rink             Sandwich Place   \n",
       "91                       Dog Run           Doner Restaurant   \n",
       "92          Fast Food Restaurant             Discount Store   \n",
       "93                           NaN                        NaN   \n",
       "95                    Beer Store                Coffee Shop   \n",
       "96                    Donut Shop         Dim Sum Restaurant   \n",
       "97                Discount Store                    Dog Run   \n",
       "99     Middle Eastern Restaurant             Discount Store   \n",
       "101                   Beer Store        Fried Chicken Joint   \n",
       "102                        Diner             Discount Store   \n",
       "\n",
       "         7th Most Common Venue        8th Most Common Venue  \\\n",
       "1                      Dog Run             Doner Restaurant   \n",
       "2           Mexican Restaurant             Doner Restaurant   \n",
       "3                      Dog Run             Doner Restaurant   \n",
       "4         Caribbean Restaurant                        Diner   \n",
       "5            Electronics Store  Eastern European Restaurant   \n",
       "6                        Diner                      Dog Run   \n",
       "7                 Soccer Field         Fast Food Restaurant   \n",
       "8                      Dog Run             Doner Restaurant   \n",
       "9               Discount Store                      Dog Run   \n",
       "10     Comfort Food Restaurant                 Dessert Shop   \n",
       "11                  Donut Shop               Discount Store   \n",
       "12                     Dog Run             Doner Restaurant   \n",
       "13          Chinese Restaurant           Italian Restaurant   \n",
       "15                 Pizza Place               Breakfast Spot   \n",
       "16                         NaN                          NaN   \n",
       "17                       Diner               Discount Store   \n",
       "18                  Food Court          Japanese Restaurant   \n",
       "19              Discount Store                      Dog Run   \n",
       "20                         NaN                          NaN   \n",
       "21                         NaN                          NaN   \n",
       "22           Electronics Store                    Juice Bar   \n",
       "24                     Dog Run             Department Store   \n",
       "26                     Dog Run             Doner Restaurant   \n",
       "27          Dim Sum Restaurant                   Restaurant   \n",
       "28                  Restaurant          Fried Chicken Joint   \n",
       "29                         Bar                Women's Store   \n",
       "31              Discount Store                      Dog Run   \n",
       "32            Doner Restaurant                   Donut Shop   \n",
       "33                   Drugstore                        Diner   \n",
       "34          Dim Sum Restaurant                        Diner   \n",
       "35                        Bank           Athletics & Sports   \n",
       "36              Cosmetics Shop                   Beer Store   \n",
       "37              Discount Store                      Dog Run   \n",
       "38              Sandwich Place                         Bank   \n",
       "39                        Park                Grocery Store   \n",
       "41                     Brewery              Bubble Tea Shop   \n",
       "42               Burrito Place         Fast Food Restaurant   \n",
       "43                         Bar             Stationery Store   \n",
       "45           Food & Drink Shop             Doner Restaurant   \n",
       "46                       Diner                 Burger Joint   \n",
       "47            Sushi Restaurant                  Coffee Shop   \n",
       "49            Sushi Restaurant                   Bagel Shop   \n",
       "51                 Pizza Place                       Bakery   \n",
       "52    Mediterranean Restaurant                          Pub   \n",
       "53                  Restaurant                          Pub   \n",
       "54                        Café         Fast Food Restaurant   \n",
       "55                   Gastropub               Cosmetics Shop   \n",
       "56                        Café           Seafood Restaurant   \n",
       "57   Middle Eastern Restaurant                       Bakery   \n",
       "58                Burger Joint             Sushi Restaurant   \n",
       "59         Fried Chicken Joint           Italian Restaurant   \n",
       "60                  Steakhouse                Deli / Bodega   \n",
       "61                  Steakhouse           Italian Restaurant   \n",
       "62                        Café                          Pub   \n",
       "65           Jewish Restaurant                  Flower Shop   \n",
       "66                         Bar             Sushi Restaurant   \n",
       "67                      Bakery                  Coffee Shop   \n",
       "68                         Bar              Harbor / Marina   \n",
       "69          Italian Restaurant                 Cocktail Bar   \n",
       "70         American Restaurant           Seafood Restaurant   \n",
       "71       Vietnamese Restaurant                     Boutique   \n",
       "72            Doner Restaurant                        Diner   \n",
       "73                     Dog Run             Doner Restaurant   \n",
       "75                  Baby Store                    Nightclub   \n",
       "76                         Bar                         Bank   \n",
       "77                 Pizza Place                         Café   \n",
       "78                      Bakery                 Intersection   \n",
       "79            Doner Restaurant                   Donut Shop   \n",
       "80          Dim Sum Restaurant                        Diner   \n",
       "81              Discount Store                      Dog Run   \n",
       "82                   Bookstore         Fast Food Restaurant   \n",
       "83                     Dog Run           Italian Restaurant   \n",
       "84         Indie Movie Theater                         Food   \n",
       "85         Fried Chicken Joint                Smoothie Shop   \n",
       "86    Mediterranean Restaurant          Fried Chicken Joint   \n",
       "87              Farmers Market                          Spa   \n",
       "88         American Restaurant           Seafood Restaurant   \n",
       "89                        Pool                          Pub   \n",
       "91                  Donut Shop                    Drugstore   \n",
       "92           Convenience Store                Burrito Place   \n",
       "93                         NaN                          NaN   \n",
       "95           Convenience Store                    Drugstore   \n",
       "96                       Diner               Discount Store   \n",
       "97            Doner Restaurant                   Donut Shop   \n",
       "99               Women's Store           Dim Sum Restaurant   \n",
       "101             Sandwich Place                Women's Store   \n",
       "102                    Dog Run             Doner Restaurant   \n",
       "\n",
       "    9th Most Common Venue       10th Most Common Venue  \n",
       "1              Donut Shop                    Drugstore  \n",
       "2                   Diner               Discount Store  \n",
       "3              Donut Shop                Women's Store  \n",
       "4                 Dog Run             Doner Restaurant  \n",
       "5     Dumpling Restaurant             Department Store  \n",
       "6        Doner Restaurant                   Donut Shop  \n",
       "7     Dumpling Restaurant                    Drugstore  \n",
       "8              Donut Shop                    Drugstore  \n",
       "9        Doner Restaurant                    Drugstore  \n",
       "10   Ethiopian Restaurant          Empanada Restaurant  \n",
       "11                Dog Run             Doner Restaurant  \n",
       "12             Donut Shop  Eastern European Restaurant  \n",
       "13           Noodle House                     Pharmacy  \n",
       "15         Sandwich Place              Bubble Tea Shop  \n",
       "16                    NaN                          NaN  \n",
       "17       Doner Restaurant                   Donut Shop  \n",
       "18         Cosmetics Shop             Toy / Game Store  \n",
       "19       Doner Restaurant                    Drugstore  \n",
       "20                    NaN                          NaN  \n",
       "21                    NaN                          NaN  \n",
       "22                 Lounge               Discount Store  \n",
       "24           Dessert Shop           Dim Sum Restaurant  \n",
       "26             Donut Shop                    Drugstore  \n",
       "27     Italian Restaurant               Sandwich Place  \n",
       "28     Frozen Yogurt Shop                        Diner  \n",
       "29                Dog Run             Doner Restaurant  \n",
       "31       Doner Restaurant                   Donut Shop  \n",
       "32              Drugstore                Women's Store  \n",
       "33                Dog Run             Doner Restaurant  \n",
       "34         Discount Store                      Dog Run  \n",
       "35           Intersection                        Diner  \n",
       "36            Video Store                         Park  \n",
       "37       Doner Restaurant                   Donut Shop  \n",
       "38            Supermarket            Fish & Chips Shop  \n",
       "39               Pharmacy                  Pizza Place  \n",
       "41             Restaurant                         Café  \n",
       "42      Fish & Chips Shop                   Steakhouse  \n",
       "43            Fish Market                    Bookstore  \n",
       "45                  Diner               Discount Store  \n",
       "46     Salon / Barbershop                 Dessert Shop  \n",
       "47     Seafood Restaurant                      Brewery  \n",
       "49           Liquor Store          Fried Chicken Joint  \n",
       "51      Indian Restaurant                  Flower Shop  \n",
       "52            Men's Store                         Café  \n",
       "53                Theater           Italian Restaurant  \n",
       "54       Ramen Restaurant                   Restaurant  \n",
       "55                 Bakery               Breakfast Spot  \n",
       "56            Cheese Shop                Shopping Mall  \n",
       "57                    Bar          Japanese Restaurant  \n",
       "58                  Hotel             Asian Restaurant  \n",
       "59                  Plaza                   Restaurant  \n",
       "60                    Bar           Seafood Restaurant  \n",
       "61                    Gym                    Gastropub  \n",
       "62        Thai Restaurant                    Juice Bar  \n",
       "65      Indian Restaurant                    BBQ Joint  \n",
       "66          Poutine Place                  Flower Shop  \n",
       "67    Dumpling Restaurant                 Burger Joint  \n",
       "68           Airport Gate           Airport Food Court  \n",
       "69         Cosmetics Shop                  Art Gallery  \n",
       "70       Asian Restaurant                 Burger Joint  \n",
       "71      Accessories Store            Electronics Store  \n",
       "72         Discount Store                      Dog Run  \n",
       "73             Donut Shop                    Drugstore  \n",
       "75             Restaurant                  Coffee Shop  \n",
       "76                   Café    Middle Eastern Restaurant  \n",
       "77           Cocktail Bar      New American Restaurant  \n",
       "78                Stadium         Caribbean Restaurant  \n",
       "79              Drugstore          Dumpling Restaurant  \n",
       "80         Discount Store             Doner Restaurant  \n",
       "81       Doner Restaurant                   Donut Shop  \n",
       "82              Speakeasy                  Flea Market  \n",
       "83           Dessert Shop                Movie Theater  \n",
       "84                    Bar            Fish & Chips Shop  \n",
       "85     Seafood Restaurant               Sandwich Place  \n",
       "86          Burrito Place             Doner Restaurant  \n",
       "87          Garden Center                      Brewery  \n",
       "88            Pizza Place                     Pharmacy  \n",
       "89          Women's Store                        Diner  \n",
       "91    Dumpling Restaurant  Eastern European Restaurant  \n",
       "92           Burger Joint               Sandwich Place  \n",
       "93                    NaN                          NaN  \n",
       "95                  Diner               Discount Store  \n",
       "96                Dog Run             Doner Restaurant  \n",
       "97              Drugstore          Dumpling Restaurant  \n",
       "99                  Diner                      Dog Run  \n",
       "101               Dog Run                 Dessert Shop  \n",
       "102         Women's Store             Department Store  "
      ]
     },
     "execution_count": 135,
     "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": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <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",
       "      <td>0</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>1</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Harbor / Marina</td>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "     Neighborhood  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0  Rouge, Malvern               1  Fast Food Restaurant             Drugstore   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "0    Dim Sum Restaurant                 Diner        Discount Store   \n",
       "\n",
       "  6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "0               Dog Run      Doner Restaurant            Donut Shop   \n",
       "\n",
       "  9th Most Common Venue 10th Most Common Venue  \n",
       "0   Dumpling Restaurant        Harbor / Marina  "
      ]
     },
     "execution_count": 136,
     "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": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
       "      <td>63</td>\n",
       "      <td>Roselawn</td>\n",
       "      <td>2</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Department Store</td>\n",
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      "text/plain": [
       "   Neighborhood  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "63     Roselawn               2                Garden            Donut Shop   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "63          Dessert Shop    Dim Sum Restaurant                 Diner   \n",
       "\n",
       "   6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "63        Discount Store               Dog Run      Doner Restaurant   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "63         Women's Store       Department Store  "
      ]
     },
     "execution_count": 137,
     "metadata": {},
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       "  <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",
       "      <td>14</td>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>3</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>CFB Toronto, Downsview East</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Airport</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>Rosedale</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Building</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>64</td>\n",
       "      <td>Forest Hill North, Forest Hill West</td>\n",
       "      <td>3</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>74</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Colombian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>90</td>\n",
       "      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n",
       "      <td>3</td>\n",
       "      <td>River</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>98</td>\n",
       "      <td>Weston</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Neighborhood  Cluster Labels  \\\n",
       "14  Agincourt North, L'Amoreaux East, Milliken, St...               3   \n",
       "23                                    York Mills West               3   \n",
       "25                                          Parkwoods               3   \n",
       "30                        CFB Toronto, Downsview East               3   \n",
       "40                                       East Toronto               3   \n",
       "44                                      Lawrence Park               3   \n",
       "48                        Moore Park, Summerhill East               3   \n",
       "50                                           Rosedale               3   \n",
       "64                Forest Hill North, Forest Hill West               3   \n",
       "74                                Caledonia-Fairbanks               3   \n",
       "90      The Kingsway, Montgomery Road, Old Mill North               3   \n",
       "98                                             Weston               3   \n",
       "\n",
       "   1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "14                  Park            Playground           Coffee Shop   \n",
       "23                  Park                  Bank     Convenience Store   \n",
       "25              Bus Stop     Food & Drink Shop                  Park   \n",
       "30                  Park               Airport         Women's Store   \n",
       "40                  Park     Convenience Store         Women's Store   \n",
       "44                  Park              Bus Line           Swim School   \n",
       "48                  Park            Playground          Tennis Court   \n",
       "50                  Park                 Trail            Playground   \n",
       "64                 Trail                  Park      Sushi Restaurant   \n",
       "74                  Park         Women's Store                Market   \n",
       "90                 River                  Park         Women's Store   \n",
       "98                  Park     Convenience Store         Women's Store   \n",
       "\n",
       "   4th Most Common Venue    5th Most Common Venue 6th Most Common Venue  \\\n",
       "14         Women's Store               Donut Shop    Dim Sum Restaurant   \n",
       "23         Women's Store      Dumpling Restaurant        Discount Store   \n",
       "25    Dim Sum Restaurant                    Diner        Discount Store   \n",
       "30   Dumpling Restaurant                    Diner        Discount Store   \n",
       "40   Dumpling Restaurant                    Diner        Discount Store   \n",
       "44         Women's Store               Donut Shop                 Diner   \n",
       "48         Women's Store         Doner Restaurant          Dessert Shop   \n",
       "50              Building       Dim Sum Restaurant                 Diner   \n",
       "64         Jewelry Store            Women's Store    Dim Sum Restaurant   \n",
       "74  Fast Food Restaurant  Comfort Food Restaurant            Comic Shop   \n",
       "90      Doner Restaurant             Dessert Shop    Dim Sum Restaurant   \n",
       "98   Dumpling Restaurant                    Diner        Discount Store   \n",
       "\n",
       "   7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "14                 Diner        Discount Store               Dog Run   \n",
       "23               Dog Run      Doner Restaurant            Donut Shop   \n",
       "25               Dog Run      Doner Restaurant            Donut Shop   \n",
       "30               Dog Run      Doner Restaurant            Donut Shop   \n",
       "40               Dog Run      Doner Restaurant            Donut Shop   \n",
       "44        Discount Store               Dog Run      Doner Restaurant   \n",
       "48    Dim Sum Restaurant                 Diner        Discount Store   \n",
       "50        Discount Store               Dog Run      Doner Restaurant   \n",
       "64                 Diner        Discount Store               Dog Run   \n",
       "74           Event Space  Ethiopian Restaurant  Colombian Restaurant   \n",
       "90                 Diner        Discount Store               Dog Run   \n",
       "98               Dog Run      Doner Restaurant            Donut Shop   \n",
       "\n",
       "   10th Most Common Venue  \n",
       "14       Doner Restaurant  \n",
       "23              Drugstore  \n",
       "25          Women's Store  \n",
       "30              Drugstore  \n",
       "40              Drugstore  \n",
       "44              Drugstore  \n",
       "48                Dog Run  \n",
       "50             Donut Shop  \n",
       "64       Doner Restaurant  \n",
       "74    Empanada Restaurant  \n",
       "90             Donut Shop  \n",
       "98              Drugstore  "
      ]
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     "execution_count": 138,
     "metadata": {},
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       "                                          Neighborhood  Cluster Labels  \\\n",
       "100  Kingsview Village, Martin Grove Gardens, Richv...               4   \n",
       "\n",
       "    1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "100           Pizza Place                  Park     Mobile Phone Shop   \n",
       "\n",
       "    4th Most Common Venue 5th Most Common Venue 6th Most Common Venue  \\\n",
       "100         Women's Store            Donut Shop    Dim Sum Restaurant   \n",
       "\n",
       "    7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "100                 Diner        Discount Store               Dog Run   \n",
       "\n",
       "    10th Most Common Venue  \n",
       "100       Doner Restaurant  "
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       "      <td>94</td>\n",
       "      <td>Cloverdale, Islington, Martin Grove, Princess ...</td>\n",
       "      <td>5</td>\n",
       "      <td>Print Shop</td>\n",
       "      <td>Women's Store</td>\n",
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       "                                         Neighborhood  Cluster Labels  \\\n",
       "94  Cloverdale, Islington, Martin Grove, Princess ...               5   \n",
       "\n",
       "   1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "94            Print Shop         Women's Store            Donut Shop   \n",
       "\n",
       "   4th Most Common Venue 5th Most Common Venue 6th Most Common Venue  \\\n",
       "94    Dim Sum Restaurant                 Diner        Discount Store   \n",
       "\n",
       "   7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "94               Dog Run      Doner Restaurant             Drugstore   \n",
       "\n",
       "   10th Most Common Venue  \n",
       "94       Department Store  "
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