The_Battle_of_Neighborhoods-Week_2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Capstone Project - The Battle of Neighborhoods (Week 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Install & import necessary libaries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: geocoder in c:\\users\\nikko\\anaconda3\\lib\\site-packages (1.38.1)\n",
      "Requirement already satisfied: click in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from geocoder) (6.7)\n",
      "Requirement already satisfied: six in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from geocoder) (1.11.0)\n",
      "Requirement already satisfied: requests in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from geocoder) (2.18.4)\n",
      "Requirement already satisfied: ratelim in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from geocoder) (0.1.6)\n",
      "Requirement already satisfied: future in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from geocoder) (0.18.2)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from requests->geocoder) (3.0.4)\n",
      "Requirement already satisfied: idna<2.7,>=2.5 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from requests->geocoder) (2.6)\n",
      "Requirement already satisfied: urllib3<1.23,>=1.21.1 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from requests->geocoder) (1.22)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from requests->geocoder) (2020.4.5.1)\n",
      "Requirement already satisfied: decorator in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from ratelim->geocoder) (4.3.0)\n",
      "Requirement already satisfied: folium in c:\\users\\nikko\\anaconda3\\lib\\site-packages (0.10.1)\n",
      "Requirement already satisfied: numpy in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from folium) (1.14.3)\n",
      "Requirement already satisfied: jinja2>=2.9 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from folium) (2.10)\n",
      "Requirement already satisfied: requests in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from folium) (2.18.4)\n",
      "Requirement already satisfied: branca>=0.3.0 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from folium) (0.4.0)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from jinja2>=2.9->folium) (1.0)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from requests->folium) (3.0.4)\n",
      "Requirement already satisfied: idna<2.7,>=2.5 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from requests->folium) (2.6)\n",
      "Requirement already satisfied: urllib3<1.23,>=1.21.1 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from requests->folium) (1.22)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from requests->folium) (2020.4.5.1)\n",
      "Requirement already satisfied: six in c:\\users\\nikko\\anaconda3\\lib\\site-packages (from branca>=0.3.0->folium) (1.11.0)\n",
      "Libaries installed\n"
     ]
    }
   ],
   "source": [
    "!pip install geocoder\n",
    "!pip install folium\n",
    "\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import geocoder\n",
    "import folium\n",
    "import requests\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "import json\n",
    "import xml\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "from pandas.io.json import json_normalize \n",
    "from sklearn.cluster import KMeans\n",
    "from geopy.geocoders import Nominatim \n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "\n",
    "print(\"Libaries installed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scrape & clean data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\"\n",
    "extracting_data = requests.get(url).text\n",
    "Canada_data = BeautifulSoup(extracting_data, 'lxml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postalcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Malvern / Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge Hill / Port Union / Highland Creek</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood / Morningside / West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Kennedy Park / Ionview / East Birchmount Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Golden Mile / Clairlea / Oakridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffside / Cliffcrest / Scarborough Village West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff / Cliffside West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park / Wexford Heights / Scarborough To...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Wexford / Maryvale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners / Tam O'Shanter / Sullivan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Milliken / Agincourt North / Steeles East / L'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Steeles West / L'Amoreaux West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M2P</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park / York University</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M3K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M3L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M3M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M3N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Parkview Hill / Woodbine Gardens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M4C</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>M4G</td>\n",
       "      <td>East York</td>\n",
       "      <td>Leaside</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>M4H</td>\n",
       "      <td>East York</td>\n",
       "      <td>Thorncliffe Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>M4J</td>\n",
       "      <td>East York</td>\n",
       "      <td>East Toronto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West / Riverdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>India Bazaar / The Beaches West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>M4P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>M4R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>M4S</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park / Summerhill East</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Summerhill West / Rathnelly / South Hill / For...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town / Cabbagetown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Garden District, Ryerson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>M5H</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Richmond / Adelaide / King</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East / Union Station / Toronto Is...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Toronto Dominion Centre / Design Exchange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court / Victoria Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>M5M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>M5N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North &amp; West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex / North Midtown / Yorkville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto / Harbord</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Kensington Market / Chinatown / Grange Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower / King and Spadina / Railway Lands / ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place / Underground city</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>M6B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M6C</td>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M6E</td>\n",
       "      <td>York</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dufferin / Dovercourt Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal / Trinity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton / Parkdale Village / Exhibition Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray / Mount Dennis / Keelsdale and Silvert...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6N</td>\n",
       "      <td>York</td>\n",
       "      <td>Runnymede / The Junction North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park / The Junction South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale / Roncesvalles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede / Swansea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M7R</td>\n",
       "      <td>Mississauga</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing CentrE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>New Toronto / Mimico South / Humber Bay Shores</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood / Long Branch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway / Montgomery Road  / Old Mill North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Old Mill South / King's Mill Park / Sunnylea /...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Mimico NW / The Queensway West / South of Bloo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>West Deane Park / Princess Gardens / Martin Gr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Eringate / Bloordale Gardens / Old Burnhamthor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humberlea / Emery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M9N</td>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M9P</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Westmount</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village / St. Phillips / Martin Grov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>South Steeles / Silverstone / Humbergate / Jam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M9W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postalcode           Borough  \\\n",
       "0          M1B       Scarborough   \n",
       "1          M1C       Scarborough   \n",
       "2          M1E       Scarborough   \n",
       "3          M1G       Scarborough   \n",
       "4          M1H       Scarborough   \n",
       "5          M1J       Scarborough   \n",
       "6          M1K       Scarborough   \n",
       "7          M1L       Scarborough   \n",
       "8          M1M       Scarborough   \n",
       "9          M1N       Scarborough   \n",
       "10         M1P       Scarborough   \n",
       "11         M1R       Scarborough   \n",
       "12         M1S       Scarborough   \n",
       "13         M1T       Scarborough   \n",
       "14         M1V       Scarborough   \n",
       "15         M1W       Scarborough   \n",
       "16         M1X       Scarborough   \n",
       "17         M2H        North York   \n",
       "18         M2J        North York   \n",
       "19         M2K        North York   \n",
       "20         M2L        North York   \n",
       "21         M2M        North York   \n",
       "22         M2N        North York   \n",
       "23         M2P        North York   \n",
       "24         M2R        North York   \n",
       "25         M3A        North York   \n",
       "26         M3B        North York   \n",
       "27         M3C        North York   \n",
       "28         M3H        North York   \n",
       "29         M3J        North York   \n",
       "30         M3K        North York   \n",
       "31         M3L        North York   \n",
       "32         M3M        North York   \n",
       "33         M3N        North York   \n",
       "34         M4A        North York   \n",
       "35         M4B         East York   \n",
       "36         M4C         East York   \n",
       "37         M4E      East Toronto   \n",
       "38         M4G         East York   \n",
       "39         M4H         East York   \n",
       "40         M4J         East York   \n",
       "41         M4K      East Toronto   \n",
       "42         M4L      East Toronto   \n",
       "43         M4M      East Toronto   \n",
       "44         M4N   Central Toronto   \n",
       "45         M4P   Central Toronto   \n",
       "46         M4R   Central Toronto   \n",
       "47         M4S   Central Toronto   \n",
       "48         M4T   Central Toronto   \n",
       "49         M4V   Central Toronto   \n",
       "50         M4W  Downtown Toronto   \n",
       "51         M4X  Downtown Toronto   \n",
       "52         M4Y  Downtown Toronto   \n",
       "53         M5A  Downtown Toronto   \n",
       "54         M5B  Downtown Toronto   \n",
       "55         M5C  Downtown Toronto   \n",
       "56         M5E  Downtown Toronto   \n",
       "57         M5G  Downtown Toronto   \n",
       "58         M5H  Downtown Toronto   \n",
       "59         M5J  Downtown Toronto   \n",
       "60         M5K  Downtown Toronto   \n",
       "61         M5L  Downtown Toronto   \n",
       "62         M5M        North York   \n",
       "63         M5N   Central Toronto   \n",
       "64         M5P   Central Toronto   \n",
       "65         M5R   Central Toronto   \n",
       "66         M5S  Downtown Toronto   \n",
       "67         M5T  Downtown Toronto   \n",
       "68         M5V  Downtown Toronto   \n",
       "69         M5W  Downtown Toronto   \n",
       "70         M5X  Downtown Toronto   \n",
       "71         M6A        North York   \n",
       "72         M6B        North York   \n",
       "73         M6C              York   \n",
       "74         M6E              York   \n",
       "75         M6G  Downtown Toronto   \n",
       "76         M6H      West Toronto   \n",
       "77         M6J      West Toronto   \n",
       "78         M6K      West Toronto   \n",
       "79         M6L        North York   \n",
       "80         M6M              York   \n",
       "81         M6N              York   \n",
       "82         M6P      West Toronto   \n",
       "83         M6R      West Toronto   \n",
       "84         M6S      West Toronto   \n",
       "85         M7A  Downtown Toronto   \n",
       "86         M7R       Mississauga   \n",
       "87         M7Y      East Toronto   \n",
       "88         M8V         Etobicoke   \n",
       "89         M8W         Etobicoke   \n",
       "90         M8X         Etobicoke   \n",
       "91         M8Y         Etobicoke   \n",
       "92         M8Z         Etobicoke   \n",
       "93         M9A         Etobicoke   \n",
       "94         M9B         Etobicoke   \n",
       "95         M9C         Etobicoke   \n",
       "96         M9L        North York   \n",
       "97         M9M        North York   \n",
       "98         M9N              York   \n",
       "99         M9P         Etobicoke   \n",
       "100        M9R         Etobicoke   \n",
       "101        M9V         Etobicoke   \n",
       "102        M9W         Etobicoke   \n",
       "\n",
       "                                          Neighborhood  \n",
       "0                                      Malvern / Rouge  \n",
       "1             Rouge Hill / Port Union / Highland Creek  \n",
       "2                  Guildwood / Morningside / West Hill  \n",
       "3                                               Woburn  \n",
       "4                                            Cedarbrae  \n",
       "5                                  Scarborough Village  \n",
       "6        Kennedy Park / Ionview / East Birchmount Park  \n",
       "7                    Golden Mile / Clairlea / Oakridge  \n",
       "8    Cliffside / Cliffcrest / Scarborough Village West  \n",
       "9                         Birch Cliff / Cliffside West  \n",
       "10   Dorset Park / Wexford Heights / Scarborough To...  \n",
       "11                                  Wexford / Maryvale  \n",
       "12                                           Agincourt  \n",
       "13           Clarks Corners / Tam O'Shanter / Sullivan  \n",
       "14   Milliken / Agincourt North / Steeles East / L'...  \n",
       "15                      Steeles West / L'Amoreaux West  \n",
       "16                                         Upper Rouge  \n",
       "17                                   Hillcrest Village  \n",
       "18                      Fairview / Henry Farm / Oriole  \n",
       "19                                     Bayview Village  \n",
       "20                           York Mills / Silver Hills  \n",
       "21                            Willowdale / Newtonbrook  \n",
       "22                                          Willowdale  \n",
       "23                                     York Mills West  \n",
       "24                                          Willowdale  \n",
       "25                                           Parkwoods  \n",
       "26                                           Don Mills  \n",
       "27                                           Don Mills  \n",
       "28   Bathurst Manor / Wilson Heights / Downsview North  \n",
       "29                    Northwood Park / York University  \n",
       "30                                           Downsview  \n",
       "31                                           Downsview  \n",
       "32                                           Downsview  \n",
       "33                                           Downsview  \n",
       "34                                    Victoria Village  \n",
       "35                    Parkview Hill / Woodbine Gardens  \n",
       "36                                    Woodbine Heights  \n",
       "37                                         The Beaches  \n",
       "38                                             Leaside  \n",
       "39                                    Thorncliffe Park  \n",
       "40                                        East Toronto  \n",
       "41                       The Danforth West / Riverdale  \n",
       "42                     India Bazaar / The Beaches West  \n",
       "43                                     Studio District  \n",
       "44                                       Lawrence Park  \n",
       "45                                    Davisville North  \n",
       "46                                  North Toronto West  \n",
       "47                                          Davisville  \n",
       "48                        Moore Park / Summerhill East  \n",
       "49   Summerhill West / Rathnelly / South Hill / For...  \n",
       "50                                            Rosedale  \n",
       "51                        St. James Town / Cabbagetown  \n",
       "52                                Church and Wellesley  \n",
       "53                          Regent Park / Harbourfront  \n",
       "54                            Garden District, Ryerson  \n",
       "55                                      St. James Town  \n",
       "56                                         Berczy Park  \n",
       "57                                  Central Bay Street  \n",
       "58                          Richmond / Adelaide / King  \n",
       "59   Harbourfront East / Union Station / Toronto Is...  \n",
       "60           Toronto Dominion Centre / Design Exchange  \n",
       "61                     Commerce Court / Victoria Hotel  \n",
       "62                  Bedford Park / Lawrence Manor East  \n",
       "63                                            Roselawn  \n",
       "64                            Forest Hill North & West  \n",
       "65               The Annex / North Midtown / Yorkville  \n",
       "66                     University of Toronto / Harbord  \n",
       "67         Kensington Market / Chinatown / Grange Park  \n",
       "68   CN Tower / King and Spadina / Railway Lands / ...  \n",
       "69                                      Stn A PO Boxes  \n",
       "70             First Canadian Place / Underground city  \n",
       "71                   Lawrence Manor / Lawrence Heights  \n",
       "72                                           Glencairn  \n",
       "73                                  Humewood-Cedarvale  \n",
       "74                                 Caledonia-Fairbanks  \n",
       "75                                            Christie  \n",
       "76                       Dufferin / Dovercourt Village  \n",
       "77                           Little Portugal / Trinity  \n",
       "78      Brockton / Parkdale Village / Exhibition Place  \n",
       "79          North Park / Maple Leaf Park / Upwood Park  \n",
       "80   Del Ray / Mount Dennis / Keelsdale and Silvert...  \n",
       "81                      Runnymede / The Junction North  \n",
       "82                      High Park / The Junction South  \n",
       "83                             Parkdale / Roncesvalles  \n",
       "84                                 Runnymede / Swansea  \n",
       "85        Queen's Park / Ontario Provincial Government  \n",
       "86               Canada Post Gateway Processing Centre  \n",
       "87               Business reply mail Processing CentrE  \n",
       "88      New Toronto / Mimico South / Humber Bay Shores  \n",
       "89                             Alderwood / Long Branch  \n",
       "90    The Kingsway / Montgomery Road  / Old Mill North  \n",
       "91   Old Mill South / King's Mill Park / Sunnylea /...  \n",
       "92   Mimico NW / The Queensway West / South of Bloo...  \n",
       "93                                    Islington Avenue  \n",
       "94   West Deane Park / Princess Gardens / Martin Gr...  \n",
       "95   Eringate / Bloordale Gardens / Old Burnhamthor...  \n",
       "96                                       Humber Summit  \n",
       "97                                   Humberlea / Emery  \n",
       "98                                              Weston  \n",
       "99                                           Westmount  \n",
       "100  Kingsview Village / St. Phillips / Martin Grov...  \n",
       "101  South Steeles / Silverstone / Humbergate / Jam...  \n",
       "102                                          Northwest  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# creat a new Dataframe\n",
    "column_names = ['Postalcode','Borough','Neighborhood']\n",
    "toronto = pd.DataFrame(columns = column_names)\n",
    "\n",
    "# loop through to find postcode, borough, neighborhood \n",
    "content = Canada_data.find('div', class_='mw-parser-output')\n",
    "table = content.table.tbody\n",
    "postcode = 0\n",
    "borough = 0\n",
    "neighborhood = 0\n",
    "\n",
    "for tr in table.find_all('tr'):\n",
    "    i = 0\n",
    "    for td in tr.find_all('td'):\n",
    "        if i == 0:\n",
    "            postcode = td.text.strip('\\n').replace(']','')\n",
    "            i = i + 1\n",
    "        elif i == 1:\n",
    "            borough = td.text.strip('\\n').replace(']','')\n",
    "            i = i + 1\n",
    "        elif i == 2: \n",
    "            neighborhood = td.text.strip('\\n').replace(']','')\n",
    "    toronto = toronto.append({'Postalcode': postcode,'Borough': borough,'Neighborhood': neighborhood},ignore_index=True)\n",
    "\n",
    "# clean dataframe \n",
    "toronto = toronto[toronto.Borough!='Not assigned']\n",
    "toronto = toronto[toronto.Borough!= 0]\n",
    "toronto.reset_index(drop = True, inplace = True)\n",
    "i = 0\n",
    "for i in range(0,toronto.shape[0]):\n",
    "    if toronto.iloc[i][2] == 'Not assigned':\n",
    "        toronto.iloc[i][2] = toronto.iloc[i][1]\n",
    "        i = i+1\n",
    "                                 \n",
    "df = toronto.groupby(['Postalcode','Borough'])['Neighborhood'].apply(', '.join).reset_index()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def neighborhood_list(grouped):    \n",
    "    return ', '.join(sorted(grouped['Neighborhood'].tolist()))\n",
    "                    \n",
    "grp = df.groupby(['Postalcode', 'Borough'])\n",
    "df2 = grp.apply(neighborhood_list).reset_index(name='Neighborhood')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(103, 3)\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>Postalcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Malvern / Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge Hill / Port Union / Highland Creek</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood / Morningside / West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Kennedy Park / Ionview / East Birchmount Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Golden Mile / Clairlea / Oakridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffside / Cliffcrest / Scarborough Village West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff / Cliffside West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park / Wexford Heights / Scarborough To...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Wexford / Maryvale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners / Tam O'Shanter / Sullivan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Milliken / Agincourt North / Steeles East / L'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Steeles West / L'Amoreaux West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M2P</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park / York University</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M3K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M3L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M3M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M3N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Parkview Hill / Woodbine Gardens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M4C</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>M4G</td>\n",
       "      <td>East York</td>\n",
       "      <td>Leaside</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>M4H</td>\n",
       "      <td>East York</td>\n",
       "      <td>Thorncliffe Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>M4J</td>\n",
       "      <td>East York</td>\n",
       "      <td>East Toronto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West / Riverdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>India Bazaar / The Beaches West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>M4P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>M4R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>M4S</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park / Summerhill East</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Summerhill West / Rathnelly / South Hill / For...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town / Cabbagetown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Garden District, Ryerson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>M5H</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Richmond / Adelaide / King</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East / Union Station / Toronto Is...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Toronto Dominion Centre / Design Exchange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court / Victoria Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>M5M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>M5N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North &amp; West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex / North Midtown / Yorkville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto / Harbord</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Kensington Market / Chinatown / Grange Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower / King and Spadina / Railway Lands / ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place / Underground city</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>M6B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M6C</td>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M6E</td>\n",
       "      <td>York</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dufferin / Dovercourt Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal / Trinity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton / Parkdale Village / Exhibition Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray / Mount Dennis / Keelsdale and Silvert...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6N</td>\n",
       "      <td>York</td>\n",
       "      <td>Runnymede / The Junction North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park / The Junction South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale / Roncesvalles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede / Swansea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M7R</td>\n",
       "      <td>Mississauga</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing CentrE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>New Toronto / Mimico South / Humber Bay Shores</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood / Long Branch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway / Montgomery Road  / Old Mill North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Old Mill South / King's Mill Park / Sunnylea /...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Mimico NW / The Queensway West / South of Bloo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>West Deane Park / Princess Gardens / Martin Gr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Eringate / Bloordale Gardens / Old Burnhamthor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humberlea / Emery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M9N</td>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M9P</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Westmount</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village / St. Phillips / Martin Grov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>South Steeles / Silverstone / Humbergate / Jam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M9W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postalcode           Borough  \\\n",
       "0          M1B       Scarborough   \n",
       "1          M1C       Scarborough   \n",
       "2          M1E       Scarborough   \n",
       "3          M1G       Scarborough   \n",
       "4          M1H       Scarborough   \n",
       "5          M1J       Scarborough   \n",
       "6          M1K       Scarborough   \n",
       "7          M1L       Scarborough   \n",
       "8          M1M       Scarborough   \n",
       "9          M1N       Scarborough   \n",
       "10         M1P       Scarborough   \n",
       "11         M1R       Scarborough   \n",
       "12         M1S       Scarborough   \n",
       "13         M1T       Scarborough   \n",
       "14         M1V       Scarborough   \n",
       "15         M1W       Scarborough   \n",
       "16         M1X       Scarborough   \n",
       "17         M2H        North York   \n",
       "18         M2J        North York   \n",
       "19         M2K        North York   \n",
       "20         M2L        North York   \n",
       "21         M2M        North York   \n",
       "22         M2N        North York   \n",
       "23         M2P        North York   \n",
       "24         M2R        North York   \n",
       "25         M3A        North York   \n",
       "26         M3B        North York   \n",
       "27         M3C        North York   \n",
       "28         M3H        North York   \n",
       "29         M3J        North York   \n",
       "30         M3K        North York   \n",
       "31         M3L        North York   \n",
       "32         M3M        North York   \n",
       "33         M3N        North York   \n",
       "34         M4A        North York   \n",
       "35         M4B         East York   \n",
       "36         M4C         East York   \n",
       "37         M4E      East Toronto   \n",
       "38         M4G         East York   \n",
       "39         M4H         East York   \n",
       "40         M4J         East York   \n",
       "41         M4K      East Toronto   \n",
       "42         M4L      East Toronto   \n",
       "43         M4M      East Toronto   \n",
       "44         M4N   Central Toronto   \n",
       "45         M4P   Central Toronto   \n",
       "46         M4R   Central Toronto   \n",
       "47         M4S   Central Toronto   \n",
       "48         M4T   Central Toronto   \n",
       "49         M4V   Central Toronto   \n",
       "50         M4W  Downtown Toronto   \n",
       "51         M4X  Downtown Toronto   \n",
       "52         M4Y  Downtown Toronto   \n",
       "53         M5A  Downtown Toronto   \n",
       "54         M5B  Downtown Toronto   \n",
       "55         M5C  Downtown Toronto   \n",
       "56         M5E  Downtown Toronto   \n",
       "57         M5G  Downtown Toronto   \n",
       "58         M5H  Downtown Toronto   \n",
       "59         M5J  Downtown Toronto   \n",
       "60         M5K  Downtown Toronto   \n",
       "61         M5L  Downtown Toronto   \n",
       "62         M5M        North York   \n",
       "63         M5N   Central Toronto   \n",
       "64         M5P   Central Toronto   \n",
       "65         M5R   Central Toronto   \n",
       "66         M5S  Downtown Toronto   \n",
       "67         M5T  Downtown Toronto   \n",
       "68         M5V  Downtown Toronto   \n",
       "69         M5W  Downtown Toronto   \n",
       "70         M5X  Downtown Toronto   \n",
       "71         M6A        North York   \n",
       "72         M6B        North York   \n",
       "73         M6C              York   \n",
       "74         M6E              York   \n",
       "75         M6G  Downtown Toronto   \n",
       "76         M6H      West Toronto   \n",
       "77         M6J      West Toronto   \n",
       "78         M6K      West Toronto   \n",
       "79         M6L        North York   \n",
       "80         M6M              York   \n",
       "81         M6N              York   \n",
       "82         M6P      West Toronto   \n",
       "83         M6R      West Toronto   \n",
       "84         M6S      West Toronto   \n",
       "85         M7A  Downtown Toronto   \n",
       "86         M7R       Mississauga   \n",
       "87         M7Y      East Toronto   \n",
       "88         M8V         Etobicoke   \n",
       "89         M8W         Etobicoke   \n",
       "90         M8X         Etobicoke   \n",
       "91         M8Y         Etobicoke   \n",
       "92         M8Z         Etobicoke   \n",
       "93         M9A         Etobicoke   \n",
       "94         M9B         Etobicoke   \n",
       "95         M9C         Etobicoke   \n",
       "96         M9L        North York   \n",
       "97         M9M        North York   \n",
       "98         M9N              York   \n",
       "99         M9P         Etobicoke   \n",
       "100        M9R         Etobicoke   \n",
       "101        M9V         Etobicoke   \n",
       "102        M9W         Etobicoke   \n",
       "\n",
       "                                          Neighborhood  \n",
       "0                                      Malvern / Rouge  \n",
       "1             Rouge Hill / Port Union / Highland Creek  \n",
       "2                  Guildwood / Morningside / West Hill  \n",
       "3                                               Woburn  \n",
       "4                                            Cedarbrae  \n",
       "5                                  Scarborough Village  \n",
       "6        Kennedy Park / Ionview / East Birchmount Park  \n",
       "7                    Golden Mile / Clairlea / Oakridge  \n",
       "8    Cliffside / Cliffcrest / Scarborough Village West  \n",
       "9                         Birch Cliff / Cliffside West  \n",
       "10   Dorset Park / Wexford Heights / Scarborough To...  \n",
       "11                                  Wexford / Maryvale  \n",
       "12                                           Agincourt  \n",
       "13           Clarks Corners / Tam O'Shanter / Sullivan  \n",
       "14   Milliken / Agincourt North / Steeles East / L'...  \n",
       "15                      Steeles West / L'Amoreaux West  \n",
       "16                                         Upper Rouge  \n",
       "17                                   Hillcrest Village  \n",
       "18                      Fairview / Henry Farm / Oriole  \n",
       "19                                     Bayview Village  \n",
       "20                           York Mills / Silver Hills  \n",
       "21                            Willowdale / Newtonbrook  \n",
       "22                                          Willowdale  \n",
       "23                                     York Mills West  \n",
       "24                                          Willowdale  \n",
       "25                                           Parkwoods  \n",
       "26                                           Don Mills  \n",
       "27                                           Don Mills  \n",
       "28   Bathurst Manor / Wilson Heights / Downsview North  \n",
       "29                    Northwood Park / York University  \n",
       "30                                           Downsview  \n",
       "31                                           Downsview  \n",
       "32                                           Downsview  \n",
       "33                                           Downsview  \n",
       "34                                    Victoria Village  \n",
       "35                    Parkview Hill / Woodbine Gardens  \n",
       "36                                    Woodbine Heights  \n",
       "37                                         The Beaches  \n",
       "38                                             Leaside  \n",
       "39                                    Thorncliffe Park  \n",
       "40                                        East Toronto  \n",
       "41                       The Danforth West / Riverdale  \n",
       "42                     India Bazaar / The Beaches West  \n",
       "43                                     Studio District  \n",
       "44                                       Lawrence Park  \n",
       "45                                    Davisville North  \n",
       "46                                  North Toronto West  \n",
       "47                                          Davisville  \n",
       "48                        Moore Park / Summerhill East  \n",
       "49   Summerhill West / Rathnelly / South Hill / For...  \n",
       "50                                            Rosedale  \n",
       "51                        St. James Town / Cabbagetown  \n",
       "52                                Church and Wellesley  \n",
       "53                          Regent Park / Harbourfront  \n",
       "54                            Garden District, Ryerson  \n",
       "55                                      St. James Town  \n",
       "56                                         Berczy Park  \n",
       "57                                  Central Bay Street  \n",
       "58                          Richmond / Adelaide / King  \n",
       "59   Harbourfront East / Union Station / Toronto Is...  \n",
       "60           Toronto Dominion Centre / Design Exchange  \n",
       "61                     Commerce Court / Victoria Hotel  \n",
       "62                  Bedford Park / Lawrence Manor East  \n",
       "63                                            Roselawn  \n",
       "64                            Forest Hill North & West  \n",
       "65               The Annex / North Midtown / Yorkville  \n",
       "66                     University of Toronto / Harbord  \n",
       "67         Kensington Market / Chinatown / Grange Park  \n",
       "68   CN Tower / King and Spadina / Railway Lands / ...  \n",
       "69                                      Stn A PO Boxes  \n",
       "70             First Canadian Place / Underground city  \n",
       "71                   Lawrence Manor / Lawrence Heights  \n",
       "72                                           Glencairn  \n",
       "73                                  Humewood-Cedarvale  \n",
       "74                                 Caledonia-Fairbanks  \n",
       "75                                            Christie  \n",
       "76                       Dufferin / Dovercourt Village  \n",
       "77                           Little Portugal / Trinity  \n",
       "78      Brockton / Parkdale Village / Exhibition Place  \n",
       "79          North Park / Maple Leaf Park / Upwood Park  \n",
       "80   Del Ray / Mount Dennis / Keelsdale and Silvert...  \n",
       "81                      Runnymede / The Junction North  \n",
       "82                      High Park / The Junction South  \n",
       "83                             Parkdale / Roncesvalles  \n",
       "84                                 Runnymede / Swansea  \n",
       "85        Queen's Park / Ontario Provincial Government  \n",
       "86               Canada Post Gateway Processing Centre  \n",
       "87               Business reply mail Processing CentrE  \n",
       "88      New Toronto / Mimico South / Humber Bay Shores  \n",
       "89                             Alderwood / Long Branch  \n",
       "90    The Kingsway / Montgomery Road  / Old Mill North  \n",
       "91   Old Mill South / King's Mill Park / Sunnylea /...  \n",
       "92   Mimico NW / The Queensway West / South of Bloo...  \n",
       "93                                    Islington Avenue  \n",
       "94   West Deane Park / Princess Gardens / Martin Gr...  \n",
       "95   Eringate / Bloordale Gardens / Old Burnhamthor...  \n",
       "96                                       Humber Summit  \n",
       "97                                   Humberlea / Emery  \n",
       "98                                              Weston  \n",
       "99                                           Westmount  \n",
       "100  Kingsview Village / St. Phillips / Martin Grov...  \n",
       "101  South Steeles / Silverstone / Humbergate / Jam...  \n",
       "102                                          Northwest  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df2.shape)\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postalcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>103</td>\n",
       "      <td>10</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>M3N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Postalcode     Borough Neighborhood\n",
       "count         103         103          103\n",
       "unique        103          10           98\n",
       "top           M3N  North York    Downsview\n",
       "freq            1          24            4"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add dataframe latitude nad longitude data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[43.70941386000004, -79.36309957799995]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_latilong(postal_code):\n",
    "    lati_long_coords = None\n",
    "    while(lati_long_coords is None):\n",
    "        g = geocoder.arcgis('{}, Toronto, Ontario'.format(postal_code))\n",
    "        lati_long_coords = g.latlng\n",
    "    return lati_long_coords\n",
    "    \n",
    "get_latilong('M4G')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Retrieving Postal Code Co-ordinates\n",
    "postal_codes = df2['Postalcode']    \n",
    "coords = [ get_latilong(postal_code) for postal_code in postal_codes.tolist() ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adding Columns Latitude & Longitude\n",
    "df_coords = pd.DataFrame(coords, columns=['Latitude', 'Longitude'])\n",
    "df2['Latitude'] = df_coords['Latitude']\n",
    "df2['Longitude'] = df_coords['Longitude']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Geograpical Co-ordinate of Seattle,Washington are 43.7543263, -79.44911696639593.\n"
     ]
    }
   ],
   "source": [
    "address = 'North York,Toronto'\n",
    "\n",
    "geolocator = Nominatim()\n",
    "location = geolocator.geocode(address)\n",
    "latitude_x = location.latitude\n",
    "longitude_y = location.longitude\n",
    "print('The Geograpical Co-ordinate of Seattle,Washington are {}, {}.'.format(latitude_x, longitude_y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Malvern / Rouge</td>\n",
       "      <td>43.808626</td>\n",
       "      <td>-79.189913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge Hill / Port Union / Highland Creek</td>\n",
       "      <td>43.785779</td>\n",
       "      <td>-79.157368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood / Morningside / West Hill</td>\n",
       "      <td>43.765806</td>\n",
       "      <td>-79.185284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.771545</td>\n",
       "      <td>-79.218135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.768791</td>\n",
       "      <td>-79.238813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>43.744203</td>\n",
       "      <td>-79.228725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Kennedy Park / Ionview / East Birchmount Park</td>\n",
       "      <td>43.726881</td>\n",
       "      <td>-79.265694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Golden Mile / Clairlea / Oakridge</td>\n",
       "      <td>43.713340</td>\n",
       "      <td>-79.284942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffside / Cliffcrest / Scarborough Village West</td>\n",
       "      <td>43.723538</td>\n",
       "      <td>-79.228353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff / Cliffside West</td>\n",
       "      <td>43.696448</td>\n",
       "      <td>-79.265642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park / Wexford Heights / Scarborough To...</td>\n",
       "      <td>43.761310</td>\n",
       "      <td>-79.269940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Wexford / Maryvale</td>\n",
       "      <td>43.750043</td>\n",
       "      <td>-79.300537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>43.793930</td>\n",
       "      <td>-79.265694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners / Tam O'Shanter / Sullivan</td>\n",
       "      <td>43.784902</td>\n",
       "      <td>-79.304725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Milliken / Agincourt North / Steeles East / L'...</td>\n",
       "      <td>43.817998</td>\n",
       "      <td>-79.280887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Steeles West / L'Amoreaux West</td>\n",
       "      <td>43.800530</td>\n",
       "      <td>-79.321830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "      <td>43.834768</td>\n",
       "      <td>-79.204101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.802556</td>\n",
       "      <td>-79.356566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "      <td>43.780306</td>\n",
       "      <td>-79.348687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>43.780607</td>\n",
       "      <td>-79.376921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "      <td>43.749360</td>\n",
       "      <td>-79.380690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "      <td>43.791800</td>\n",
       "      <td>-79.406428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>43.769077</td>\n",
       "      <td>-79.413695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M2P</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>43.750260</td>\n",
       "      <td>-79.398355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>43.779912</td>\n",
       "      <td>-79.445229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.752935</td>\n",
       "      <td>-79.335641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>43.748900</td>\n",
       "      <td>-79.357220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>43.722143</td>\n",
       "      <td>-79.352023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "      <td>43.757394</td>\n",
       "      <td>-79.442394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park / York University</td>\n",
       "      <td>43.764872</td>\n",
       "      <td>-79.492497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M3K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>43.739101</td>\n",
       "      <td>-79.467631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M3L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>43.729992</td>\n",
       "      <td>-79.512027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M3M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>43.733220</td>\n",
       "      <td>-79.497700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M3N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>43.755819</td>\n",
       "      <td>-79.519973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.728102</td>\n",
       "      <td>-79.311890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Parkview Hill / Woodbine Gardens</td>\n",
       "      <td>43.707193</td>\n",
       "      <td>-79.311529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M4C</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Heights</td>\n",
       "      <td>43.689740</td>\n",
       "      <td>-79.308507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.678148</td>\n",
       "      <td>-79.295349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>M4G</td>\n",
       "      <td>East York</td>\n",
       "      <td>Leaside</td>\n",
       "      <td>43.709414</td>\n",
       "      <td>-79.363100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>M4H</td>\n",
       "      <td>East York</td>\n",
       "      <td>Thorncliffe Park</td>\n",
       "      <td>43.702072</td>\n",
       "      <td>-79.351614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>M4J</td>\n",
       "      <td>East York</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>43.687046</td>\n",
       "      <td>-79.333890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West / Riverdale</td>\n",
       "      <td>43.683424</td>\n",
       "      <td>-79.354564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>India Bazaar / The Beaches West</td>\n",
       "      <td>43.668291</td>\n",
       "      <td>-79.315578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.648000</td>\n",
       "      <td>-79.339260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.729455</td>\n",
       "      <td>-79.386415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>M4P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>43.713171</td>\n",
       "      <td>-79.388870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>M4R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>43.714139</td>\n",
       "      <td>-79.406456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>M4S</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "      <td>43.703327</td>\n",
       "      <td>-79.385649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park / Summerhill East</td>\n",
       "      <td>43.690328</td>\n",
       "      <td>-79.383522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Summerhill West / Rathnelly / South Hill / For...</td>\n",
       "      <td>43.686378</td>\n",
       "      <td>-79.402372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "      <td>43.681893</td>\n",
       "      <td>-79.376706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town / Cabbagetown</td>\n",
       "      <td>43.667656</td>\n",
       "      <td>-79.367326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>43.666659</td>\n",
       "      <td>-79.381472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "      <td>43.650964</td>\n",
       "      <td>-79.353041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Garden District, Ryerson</td>\n",
       "      <td>43.657491</td>\n",
       "      <td>-79.377529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>43.651734</td>\n",
       "      <td>-79.375554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>43.645196</td>\n",
       "      <td>-79.373855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>43.656072</td>\n",
       "      <td>-79.385653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>M5H</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Richmond / Adelaide / King</td>\n",
       "      <td>43.650542</td>\n",
       "      <td>-79.384116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East / Union Station / Toronto Is...</td>\n",
       "      <td>43.623750</td>\n",
       "      <td>-79.369200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Toronto Dominion Centre / Design Exchange</td>\n",
       "      <td>43.646923</td>\n",
       "      <td>-79.381626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court / Victoria Hotel</td>\n",
       "      <td>43.648283</td>\n",
       "      <td>-79.378750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>M5M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "      <td>43.735447</td>\n",
       "      <td>-79.417944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>M5N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "      <td>43.710634</td>\n",
       "      <td>-79.418748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North &amp; West</td>\n",
       "      <td>43.694460</td>\n",
       "      <td>-79.410280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex / North Midtown / Yorkville</td>\n",
       "      <td>43.674911</td>\n",
       "      <td>-79.403940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto / Harbord</td>\n",
       "      <td>43.663281</td>\n",
       "      <td>-79.398088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Kensington Market / Chinatown / Grange Park</td>\n",
       "      <td>43.653497</td>\n",
       "      <td>-79.397410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower / King and Spadina / Railway Lands / ...</td>\n",
       "      <td>43.640539</td>\n",
       "      <td>-79.397435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "      <td>43.648700</td>\n",
       "      <td>-79.385450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place / Underground city</td>\n",
       "      <td>43.648269</td>\n",
       "      <td>-79.381884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "      <td>43.723265</td>\n",
       "      <td>-79.451211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>M6B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "      <td>43.707279</td>\n",
       "      <td>-79.447500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M6C</td>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "      <td>43.691730</td>\n",
       "      <td>-79.430013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M6E</td>\n",
       "      <td>York</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>43.689118</td>\n",
       "      <td>-79.450650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>43.668602</td>\n",
       "      <td>-79.420387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dufferin / Dovercourt Village</td>\n",
       "      <td>43.664910</td>\n",
       "      <td>-79.438664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal / Trinity</td>\n",
       "      <td>43.648636</td>\n",
       "      <td>-79.417752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton / Parkdale Village / Exhibition Place</td>\n",
       "      <td>43.639922</td>\n",
       "      <td>-79.431240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "      <td>43.713530</td>\n",
       "      <td>-79.488724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray / Mount Dennis / Keelsdale and Silvert...</td>\n",
       "      <td>43.695075</td>\n",
       "      <td>-79.487179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6N</td>\n",
       "      <td>York</td>\n",
       "      <td>Runnymede / The Junction North</td>\n",
       "      <td>43.676856</td>\n",
       "      <td>-79.478691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park / The Junction South</td>\n",
       "      <td>43.658720</td>\n",
       "      <td>-79.463150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale / Roncesvalles</td>\n",
       "      <td>43.647840</td>\n",
       "      <td>-79.448388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede / Swansea</td>\n",
       "      <td>43.649725</td>\n",
       "      <td>-79.482692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "      <td>43.661790</td>\n",
       "      <td>-79.389390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M7R</td>\n",
       "      <td>Mississauga</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>43.648690</td>\n",
       "      <td>-79.385440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing CentrE</td>\n",
       "      <td>43.648700</td>\n",
       "      <td>-79.385450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>New Toronto / Mimico South / Humber Bay Shores</td>\n",
       "      <td>43.610075</td>\n",
       "      <td>-79.499751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood / Long Branch</td>\n",
       "      <td>43.600895</td>\n",
       "      <td>-79.540387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway / Montgomery Road  / Old Mill North</td>\n",
       "      <td>43.653340</td>\n",
       "      <td>-79.509766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Old Mill South / King's Mill Park / Sunnylea /...</td>\n",
       "      <td>43.632798</td>\n",
       "      <td>-79.493017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Mimico NW / The Queensway West / South of Bloo...</td>\n",
       "      <td>43.625490</td>\n",
       "      <td>-79.526000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "      <td>43.667481</td>\n",
       "      <td>-79.528953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>West Deane Park / Princess Gardens / Martin Gr...</td>\n",
       "      <td>43.650023</td>\n",
       "      <td>-79.554089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Eringate / Bloordale Gardens / Old Burnhamthor...</td>\n",
       "      <td>43.637813</td>\n",
       "      <td>-79.576484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>43.759381</td>\n",
       "      <td>-79.557174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humberlea / Emery</td>\n",
       "      <td>43.733682</td>\n",
       "      <td>-79.544381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M9N</td>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "      <td>43.705496</td>\n",
       "      <td>-79.520370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M9P</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Westmount</td>\n",
       "      <td>43.696296</td>\n",
       "      <td>-79.533126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village / St. Phillips / Martin Grov...</td>\n",
       "      <td>43.686887</td>\n",
       "      <td>-79.565507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>South Steeles / Silverstone / Humbergate / Jam...</td>\n",
       "      <td>43.744055</td>\n",
       "      <td>-79.581203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M9W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest</td>\n",
       "      <td>43.711615</td>\n",
       "      <td>-79.588351</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postalcode           Borough  \\\n",
       "0          M1B       Scarborough   \n",
       "1          M1C       Scarborough   \n",
       "2          M1E       Scarborough   \n",
       "3          M1G       Scarborough   \n",
       "4          M1H       Scarborough   \n",
       "5          M1J       Scarborough   \n",
       "6          M1K       Scarborough   \n",
       "7          M1L       Scarborough   \n",
       "8          M1M       Scarborough   \n",
       "9          M1N       Scarborough   \n",
       "10         M1P       Scarborough   \n",
       "11         M1R       Scarborough   \n",
       "12         M1S       Scarborough   \n",
       "13         M1T       Scarborough   \n",
       "14         M1V       Scarborough   \n",
       "15         M1W       Scarborough   \n",
       "16         M1X       Scarborough   \n",
       "17         M2H        North York   \n",
       "18         M2J        North York   \n",
       "19         M2K        North York   \n",
       "20         M2L        North York   \n",
       "21         M2M        North York   \n",
       "22         M2N        North York   \n",
       "23         M2P        North York   \n",
       "24         M2R        North York   \n",
       "25         M3A        North York   \n",
       "26         M3B        North York   \n",
       "27         M3C        North York   \n",
       "28         M3H        North York   \n",
       "29         M3J        North York   \n",
       "30         M3K        North York   \n",
       "31         M3L        North York   \n",
       "32         M3M        North York   \n",
       "33         M3N        North York   \n",
       "34         M4A        North York   \n",
       "35         M4B         East York   \n",
       "36         M4C         East York   \n",
       "37         M4E      East Toronto   \n",
       "38         M4G         East York   \n",
       "39         M4H         East York   \n",
       "40         M4J         East York   \n",
       "41         M4K      East Toronto   \n",
       "42         M4L      East Toronto   \n",
       "43         M4M      East Toronto   \n",
       "44         M4N   Central Toronto   \n",
       "45         M4P   Central Toronto   \n",
       "46         M4R   Central Toronto   \n",
       "47         M4S   Central Toronto   \n",
       "48         M4T   Central Toronto   \n",
       "49         M4V   Central Toronto   \n",
       "50         M4W  Downtown Toronto   \n",
       "51         M4X  Downtown Toronto   \n",
       "52         M4Y  Downtown Toronto   \n",
       "53         M5A  Downtown Toronto   \n",
       "54         M5B  Downtown Toronto   \n",
       "55         M5C  Downtown Toronto   \n",
       "56         M5E  Downtown Toronto   \n",
       "57         M5G  Downtown Toronto   \n",
       "58         M5H  Downtown Toronto   \n",
       "59         M5J  Downtown Toronto   \n",
       "60         M5K  Downtown Toronto   \n",
       "61         M5L  Downtown Toronto   \n",
       "62         M5M        North York   \n",
       "63         M5N   Central Toronto   \n",
       "64         M5P   Central Toronto   \n",
       "65         M5R   Central Toronto   \n",
       "66         M5S  Downtown Toronto   \n",
       "67         M5T  Downtown Toronto   \n",
       "68         M5V  Downtown Toronto   \n",
       "69         M5W  Downtown Toronto   \n",
       "70         M5X  Downtown Toronto   \n",
       "71         M6A        North York   \n",
       "72         M6B        North York   \n",
       "73         M6C              York   \n",
       "74         M6E              York   \n",
       "75         M6G  Downtown Toronto   \n",
       "76         M6H      West Toronto   \n",
       "77         M6J      West Toronto   \n",
       "78         M6K      West Toronto   \n",
       "79         M6L        North York   \n",
       "80         M6M              York   \n",
       "81         M6N              York   \n",
       "82         M6P      West Toronto   \n",
       "83         M6R      West Toronto   \n",
       "84         M6S      West Toronto   \n",
       "85         M7A  Downtown Toronto   \n",
       "86         M7R       Mississauga   \n",
       "87         M7Y      East Toronto   \n",
       "88         M8V         Etobicoke   \n",
       "89         M8W         Etobicoke   \n",
       "90         M8X         Etobicoke   \n",
       "91         M8Y         Etobicoke   \n",
       "92         M8Z         Etobicoke   \n",
       "93         M9A         Etobicoke   \n",
       "94         M9B         Etobicoke   \n",
       "95         M9C         Etobicoke   \n",
       "96         M9L        North York   \n",
       "97         M9M        North York   \n",
       "98         M9N              York   \n",
       "99         M9P         Etobicoke   \n",
       "100        M9R         Etobicoke   \n",
       "101        M9V         Etobicoke   \n",
       "102        M9W         Etobicoke   \n",
       "\n",
       "                                          Neighborhood   Latitude  Longitude  \n",
       "0                                      Malvern / Rouge  43.808626 -79.189913  \n",
       "1             Rouge Hill / Port Union / Highland Creek  43.785779 -79.157368  \n",
       "2                  Guildwood / Morningside / West Hill  43.765806 -79.185284  \n",
       "3                                               Woburn  43.771545 -79.218135  \n",
       "4                                            Cedarbrae  43.768791 -79.238813  \n",
       "5                                  Scarborough Village  43.744203 -79.228725  \n",
       "6        Kennedy Park / Ionview / East Birchmount Park  43.726881 -79.265694  \n",
       "7                    Golden Mile / Clairlea / Oakridge  43.713340 -79.284942  \n",
       "8    Cliffside / Cliffcrest / Scarborough Village West  43.723538 -79.228353  \n",
       "9                         Birch Cliff / Cliffside West  43.696448 -79.265642  \n",
       "10   Dorset Park / Wexford Heights / Scarborough To...  43.761310 -79.269940  \n",
       "11                                  Wexford / Maryvale  43.750043 -79.300537  \n",
       "12                                           Agincourt  43.793930 -79.265694  \n",
       "13           Clarks Corners / Tam O'Shanter / Sullivan  43.784902 -79.304725  \n",
       "14   Milliken / Agincourt North / Steeles East / L'...  43.817998 -79.280887  \n",
       "15                      Steeles West / L'Amoreaux West  43.800530 -79.321830  \n",
       "16                                         Upper Rouge  43.834768 -79.204101  \n",
       "17                                   Hillcrest Village  43.802556 -79.356566  \n",
       "18                      Fairview / Henry Farm / Oriole  43.780306 -79.348687  \n",
       "19                                     Bayview Village  43.780607 -79.376921  \n",
       "20                           York Mills / Silver Hills  43.749360 -79.380690  \n",
       "21                            Willowdale / Newtonbrook  43.791800 -79.406428  \n",
       "22                                          Willowdale  43.769077 -79.413695  \n",
       "23                                     York Mills West  43.750260 -79.398355  \n",
       "24                                          Willowdale  43.779912 -79.445229  \n",
       "25                                           Parkwoods  43.752935 -79.335641  \n",
       "26                                           Don Mills  43.748900 -79.357220  \n",
       "27                                           Don Mills  43.722143 -79.352023  \n",
       "28   Bathurst Manor / Wilson Heights / Downsview North  43.757394 -79.442394  \n",
       "29                    Northwood Park / York University  43.764872 -79.492497  \n",
       "30                                           Downsview  43.739101 -79.467631  \n",
       "31                                           Downsview  43.729992 -79.512027  \n",
       "32                                           Downsview  43.733220 -79.497700  \n",
       "33                                           Downsview  43.755819 -79.519973  \n",
       "34                                    Victoria Village  43.728102 -79.311890  \n",
       "35                    Parkview Hill / Woodbine Gardens  43.707193 -79.311529  \n",
       "36                                    Woodbine Heights  43.689740 -79.308507  \n",
       "37                                         The Beaches  43.678148 -79.295349  \n",
       "38                                             Leaside  43.709414 -79.363100  \n",
       "39                                    Thorncliffe Park  43.702072 -79.351614  \n",
       "40                                        East Toronto  43.687046 -79.333890  \n",
       "41                       The Danforth West / Riverdale  43.683424 -79.354564  \n",
       "42                     India Bazaar / The Beaches West  43.668291 -79.315578  \n",
       "43                                     Studio District  43.648000 -79.339260  \n",
       "44                                       Lawrence Park  43.729455 -79.386415  \n",
       "45                                    Davisville North  43.713171 -79.388870  \n",
       "46                                  North Toronto West  43.714139 -79.406456  \n",
       "47                                          Davisville  43.703327 -79.385649  \n",
       "48                        Moore Park / Summerhill East  43.690328 -79.383522  \n",
       "49   Summerhill West / Rathnelly / South Hill / For...  43.686378 -79.402372  \n",
       "50                                            Rosedale  43.681893 -79.376706  \n",
       "51                        St. James Town / Cabbagetown  43.667656 -79.367326  \n",
       "52                                Church and Wellesley  43.666659 -79.381472  \n",
       "53                          Regent Park / Harbourfront  43.650964 -79.353041  \n",
       "54                            Garden District, Ryerson  43.657491 -79.377529  \n",
       "55                                      St. James Town  43.651734 -79.375554  \n",
       "56                                         Berczy Park  43.645196 -79.373855  \n",
       "57                                  Central Bay Street  43.656072 -79.385653  \n",
       "58                          Richmond / Adelaide / King  43.650542 -79.384116  \n",
       "59   Harbourfront East / Union Station / Toronto Is...  43.623750 -79.369200  \n",
       "60           Toronto Dominion Centre / Design Exchange  43.646923 -79.381626  \n",
       "61                     Commerce Court / Victoria Hotel  43.648283 -79.378750  \n",
       "62                  Bedford Park / Lawrence Manor East  43.735447 -79.417944  \n",
       "63                                            Roselawn  43.710634 -79.418748  \n",
       "64                            Forest Hill North & West  43.694460 -79.410280  \n",
       "65               The Annex / North Midtown / Yorkville  43.674911 -79.403940  \n",
       "66                     University of Toronto / Harbord  43.663281 -79.398088  \n",
       "67         Kensington Market / Chinatown / Grange Park  43.653497 -79.397410  \n",
       "68   CN Tower / King and Spadina / Railway Lands / ...  43.640539 -79.397435  \n",
       "69                                      Stn A PO Boxes  43.648700 -79.385450  \n",
       "70             First Canadian Place / Underground city  43.648269 -79.381884  \n",
       "71                   Lawrence Manor / Lawrence Heights  43.723265 -79.451211  \n",
       "72                                           Glencairn  43.707279 -79.447500  \n",
       "73                                  Humewood-Cedarvale  43.691730 -79.430013  \n",
       "74                                 Caledonia-Fairbanks  43.689118 -79.450650  \n",
       "75                                            Christie  43.668602 -79.420387  \n",
       "76                       Dufferin / Dovercourt Village  43.664910 -79.438664  \n",
       "77                           Little Portugal / Trinity  43.648636 -79.417752  \n",
       "78      Brockton / Parkdale Village / Exhibition Place  43.639922 -79.431240  \n",
       "79          North Park / Maple Leaf Park / Upwood Park  43.713530 -79.488724  \n",
       "80   Del Ray / Mount Dennis / Keelsdale and Silvert...  43.695075 -79.487179  \n",
       "81                      Runnymede / The Junction North  43.676856 -79.478691  \n",
       "82                      High Park / The Junction South  43.658720 -79.463150  \n",
       "83                             Parkdale / Roncesvalles  43.647840 -79.448388  \n",
       "84                                 Runnymede / Swansea  43.649725 -79.482692  \n",
       "85        Queen's Park / Ontario Provincial Government  43.661790 -79.389390  \n",
       "86               Canada Post Gateway Processing Centre  43.648690 -79.385440  \n",
       "87               Business reply mail Processing CentrE  43.648700 -79.385450  \n",
       "88      New Toronto / Mimico South / Humber Bay Shores  43.610075 -79.499751  \n",
       "89                             Alderwood / Long Branch  43.600895 -79.540387  \n",
       "90    The Kingsway / Montgomery Road  / Old Mill North  43.653340 -79.509766  \n",
       "91   Old Mill South / King's Mill Park / Sunnylea /...  43.632798 -79.493017  \n",
       "92   Mimico NW / The Queensway West / South of Bloo...  43.625490 -79.526000  \n",
       "93                                    Islington Avenue  43.667481 -79.528953  \n",
       "94   West Deane Park / Princess Gardens / Martin Gr...  43.650023 -79.554089  \n",
       "95   Eringate / Bloordale Gardens / Old Burnhamthor...  43.637813 -79.576484  \n",
       "96                                       Humber Summit  43.759381 -79.557174  \n",
       "97                                   Humberlea / Emery  43.733682 -79.544381  \n",
       "98                                              Weston  43.705496 -79.520370  \n",
       "99                                           Westmount  43.696296 -79.533126  \n",
       "100  Kingsview Village / St. Phillips / Martin Grov...  43.686887 -79.565507  \n",
       "101  South Steeles / Silverstone / Humbergate / Jam...  43.744055 -79.581203  \n",
       "102                                          Northwest  43.711615 -79.588351  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create map of City Tornoto "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
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            popup_71f1b2dc36a143cdab23d13877176516.setContent(html_2c17d7e7c07446dd85ed3037a5c617f8);
        

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            popup_ff59874447764178ae31a9652864aab4.setContent(html_e014e4a2b4a342629556c8a96788f594);
        

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            popup_83fae1a2c1d7487b839b03280e947588.setContent(html_464b21a487024e1b8f25ef1d534ab631);
        

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            popup_3c700cdafb684e01a7823d40ce3d3314.setContent(html_0bcc4c8b998b40cebe0fade863efb982);
        

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            var circle_marker_02216d93bae546809785b523f255bdb2 = L.circleMarker(
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        circle_marker_0be445b71f8a42a9a28dc790e146ca39.bindPopup(popup_00cabc92789e479da3e382a17a040cc9)
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        circle_marker_7ffe82d880e24e799423694b762827f3.bindPopup(popup_de58b51fd0394ed88fe1e3ba5af858ee)
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        circle_marker_15bdca973e474f1abe00d3aa701e7a90.bindPopup(popup_25777bd900fb4f6bac811e56b941ed98)
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            var circle_marker_524d8633a3c34897bda2390f50bbb046 = L.circleMarker(
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            var circle_marker_8503304cb3a54252b1a954aab1de6663 = L.circleMarker(
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        var popup_b854d77bef9d4057ac47cde168d446e8 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_8503304cb3a54252b1a954aab1de6663.bindPopup(popup_b854d77bef9d4057ac47cde168d446e8)
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            var circle_marker_8a5a9790253143cd85aee147f6a429f7 = L.circleMarker(
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        var popup_a7e8795cfc8c4e8a93918290a5f98c68 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_8a5a9790253143cd85aee147f6a429f7.bindPopup(popup_a7e8795cfc8c4e8a93918290a5f98c68)
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            ).addTo(map_c7ff61d21a574fd7bfa6c9392fab06a7);
        
    
        var popup_23016ab2039c4c389b52eb154997cf6f = L.popup({"maxWidth": "100%"});

        
            var html_07bfaba2de8545cbbd71f1df2238ef48 = $(`<div id="html_07bfaba2de8545cbbd71f1df2238ef48" style="width: 100.0%; height: 100.0%;">CN Tower / King and Spadina / Railway Lands / Harbourfront West / Bathurst  Quay / South Niagara / Island airport</div>`)[0];
            popup_23016ab2039c4c389b52eb154997cf6f.setContent(html_07bfaba2de8545cbbd71f1df2238ef48);
        

        circle_marker_15d3bb3924134c2d874a89e2e83d80a3.bindPopup(popup_23016ab2039c4c389b52eb154997cf6f)
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            var circle_marker_21fb20d480e14314abf819afbe726ec9 = L.circleMarker(
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        var popup_f687483e00d24328a59330ff176fe646 = L.popup({"maxWidth": "100%"});

        
            var html_f5b2cf0db9a04babaafdc89ab2757adc = $(`<div id="html_f5b2cf0db9a04babaafdc89ab2757adc" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes</div>`)[0];
            popup_f687483e00d24328a59330ff176fe646.setContent(html_f5b2cf0db9a04babaafdc89ab2757adc);
        

        circle_marker_21fb20d480e14314abf819afbe726ec9.bindPopup(popup_f687483e00d24328a59330ff176fe646)
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        var popup_4e619e67687c4d13a6c76ed6fe07f215 = L.popup({"maxWidth": "100%"});

        
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            popup_4e619e67687c4d13a6c76ed6fe07f215.setContent(html_c6a5768bea11446b952a77fe8ce84758);
        

        circle_marker_17825df69f4f4387a6b83dd9c11f406f.bindPopup(popup_4e619e67687c4d13a6c76ed6fe07f215)
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        var popup_759e65cff92841d1af823bd303486be8 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_ceb08b2fe20f4c5ba3f3d308b71b77e0.bindPopup(popup_759e65cff92841d1af823bd303486be8)
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        circle_marker_bc390c40f0ce4f61a74d9084d87f9733.bindPopup(popup_8678b84b788b4d5db4bfc74ab6d40226)
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        circle_marker_2c8d544ab3294b789d6c6de1e26acd0a.bindPopup(popup_1785f72ea6964ea8b90c83748955871f)
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        circle_marker_90dac169029045f6b364629d156e5785.bindPopup(popup_7017113722e14dbdb6613ee4d1e308f2)
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            popup_cce8bb021ac64cf79b49131c6e6b43e1.setContent(html_08d69ec2e25c42b38daec175f96f4fc8);
        

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            popup_362d25cd3ca84a098fd2acaac30985d3.setContent(html_aca385b85a98464d89f52f7c515bcd8f);
        

        circle_marker_0a41b361e80e49518bac915a689c04bb.bindPopup(popup_362d25cd3ca84a098fd2acaac30985d3)
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            popup_c3daecd2ca3e4c1aa8d5af4465820bb6.setContent(html_e6648ca64aad46b1a3a3b2b4db23adcb);
        

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            popup_989e67b022754256acedabe17134ff4c.setContent(html_10ea769f8a564398b6ab347273cea9c1);
        

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            var circle_marker_7e2b1b598a254399b5fa7ffe8b0f2d15 = L.circleMarker(
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            var html_e163b8f9188c4f43938abd991ec3f7d3 = $(`<div id="html_e163b8f9188c4f43938abd991ec3f7d3" style="width: 100.0%; height: 100.0%;">Islington Avenue</div>`)[0];
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        circle_marker_a5e94fc6cce947bdb3735863cc3be00b.bindPopup(popup_63c1a54d52af41298c107a361343f95f)
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            popup_015acefc9a154bd1ade3f6e3dcd1c9d9.setContent(html_227af4f723b2423c9e794b559dd64d28);
        

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            ).addTo(map_c7ff61d21a574fd7bfa6c9392fab06a7);
        
    
        var popup_6764a4a6e2a448bbbc30d59eb8554b60 = L.popup({"maxWidth": "100%"});

        
            var html_5b7b915e45bb4b4895bedf234535c625 = $(`<div id="html_5b7b915e45bb4b4895bedf234535c625" style="width: 100.0%; height: 100.0%;">Eringate / Bloordale Gardens / Old Burnhamthorpe / Markland Wood</div>`)[0];
            popup_6764a4a6e2a448bbbc30d59eb8554b60.setContent(html_5b7b915e45bb4b4895bedf234535c625);
        

        circle_marker_2af9fab36ebc4562ad841f4a2151ebfa.bindPopup(popup_6764a4a6e2a448bbbc30d59eb8554b60)
        ;

        
    
    
            var circle_marker_3e8cc2186e894e1abaac65c854bf1d3c = L.circleMarker(
                [43.75938139500005, -79.55717381699998],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c7ff61d21a574fd7bfa6c9392fab06a7);
        
    
        var popup_7d38b47e89ba4abc8c91bad28b83075b = L.popup({"maxWidth": "100%"});

        
            var html_5b5fe3a51fa44429a57909ed4a260253 = $(`<div id="html_5b5fe3a51fa44429a57909ed4a260253" style="width: 100.0%; height: 100.0%;">Humber Summit</div>`)[0];
            popup_7d38b47e89ba4abc8c91bad28b83075b.setContent(html_5b5fe3a51fa44429a57909ed4a260253);
        

        circle_marker_3e8cc2186e894e1abaac65c854bf1d3c.bindPopup(popup_7d38b47e89ba4abc8c91bad28b83075b)
        ;

        
    
    
            var circle_marker_3523f0d537e545f091bd2a81e4771e49 = L.circleMarker(
                [43.733682102000046, -79.54438077099996],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c7ff61d21a574fd7bfa6c9392fab06a7);
        
    
        var popup_ecb2a404d06349a99140b840dae26a3c = L.popup({"maxWidth": "100%"});

        
            var html_62b872a29e4545009812f88690f2efb3 = $(`<div id="html_62b872a29e4545009812f88690f2efb3" style="width: 100.0%; height: 100.0%;">Humberlea / Emery</div>`)[0];
            popup_ecb2a404d06349a99140b840dae26a3c.setContent(html_62b872a29e4545009812f88690f2efb3);
        

        circle_marker_3523f0d537e545f091bd2a81e4771e49.bindPopup(popup_ecb2a404d06349a99140b840dae26a3c)
        ;

        
    
    
            var circle_marker_5af9e77be8934172ba46fc2c40684155 = L.circleMarker(
                [43.70549635400005, -79.52037009099996],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c7ff61d21a574fd7bfa6c9392fab06a7);
        
    
        var popup_45a111c3e72d44dfb3d730479aeab38d = L.popup({"maxWidth": "100%"});

        
            var html_cfb3684d4bce46858e9ed37351093cd0 = $(`<div id="html_cfb3684d4bce46858e9ed37351093cd0" style="width: 100.0%; height: 100.0%;">Weston</div>`)[0];
            popup_45a111c3e72d44dfb3d730479aeab38d.setContent(html_cfb3684d4bce46858e9ed37351093cd0);
        

        circle_marker_5af9e77be8934172ba46fc2c40684155.bindPopup(popup_45a111c3e72d44dfb3d730479aeab38d)
        ;

        
    
    
            var circle_marker_d70174dac65b465eb9c02423466a1903 = L.circleMarker(
                [43.69629612800003, -79.53312611699994],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c7ff61d21a574fd7bfa6c9392fab06a7);
        
    
        var popup_61e93c026b084c8ab810286a5dde5390 = L.popup({"maxWidth": "100%"});

        
            var html_8f67aa7a75884a6b88a91459fe381d3e = $(`<div id="html_8f67aa7a75884a6b88a91459fe381d3e" style="width: 100.0%; height: 100.0%;">Westmount</div>`)[0];
            popup_61e93c026b084c8ab810286a5dde5390.setContent(html_8f67aa7a75884a6b88a91459fe381d3e);
        

        circle_marker_d70174dac65b465eb9c02423466a1903.bindPopup(popup_61e93c026b084c8ab810286a5dde5390)
        ;

        
    
    
            var circle_marker_3aad2c5864b24b779452b2487d8903a4 = L.circleMarker(
                [43.68688713700004, -79.56550730099997],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c7ff61d21a574fd7bfa6c9392fab06a7);
        
    
        var popup_69bc4926b77d41eeb344bcc18da75bbb = L.popup({"maxWidth": "100%"});

        
            var html_bf71926d882a4505894df11c3ff8a5d1 = $(`<div id="html_bf71926d882a4505894df11c3ff8a5d1" style="width: 100.0%; height: 100.0%;">Kingsview Village / St. Phillips / Martin Grove Gardens / Richview Gardens</div>`)[0];
            popup_69bc4926b77d41eeb344bcc18da75bbb.setContent(html_bf71926d882a4505894df11c3ff8a5d1);
        

        circle_marker_3aad2c5864b24b779452b2487d8903a4.bindPopup(popup_69bc4926b77d41eeb344bcc18da75bbb)
        ;

        
    
    
            var circle_marker_bd462d25fc184e48afcbf49f70b58cb5 = L.circleMarker(
                [43.74405485200003, -79.58120294599996],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c7ff61d21a574fd7bfa6c9392fab06a7);
        
    
        var popup_dac73fd97ea145a6846e46c424b8f0a7 = L.popup({"maxWidth": "100%"});

        
            var html_9f33dc18eca949d6ab194c4e3d3574a0 = $(`<div id="html_9f33dc18eca949d6ab194c4e3d3574a0" style="width: 100.0%; height: 100.0%;">South Steeles / Silverstone / Humbergate / Jamestown / Mount Olive / Beaumond Heights / Thistletown / Albion Gardens</div>`)[0];
            popup_dac73fd97ea145a6846e46c424b8f0a7.setContent(html_9f33dc18eca949d6ab194c4e3d3574a0);
        

        circle_marker_bd462d25fc184e48afcbf49f70b58cb5.bindPopup(popup_dac73fd97ea145a6846e46c424b8f0a7)
        ;

        
    
    
            var circle_marker_0a79be521001426993aa038e0df57f01 = L.circleMarker(
                [43.71161519300006, -79.58835079199997],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c7ff61d21a574fd7bfa6c9392fab06a7);
        
    
        var popup_cd54e915d4a5430bb21b25d46f60d69d = L.popup({"maxWidth": "100%"});

        
            var html_6c42c0ea711642b39b5d4f93c60560ce = $(`<div id="html_6c42c0ea711642b39b5d4f93c60560ce" style="width: 100.0%; height: 100.0%;">Northwest</div>`)[0];
            popup_cd54e915d4a5430bb21b25d46f60d69d.setContent(html_6c42c0ea711642b39b5d4f93c60560ce);
        

        circle_marker_0a79be521001426993aa038e0df57f01.bindPopup(popup_cd54e915d4a5430bb21b25d46f60d69d)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1bdeef18be0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_NorthYork = folium.Map(location=[latitude_x, longitude_y], zoom_start=10)\n",
    "\n",
    "for lat, lng, nei in zip(df2['Latitude'], df2['Longitude'], df2['Neighborhood']):\n",
    "    \n",
    "    label = '{}'.format(nei)\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_NorthYork)  \n",
    "    \n",
    "map_NorthYork"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Geograpical Co-ordinate of Neighborhood_1 are 43.7543263, -79.44911696639593.\n"
     ]
    }
   ],
   "source": [
    "address = 'North York,Toronto'\n",
    "\n",
    "geolocator = Nominatim()\n",
    "location = geolocator.geocode(address)\n",
    "latitude_n1 = location.latitude\n",
    "longitude_n1 = location.longitude\n",
    "print('The Geograpical Co-ordinate of Neighborhood_1 are {}, {}.'.format(latitude_x, longitude_y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: NQZWERI0KBQWJPHT1SUPVSTRGMHLKWWVQ00UU3YWUKPDHM3N\n",
      "CLIENT_SECRET: QD4E4LC3IT55JXT3OHFK2VWILTLWN2GTNCOXXAH3RL54I5B0\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'NQZWERI0KBQWJPHT1SUPVSTRGMHLKWWVQ00UU3YWUKPDHM3N' # my Foursquare ID\n",
    "CLIENT_SECRET = 'QD4E4LC3IT55JXT3OHFK2VWILTLWN2GTNCOXXAH3RL54I5B0' # my Foursquare Secret\n",
    "VERSION = '20180604'\n",
    "LIMIT = 30\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: '+CLIENT_ID)\n",
    "print('CLIENT_SECRET: '+CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "radius = 700 \n",
    "LIMIT = 100\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",
    "    latitude_n1, \n",
    "   longitude_n1, \n",
    "    radius, \n",
    "   LIMIT)\n",
    "results = requests.get(url).json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['reasons.count', 'reasons.items', 'referralId', 'venue.categories',\n",
       "       'venue.id', 'venue.location.address', 'venue.location.cc',\n",
       "       'venue.location.city', 'venue.location.country',\n",
       "       'venue.location.crossStreet', 'venue.location.distance',\n",
       "       'venue.location.formattedAddress', 'venue.location.labeledLatLngs',\n",
       "       'venue.location.lat', 'venue.location.lng',\n",
       "       'venue.location.neighborhood', 'venue.location.postalCode',\n",
       "       'venue.location.state', 'venue.name', 'venue.photos.count',\n",
       "       'venue.photos.groups'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "venues=results['response']['groups'][0]['items']\n",
    "nearby_venues = json_normalize(venues)\n",
    "nearby_venues.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def get_category_type(row):\n",
    "    try:\n",
    "        categories_list = row['categories']\n",
    "    except:\n",
    "        categories_list = row['venue.categories']\n",
    "        \n",
    "    if len(categories_list) == 0:\n",
    "        return None\n",
    "    else:\n",
    "        return categories_list[0]['name']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Locate nerby Venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>venue.name</th>\n",
       "      <th>venue.categories</th>\n",
       "      <th>venue.location.lat</th>\n",
       "      <th>venue.location.lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Grill Gate</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d1c0941735', 'name': 'M...</td>\n",
       "      <td>43.753123</td>\n",
       "      <td>-79.451690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Wolfie's Deli</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d146941735', 'name': 'D...</td>\n",
       "      <td>43.754875</td>\n",
       "      <td>-79.442438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Orly Restaurant &amp; Grill</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d115941735', 'name': 'M...</td>\n",
       "      <td>43.754493</td>\n",
       "      <td>-79.443507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bagel Plus</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d1c4941735', 'name': 'R...</td>\n",
       "      <td>43.755395</td>\n",
       "      <td>-79.440686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Tim Hortons</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d1e0931735', 'name': 'C...</td>\n",
       "      <td>43.754767</td>\n",
       "      <td>-79.443250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                venue.name                                   venue.categories  \\\n",
       "0               Grill Gate  [{'id': '4bf58dd8d48988d1c0941735', 'name': 'M...   \n",
       "1            Wolfie's Deli  [{'id': '4bf58dd8d48988d146941735', 'name': 'D...   \n",
       "2  Orly Restaurant & Grill  [{'id': '4bf58dd8d48988d115941735', 'name': 'M...   \n",
       "3               Bagel Plus  [{'id': '4bf58dd8d48988d1c4941735', 'name': 'R...   \n",
       "4              Tim Hortons  [{'id': '4bf58dd8d48988d1e0931735', 'name': 'C...   \n",
       "\n",
       "   venue.location.lat  venue.location.lng  \n",
       "0           43.753123          -79.451690  \n",
       "1           43.754875          -79.442438  \n",
       "2           43.754493          -79.443507  \n",
       "3           43.755395          -79.440686  \n",
       "4           43.754767          -79.443250  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
    "nearby_venues =nearby_venues.loc[:, filtered_columns]\n",
    "nearby_venues.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get categories of nerby venues "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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",
       "      <th>0</th>\n",
       "      <td>Grill Gate</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>43.753123</td>\n",
       "      <td>-79.451690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Wolfie's Deli</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>43.754875</td>\n",
       "      <td>-79.442438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Orly Restaurant &amp; Grill</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>43.754493</td>\n",
       "      <td>-79.443507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bagel Plus</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>43.755395</td>\n",
       "      <td>-79.440686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Tim Hortons</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>43.754767</td>\n",
       "      <td>-79.443250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      name                 categories        lat        lng\n",
       "0               Grill Gate   Mediterranean Restaurant  43.753123 -79.451690\n",
       "1            Wolfie's Deli              Deli / Bodega  43.754875 -79.442438\n",
       "2  Orly Restaurant & Grill  Middle Eastern Restaurant  43.754493 -79.443507\n",
       "3               Bagel Plus                 Restaurant  43.755395 -79.440686\n",
       "4              Tim Hortons                Coffee Shop  43.754767 -79.443250"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "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(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Top 10 Categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pizza Place                  2\n",
       "Video Store                  1\n",
       "Fried Chicken Joint          1\n",
       "Coffee Shop                  1\n",
       "Middle Eastern Restaurant    1\n",
       "Mediterranean Restaurant     1\n",
       "Sushi Restaurant             1\n",
       "American Restaurant          1\n",
       "Restaurant                   1\n",
       "Deli / Bodega                1\n",
       "Name: categories, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=pd.Series(nearby_venues.categories)\n",
    "a.value_counts()[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius=700):\n",
    "    \n",
    "    venues_list=[]\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        print(name)\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",
    "            lat, \n",
    "            lng, \n",
    "            radius, \n",
    "            LIMIT)\n",
    "            \n",
    "        # making GET request\n",
    "        venue_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 venue_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": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Malvern / Rouge\n",
      "Rouge Hill / Port Union / Highland Creek\n",
      "Guildwood / Morningside / West Hill\n",
      "Woburn\n",
      "Cedarbrae\n",
      "Scarborough Village\n",
      "Kennedy Park / Ionview / East Birchmount Park\n",
      "Golden Mile / Clairlea / Oakridge\n",
      "Cliffside / Cliffcrest / Scarborough Village West\n",
      "Birch Cliff / Cliffside West\n",
      "Dorset Park / Wexford Heights / Scarborough Town Centre\n",
      "Wexford / Maryvale\n",
      "Agincourt\n",
      "Clarks Corners / Tam O'Shanter / Sullivan\n",
      "Milliken / Agincourt North / Steeles East / L'Amoreaux East\n",
      "Steeles West / L'Amoreaux West\n",
      "Upper Rouge\n",
      "Hillcrest Village\n",
      "Fairview / Henry Farm / Oriole\n",
      "Bayview Village\n",
      "York Mills / Silver Hills\n",
      "Willowdale / Newtonbrook\n",
      "Willowdale\n",
      "York Mills West\n",
      "Willowdale\n",
      "Parkwoods\n",
      "Don Mills\n",
      "Don Mills\n",
      "Bathurst Manor / Wilson Heights / Downsview North\n",
      "Northwood Park / York University\n",
      "Downsview\n",
      "Downsview\n",
      "Downsview\n",
      "Downsview\n",
      "Victoria Village\n",
      "Parkview Hill / Woodbine Gardens\n",
      "Woodbine Heights\n",
      "The Beaches\n",
      "Leaside\n",
      "Thorncliffe Park\n",
      "East Toronto\n",
      "The Danforth West / Riverdale\n",
      "India Bazaar / The Beaches West\n",
      "Studio District\n",
      "Lawrence Park\n",
      "Davisville North\n",
      "North Toronto West\n",
      "Davisville\n",
      "Moore Park / Summerhill East\n",
      "Summerhill West / Rathnelly / South Hill / Forest Hill SE / Deer Park\n",
      "Rosedale\n",
      "St. James Town / Cabbagetown\n",
      "Church and Wellesley\n",
      "Regent Park / Harbourfront\n",
      "Garden District, Ryerson\n",
      "St. James Town\n",
      "Berczy Park\n",
      "Central Bay Street\n",
      "Richmond / Adelaide / King\n",
      "Harbourfront East / Union Station / Toronto Islands\n",
      "Toronto Dominion Centre / Design Exchange\n",
      "Commerce Court / Victoria Hotel\n",
      "Bedford Park / Lawrence Manor East\n",
      "Roselawn\n",
      "Forest Hill North & West\n",
      "The Annex / North Midtown / Yorkville\n",
      "University of Toronto / Harbord\n",
      "Kensington Market / Chinatown / Grange Park\n",
      "CN Tower / King and Spadina / Railway Lands / Harbourfront West / Bathurst\n",
      " Quay / South Niagara / Island airport\n",
      "Stn A PO Boxes\n",
      "First Canadian Place / Underground city\n",
      "Lawrence Manor / Lawrence Heights\n",
      "Glencairn\n",
      "Humewood-Cedarvale\n",
      "Caledonia-Fairbanks\n",
      "Christie\n",
      "Dufferin / Dovercourt Village\n",
      "Little Portugal / Trinity\n",
      "Brockton / Parkdale Village / Exhibition Place\n",
      "North Park / Maple Leaf Park / Upwood Park\n",
      "Del Ray / Mount Dennis / Keelsdale and Silverthorn\n",
      "Runnymede / The Junction North\n",
      "High Park / The Junction South\n",
      "Parkdale / Roncesvalles\n",
      "Runnymede / Swansea\n",
      "Queen's Park / Ontario Provincial Government\n",
      "Canada Post Gateway Processing Centre\n",
      "Business reply mail Processing CentrE\n",
      "New Toronto / Mimico South / Humber Bay Shores\n",
      "Alderwood / Long Branch\n",
      "The Kingsway / Montgomery Road  / Old Mill North\n",
      "Old Mill South / King's Mill Park / Sunnylea / Humber Bay / Mimico NE / The Queensway East / Royal York South East / Kingsway Park South East\n",
      "Mimico NW / The Queensway West / South of Bloor / Kingsway Park South West / Royal York South West\n",
      "Islington Avenue\n",
      "West Deane Park / Princess Gardens / Martin Grove / Islington / Cloverdale\n",
      "Eringate / Bloordale Gardens / Old Burnhamthorpe / Markland Wood\n",
      "Humber Summit\n",
      "Humberlea / Emery\n",
      "Weston\n",
      "Westmount\n",
      "Kingsview Village / St. Phillips / Martin Grove Gardens / Richview Gardens\n",
      "South Steeles / Silverstone / Humbergate / Jamestown / Mount Olive / Beaumond Heights / Thistletown / Albion Gardens\n",
      "Northwest\n"
     ]
    }
   ],
   "source": [
    "# Nearby Venues\n",
    "NorthYork_venues = getNearbyVenues(names=df2['Neighborhood'],\n",
    "                                   latitudes=df2['Latitude'],\n",
    "                                   longitudes=df2['Longitude']\n",
    "                                  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 313 Uniques Categories.\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 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",
       "      <th>Agincourt</th>\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",
       "      <th>Alderwood / Long Branch</th>\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",
       "      <th>Bathurst Manor / Wilson Heights / Downsview North</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bayview Village</th>\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",
       "      <th>Bedford Park / Lawrence Manor East</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Neighborhood Latitude  \\\n",
       "Neighborhood                                                               \n",
       "Agincourt                                                             35   \n",
       "Alderwood / Long Branch                                               10   \n",
       "Bathurst Manor / Wilson Heights / Downsview North                     24   \n",
       "Bayview Village                                                        5   \n",
       "Bedford Park / Lawrence Manor East                                    30   \n",
       "\n",
       "                                                   Neighborhood Longitude  \\\n",
       "Neighborhood                                                                \n",
       "Agincourt                                                              35   \n",
       "Alderwood / Long Branch                                                10   \n",
       "Bathurst Manor / Wilson Heights / Downsview North                      24   \n",
       "Bayview Village                                                         5   \n",
       "Bedford Park / Lawrence Manor East                                     30   \n",
       "\n",
       "                                                   Venue  Venue Latitude  \\\n",
       "Neighborhood                                                               \n",
       "Agincourt                                             35              35   \n",
       "Alderwood / Long Branch                               10              10   \n",
       "Bathurst Manor / Wilson Heights / Downsview North     24              24   \n",
       "Bayview Village                                        5               5   \n",
       "Bedford Park / Lawrence Manor East                    30              30   \n",
       "\n",
       "                                                   Venue Longitude  \\\n",
       "Neighborhood                                                         \n",
       "Agincourt                                                       35   \n",
       "Alderwood / Long Branch                                         10   \n",
       "Bathurst Manor / Wilson Heights / Downsview North               24   \n",
       "Bayview Village                                                  5   \n",
       "Bedford Park / Lawrence Manor East                              30   \n",
       "\n",
       "                                                   Venue Category  \n",
       "Neighborhood                                                       \n",
       "Agincourt                                                      35  \n",
       "Alderwood / Long Branch                                        10  \n",
       "Bathurst Manor / Wilson Heights / Downsview North              24  \n",
       "Bayview Village                                                 5  \n",
       "Bedford Park / Lawrence Manor East                             30  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('There are {} Uniques Categories.'.format(len(NorthYork_venues['Venue Category'].unique())))\n",
    "NorthYork_venues.groupby('Neighborhood').count().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Encoding of features "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>African Restaurant</th>\n",
       "      <th>Airport</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Arcade</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 Dealership</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Badminton Court</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>Beach Bar</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Belgian Restaurant</th>\n",
       "      <th>Big Box Store</th>\n",
       "      <th>Bike Rental / Bike Share</th>\n",
       "      <th>Bike Shop</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Board Shop</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>Bridge</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Buffet</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>Cafeteria</th>\n",
       "      <th>Café</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Candy Store</th>\n",
       "      <th>Cantonese Restaurant</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Castle</th>\n",
       "      <th>Cemetery</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chiropractor</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Church</th>\n",
       "      <th>Circus</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 Quad</th>\n",
       "      <th>College Rec Center</th>\n",
       "      <th>College Stadium</th>\n",
       "      <th>College Theater</th>\n",
       "      <th>Comedy Club</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Community Center</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Construction &amp; Landscaping</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Cycle Studio</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Dentist's Office</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Design Studio</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Distribution Center</th>\n",
       "      <th>Dive Bar</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Doner Restaurant</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farm</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>Furniture / Home Store</th>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gas Station</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>General Travel</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Golf Course</th>\n",
       "      <th>Golf Driving Range</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Government Building</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Gym Pool</th>\n",
       "      <th>Hakka Restaurant</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Hardware Store</th>\n",
       "      <th>Hawaiian Restaurant</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>Hong Kong Restaurant</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>IT Services</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Chinese Restaurant</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indonesian Restaurant</th>\n",
       "      <th>Indoor Play Area</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>Karaoke Bar</th>\n",
       "      <th>Kitchen Supply Store</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Leather Goods Store</th>\n",
       "      <th>Library</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Mattress Store</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>Movie Theater</th>\n",
       "      <th>Moving Target</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music School</th>\n",
       "      <th>Music Store</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>Nail Salon</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>North Indian Restaurant</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>Paintball Field</th>\n",
       "      <th>Paper / Office Supplies Store</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Peruvian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Photography Lab</th>\n",
       "      <th>Pie Shop</th>\n",
       "      <th>Pilates Studio</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Platform</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>Pool Hall</th>\n",
       "      <th>Portuguese Restaurant</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Racetrack</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Recording Studio</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Residential Building (Apartment / Condo)</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>River</th>\n",
       "      <th>Road</th>\n",
       "      <th>Rock Climbing Spot</th>\n",
       "      <th>Rock Club</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>School</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shanghai Restaurant</th>\n",
       "      <th>Shipping Store</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shop &amp; Service</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skate Park</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soccer Field</th>\n",
       "      <th>Soccer Stadium</th>\n",
       "      <th>Social Club</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>Souvlaki Shop</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Spanish Restaurant</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Sports Club</th>\n",
       "      <th>Stadium</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Street Art</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swiss Restaurant</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>Tech Startup</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Park</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Tibetan Restaurant</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Track</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Udon Restaurant</th>\n",
       "      <th>University</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>Wine Shop</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Malvern / Rouge</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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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       "   Yoga Studio  Accessories Store  Afghan Restaurant  African Restaurant  \\\n",
       "0            0                  0                  0                   0   \n",
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       "2            0                  0                  0                   0   \n",
       "3            0                  0                  0                   0   \n",
       "4            0                  0                  0                   0   \n",
       "\n",
       "   Airport  American Restaurant  Arcade  Art Gallery  Art Museum  \\\n",
       "0        0                    0       0            0           0   \n",
       "1        0                    0       0            0           0   \n",
       "2        0                    0       0            0           0   \n",
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       "4        0                    0       0            0           0   \n",
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       "   Arts & Crafts Store  Asian Restaurant  Athletics & Sports  Auto Dealership  \\\n",
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       "   BBQ Joint  Baby Store  Badminton Court  Bagel Shop  Bakery  Bank  Bar  \\\n",
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       "   Baseball Field  Baseball Stadium  Basketball Court  Basketball 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",
       "   Beach  Beach Bar  Beer Bar  Beer Store  Belgian Restaurant  Big Box Store  \\\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",
       "   Bike Rental / Bike Share  Bike Shop  Bistro  Board Shop  Bookstore  \\\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",
       "   Boutique  Brazilian Restaurant  Breakfast Spot  Brewery  Bridal Shop  \\\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",
       "   Bridge  Bubble Tea Shop  Buffet  Building  Burger Joint  Burrito Place  \\\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",
       "   Bus Line  Bus Station  Bus Stop  Business Service  Butcher  Cafeteria  \\\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",
       "   Café  Camera Store  Candy Store  Cantonese 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",
       "   Caribbean Restaurant  Castle  Cemetery  Cheese Shop  Chinese 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",
       "   Chiropractor  Chocolate Shop  Church  Circus  Clothing Store  Cocktail 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",
       "   Coffee Shop  College Arts Building  College Auditorium  College Gym  \\\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 Quad  College Rec Center  College Stadium  College 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",
       "   Comedy Club  Comfort Food Restaurant  Comic Shop  Community Center  \\\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",
       "   Concert Hall  Construction & Landscaping  Convenience Store  \\\n",
       "0             0                           0                  0   \n",
       "1             0                           0                  0   \n",
       "2             0                           1                  0   \n",
       "3             0                           0                  0   \n",
       "4             0                           0                  0   \n",
       "\n",
       "   Cosmetics Shop  Creperie  Cuban Restaurant  Cupcake Shop  Cycle Studio  \\\n",
       "0               0         0                 0             0             0   \n",
       "1               0         0                 0             0             0   \n",
       "2               0         0                 0             0             0   \n",
       "3               0         0                 0             0             0   \n",
       "4               0         0                 0             0             0   \n",
       "\n",
       "   Dance Studio  Deli / Bodega  Dentist's Office  Department 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",
       "   Design Studio  Dessert Shop  Dim Sum Restaurant  Diner  Discount 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",
       "   Distribution Center  Dive Bar  Dog Run  Doner Restaurant  Donut Shop  \\\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",
       "   Dumpling Restaurant  Eastern European Restaurant  Electronics Store  \\\n",
       "0                    0                            0                  0   \n",
       "1                    0                            0                  0   \n",
       "2                    0                            0                  0   \n",
       "3                    0                            0                  0   \n",
       "4                    0                            0                  0   \n",
       "\n",
       "   Ethiopian Restaurant  Falafel Restaurant  Farm  Farmers 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",
       "   Fast Food Restaurant  Field  Filipino Restaurant  Fish & Chips 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",
       "   Fish Market  Flea Market  Flower Shop  Food  Food & Drink Shop  Food Court  \\\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",
       "   Food Truck  Fountain  French Restaurant  Fried Chicken Joint  \\\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",
       "   Frozen Yogurt Shop  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  Gas Station  Gastropub  Gay Bar  General Entertainment  \\\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",
       "   General Travel  German Restaurant  Gift Shop  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            1   \n",
       "\n",
       "   Golf Driving Range  Gourmet Shop  Government Building  Greek 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",
       "   Grocery Store  Gym  Gym / Fitness Center  Gym Pool  Hakka 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",
       "   Harbor / Marina  Hardware Store  Hawaiian 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",
       "   Health & Beauty Service  Health Food Store  Historic Site  History Museum  \\\n",
       "0                        0                  0              0               0   \n",
       "1                        0                  0              0               0   \n",
       "2                        0                  0              0               0   \n",
       "3                        0                  0              0               0   \n",
       "4                        0                  0              0               0   \n",
       "\n",
       "   Hobby Shop  Hockey Arena  Home Service  Hong Kong Restaurant  Hookah Bar  \\\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             1                     0           0   \n",
       "4           0             0             0                     0           0   \n",
       "\n",
       "   Hostel  Hotel  Hotel Bar  IT Services  Ice Cream Shop  \\\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",
       "   Indian Chinese Restaurant  Indian Restaurant  Indie Movie Theater  \\\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",
       "   Indonesian Restaurant  Indoor Play Area  Intersection  Irish Pub  \\\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",
       "   Italian Restaurant  Japanese Restaurant  Jazz Club  Jewelry 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",
       "   Jewish Restaurant  Juice Bar  Karaoke Bar  Kitchen Supply 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",
       "   Korean Restaurant  Latin American Restaurant  Leather Goods Store  Library  \\\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  Lounge  Malay 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",
       "   Market  Martial Arts Dojo  Massage Studio  Mattress Store  Medical 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",
       "   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  Movie Theater  Moving Target  Museum  Music 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",
       "   Music Store  Music Venue  Nail Salon  \\\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",
       "                               Neighborhood  New American Restaurant  \\\n",
       "0                           Malvern / Rouge                        0   \n",
       "1                           Malvern / Rouge                        0   \n",
       "2                           Malvern / Rouge                        0   \n",
       "3  Rouge Hill / Port Union / Highland Creek                        0   \n",
       "4  Rouge Hill / Port Union / Highland Creek                        0   \n",
       "\n",
       "   Nightclub  Noodle House  North Indian Restaurant  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  Paintball Field  \\\n",
       "0             0                0                     0                0   \n",
       "1             0                0                     0                0   \n",
       "2             0                0                     0                0   \n",
       "3             0                0                     0                0   \n",
       "4             0                0                     0                0   \n",
       "\n",
       "   Paper / Office Supplies Store  Park  Performing Arts Venue  \\\n",
       "0                              0     0                      0   \n",
       "1                              0     1                      0   \n",
       "2                              0     0                      0   \n",
       "3                              0     0                      0   \n",
       "4                              0     0                      0   \n",
       "\n",
       "   Peruvian Restaurant  Pet Store  Pharmacy  Photography Lab  Pie Shop  \\\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",
       "   Pilates Studio  Pizza Place  Platform  Playground  Plaza  Poke Place  \\\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",
       "   Polish Restaurant  Pool  Pool Hall  Portuguese Restaurant  Poutine 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",
       "   Pub  Racetrack  Ramen Restaurant  Record Shop  Recording Studio  \\\n",
       "0    0          0                 0            0                 0   \n",
       "1    0          0                 0            0                 0   \n",
       "2    0          0                 0            0                 0   \n",
       "3    0          0                 0            0                 0   \n",
       "4    0          0                 0            0                 0   \n",
       "\n",
       "   Rental Car Location  Residential Building (Apartment / Condo)  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",
       "   River  Road  Rock Climbing Spot  Rock Club  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  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",
       "   Sculpture Garden  Seafood Restaurant  Shanghai Restaurant  Shipping 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",
       "   Shoe Store  Shop & Service  Shopping Mall  Skate Park  Skating Rink  \\\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",
       "   Smoke Shop  Snack Place  Soccer Field  Soccer Stadium  Social Club  \\\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",
       "   Soup Place  Souvlaki Shop  Spa  Spanish Restaurant  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  Sports Club  Stadium  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",
       "   Street Art  Supermarket  Sushi Restaurant  Swiss Restaurant  Taco Place  \\\n",
       "0           0            0                 0                 0           0   \n",
       "1           0            0                 0                 0           0   \n",
       "2           0            0                 0                 0           0   \n",
       "3           0            0                 0                 0           0   \n",
       "4           0            0                 0                 0           0   \n",
       "\n",
       "   Tailor Shop  Taiwanese Restaurant  Tanning Salon  Tapas 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",
       "   Tea Room  Tech Startup  Tennis Court  Thai Restaurant  Theater  Theme Park  \\\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",
       "   Theme Restaurant  Thrift / Vintage Store  Tibetan 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",
       "   Toy / Game Store  Track  Trail  Train Station  Udon Restaurant  University  \\\n",
       "0                 0      0      1              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",
       "   Vegetarian / Vegan Restaurant  Video Game Store  Video Store  \\\n",
       "0                              0                 0            0   \n",
       "1                              0                 0            0   \n",
       "2                              0                 0            0   \n",
       "3                              0                 0            0   \n",
       "4                              0                 0            0   \n",
       "\n",
       "   Vietnamese Restaurant  Warehouse Store  Wine Bar  Wine Shop  Wings Joint  \\\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",
       "   Women's Store  \n",
       "0              0  \n",
       "1              0  \n",
       "2              0  \n",
       "3              0  \n",
       "4              0  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "NorthYork_onehot = pd.get_dummies(NorthYork_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "NorthYork_onehot['Neighborhood'] = NorthYork_venues['Neighborhood'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [NorthYork_onehot.columns[-1]] + list(NorthYork_onehot.columns[:-1])\n",
    "NorthYork_onehot = NorthYork_onehot[fixed_columns]\n",
    "NorthYork_grouped = NorthYork_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "NorthYork_onehot.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---- Agincourt ----\n",
      "                venue  freq\n",
      "0       Shopping Mall  0.09\n",
      "1  Chinese Restaurant  0.06\n",
      "2  Dim Sum Restaurant  0.03\n",
      "3    Sushi Restaurant  0.03\n",
      "4          Restaurant  0.03\n",
      "\n",
      "\n",
      "---- Alderwood / Long Branch ----\n",
      "            venue  freq\n",
      "0        Pharmacy   0.1\n",
      "1            Pool   0.1\n",
      "2  Sandwich Place   0.1\n",
      "3             Pub   0.1\n",
      "4    Dance Studio   0.1\n",
      "\n",
      "\n",
      "---- Bathurst Manor / Wilson Heights / Downsview North ----\n",
      "                venue  freq\n",
      "0                Bank  0.08\n",
      "1         Coffee Shop  0.08\n",
      "2  Chinese Restaurant  0.04\n",
      "3         Supermarket  0.04\n",
      "4         Men's Store  0.04\n",
      "\n",
      "\n",
      "---- Bayview Village ----\n",
      "                        venue  freq\n",
      "0                        Park   0.6\n",
      "1  Construction & Landscaping   0.2\n",
      "2                       Trail   0.2\n",
      "3             Organic Grocery   0.0\n",
      "4                 Opera House   0.0\n",
      "\n",
      "\n",
      "---- Bedford Park / Lawrence Manor East ----\n",
      "                venue  freq\n",
      "0  Italian Restaurant  0.10\n",
      "1         Coffee Shop  0.07\n",
      "2         Pizza Place  0.07\n",
      "3     Thai Restaurant  0.07\n",
      "4          Restaurant  0.07\n",
      "\n",
      "\n",
      "---- Berczy Park ----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.08\n",
      "1           Restaurant  0.06\n",
      "2                 Café  0.05\n",
      "3                Hotel  0.05\n",
      "4  Japanese Restaurant  0.05\n",
      "\n",
      "\n",
      "---- Birch Cliff / Cliffside West ----\n",
      "                        venue  freq\n",
      "0           Convenience Store  0.12\n",
      "1  Construction & Landscaping  0.12\n",
      "2                        Park  0.12\n",
      "3                         Gym  0.12\n",
      "4                Skating Rink  0.12\n",
      "\n",
      "\n",
      "---- Brockton / Parkdale Village / Exhibition Place ----\n",
      "                venue  freq\n",
      "0                Café  0.09\n",
      "1          Restaurant  0.06\n",
      "2                 Bar  0.04\n",
      "3         Coffee Shop  0.04\n",
      "4  Tibetan Restaurant  0.03\n",
      "\n",
      "\n",
      "---- Business reply mail Processing CentrE ----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.09\n",
      "1         Café  0.05\n",
      "2        Hotel  0.04\n",
      "3     Beer Bar  0.03\n",
      "4          Bar  0.03\n",
      "\n",
      "\n",
      "---- CN Tower / King and Spadina / Railway Lands / Harbourfront West / Bathurst\n",
      " Quay / South Niagara / Island airport ----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.12\n",
      "1                  Gym  0.06\n",
      "2                 Café  0.06\n",
      "3           Restaurant  0.06\n",
      "4  Japanese Restaurant  0.03\n",
      "\n",
      "\n",
      "---- Caledonia-Fairbanks ----\n",
      "                venue  freq\n",
      "0                Park  0.22\n",
      "1       Women's Store  0.11\n",
      "2              Market  0.11\n",
      "3       Grocery Store  0.11\n",
      "4  Mexican Restaurant  0.11\n",
      "\n",
      "\n",
      "---- Canada Post Gateway Processing Centre ----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.09\n",
      "1         Café  0.05\n",
      "2        Hotel  0.04\n",
      "3     Beer Bar  0.03\n",
      "4          Bar  0.03\n",
      "\n",
      "\n",
      "---- Cedarbrae ----\n",
      "                venue  freq\n",
      "0  Athletics & Sports  0.17\n",
      "1                Bank  0.17\n",
      "2    Hakka Restaurant  0.17\n",
      "3              Lounge  0.17\n",
      "4         Gas Station  0.17\n",
      "\n",
      "\n",
      "---- Central Bay Street ----\n",
      "                       venue  freq\n",
      "0                Coffee Shop  0.11\n",
      "1             Clothing Store  0.04\n",
      "2  Middle Eastern Restaurant  0.03\n",
      "3        Japanese Restaurant  0.03\n",
      "4         Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "---- Christie ----\n",
      "                venue  freq\n",
      "0   Korean Restaurant  0.17\n",
      "1       Grocery Store  0.09\n",
      "2         Coffee Shop  0.05\n",
      "3         Pizza Place  0.04\n",
      "4  Mexican Restaurant  0.04\n",
      "\n",
      "\n",
      "---- Church and Wellesley ----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.07\n",
      "1         Burger Joint  0.04\n",
      "2           Restaurant  0.03\n",
      "3  Japanese Restaurant  0.03\n",
      "4              Gay Bar  0.03\n",
      "\n",
      "\n",
      "---- Clarks Corners / Tam O'Shanter / Sullivan ----\n",
      "               venue  freq\n",
      "0           Pharmacy  0.14\n",
      "1  Convenience Store  0.10\n",
      "2        Coffee Shop  0.10\n",
      "3        Pizza Place  0.10\n",
      "4        Golf Course  0.05\n",
      "\n",
      "\n",
      "---- Cliffside / Cliffcrest / Scarborough Village West ----\n",
      "            venue  freq\n",
      "0  Ice Cream Shop  0.18\n",
      "1        Pharmacy  0.09\n",
      "2    Burger Joint  0.09\n",
      "3          Bistro  0.09\n",
      "4  Sandwich Place  0.09\n",
      "\n",
      "\n",
      "---- Commerce Court / Victoria Hotel ----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.09\n",
      "1                 Café  0.06\n",
      "2  Japanese Restaurant  0.04\n",
      "3           Restaurant  0.04\n",
      "4                Hotel  0.04\n",
      "\n",
      "\n",
      "---- Davisville ----\n",
      "                venue  freq\n",
      "0        Dessert Shop  0.08\n",
      "1         Coffee Shop  0.08\n",
      "2                Café  0.05\n",
      "3         Pizza Place  0.05\n",
      "4  Italian Restaurant  0.05\n",
      "\n",
      "\n",
      "---- Davisville North ----\n",
      "              venue  freq\n",
      "0              Park  0.12\n",
      "1  Greek Restaurant  0.06\n",
      "2           Brewery  0.06\n",
      "3    Sandwich Place  0.06\n",
      "4  Sushi Restaurant  0.06\n",
      "\n",
      "\n",
      "---- Del Ray / Mount Dennis / Keelsdale and Silverthorn ----\n",
      "                        venue  freq\n",
      "0  Construction & Landscaping  0.33\n",
      "1        Fast Food Restaurant  0.17\n",
      "2           Food & Drink Shop  0.17\n",
      "3                 Fish Market  0.17\n",
      "4                 Coffee Shop  0.17\n",
      "\n",
      "\n",
      "---- Don Mills ----\n",
      "               venue  freq\n",
      "0               Bank  0.07\n",
      "1        Coffee Shop  0.07\n",
      "2  Electronics Store  0.07\n",
      "3       Liquor Store  0.03\n",
      "4       Burger Joint  0.03\n",
      "\n",
      "\n",
      "---- Dorset Park / Wexford Heights / Scarborough Town Centre ----\n",
      "                venue  freq\n",
      "0  Chinese Restaurant  0.25\n",
      "1  Light Rail Station  0.25\n",
      "2              Bakery  0.25\n",
      "3         Coffee Shop  0.25\n",
      "4     Paintball Field  0.00\n",
      "\n",
      "\n",
      "---- Downsview ----\n",
      "                  venue  freq\n",
      "0           Coffee Shop  0.08\n",
      "1        Discount Store  0.05\n",
      "2                 Hotel  0.05\n",
      "3         Grocery Store  0.05\n",
      "4  Fast Food Restaurant  0.05\n",
      "\n",
      "\n",
      "---- Dufferin / Dovercourt Village ----\n",
      "           venue  freq\n",
      "0            Bar  0.11\n",
      "1    Coffee Shop  0.09\n",
      "2         Bakery  0.07\n",
      "3           Café  0.05\n",
      "4  Grocery Store  0.04\n",
      "\n",
      "\n",
      "---- East Toronto ----\n",
      "                  venue  freq\n",
      "0                  Café  0.09\n",
      "1   American Restaurant  0.09\n",
      "2           Coffee Shop  0.09\n",
      "3                   Bar  0.09\n",
      "4  Ethiopian Restaurant  0.09\n",
      "\n",
      "\n",
      "---- Eringate / Bloordale Gardens / Old Burnhamthorpe / Markland Wood ----\n",
      "                  venue  freq\n",
      "0        Cosmetics Shop  0.11\n",
      "1  Fast Food Restaurant  0.11\n",
      "2            Beer Store  0.11\n",
      "3             Pet Store  0.11\n",
      "4           Coffee Shop  0.11\n",
      "\n",
      "\n",
      "---- Fairview / Henry Farm / Oriole ----\n",
      "                  venue  freq\n",
      "0        Clothing Store  0.13\n",
      "1           Coffee Shop  0.07\n",
      "2  Fast Food Restaurant  0.06\n",
      "3            Restaurant  0.04\n",
      "4                Bakery  0.04\n",
      "\n",
      "\n",
      "---- First Canadian Place / Underground city ----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.10\n",
      "1                Hotel  0.08\n",
      "2                 Café  0.06\n",
      "3           Restaurant  0.05\n",
      "4  American Restaurant  0.03\n",
      "\n",
      "\n",
      "---- Forest Hill North & West ----\n",
      "                venue  freq\n",
      "0                Park  0.12\n",
      "1                Bank  0.12\n",
      "2  Salon / Barbershop  0.06\n",
      "3       Jewelry Store  0.06\n",
      "4        Burger Joint  0.06\n",
      "\n",
      "\n",
      "---- Garden District, Ryerson ----\n",
      "                       venue  freq\n",
      "0                Coffee Shop  0.09\n",
      "1             Clothing Store  0.05\n",
      "2  Middle Eastern Restaurant  0.04\n",
      "3            Bubble Tea Shop  0.03\n",
      "4                 Restaurant  0.03\n",
      "\n",
      "\n",
      "---- Glencairn ----\n",
      "                       venue  freq\n",
      "0              Grocery Store  0.19\n",
      "1                Pizza Place  0.12\n",
      "2                       Bank  0.06\n",
      "3            Photography Lab  0.06\n",
      "4  Latin American Restaurant  0.06\n",
      "\n",
      "\n",
      "---- Golden Mile / Clairlea / Oakridge ----\n",
      "               venue  freq\n",
      "0       Intersection  0.18\n",
      "1           Bus Line  0.12\n",
      "2             Bakery  0.12\n",
      "3              Diner  0.12\n",
      "4  Convenience Store  0.06\n",
      "\n",
      "\n",
      "---- Guildwood / Morningside / West Hill ----\n",
      "               venue  freq\n",
      "0        Pizza Place  0.08\n",
      "1        Supermarket  0.05\n",
      "2        Coffee Shop  0.05\n",
      "3               Bank  0.05\n",
      "4  Electronics Store  0.05\n",
      "\n",
      "\n",
      "---- Harbourfront East / Union Station / Toronto Islands ----\n",
      "                 venue  freq\n",
      "0           Theme Park  0.38\n",
      "1                 Park  0.25\n",
      "2  American Restaurant  0.12\n",
      "3          Pizza Place  0.12\n",
      "4                 Farm  0.12\n",
      "\n",
      "\n",
      "---- High Park / The Junction South ----\n",
      "               venue  freq\n",
      "0  Convenience Store  0.13\n",
      "1                Bar  0.10\n",
      "2               Park  0.07\n",
      "3      Metro Station  0.07\n",
      "4        Pizza Place  0.07\n",
      "\n",
      "\n",
      "---- Hillcrest Village ----\n",
      "                                      venue  freq\n",
      "0                                      Park  0.29\n",
      "1                        Chinese Restaurant  0.14\n",
      "2                                    Bakery  0.14\n",
      "3  Residential Building (Apartment / Condo)  0.14\n",
      "4                      Fast Food Restaurant  0.14\n",
      "\n",
      "\n",
      "---- Humber Summit ----\n",
      "                     venue  freq\n",
      "0                   Bakery  0.33\n",
      "1        Electronics Store  0.33\n",
      "2      Arts & Crafts Store  0.33\n",
      "3              Yoga Studio  0.00\n",
      "4  New American Restaurant  0.00\n",
      "\n",
      "\n",
      "---- Humberlea / Emery ----\n",
      "         venue  freq\n",
      "0         Park  0.25\n",
      "1   Playground  0.25\n",
      "2         Café  0.25\n",
      "3  Coffee Shop  0.25\n",
      "4  Yoga Studio  0.00\n",
      "\n",
      "\n",
      "---- Humewood-Cedarvale ----\n",
      "            venue  freq\n",
      "0   Grocery Store  0.25\n",
      "1    Hockey Arena  0.12\n",
      "2  Soccer Stadium  0.12\n",
      "3           Field  0.12\n",
      "4  Farmers Market  0.12\n",
      "\n",
      "\n",
      "---- India Bazaar / The Beaches West ----\n",
      "               venue  freq\n",
      "0  Indian Restaurant  0.06\n",
      "1     Sandwich Place  0.06\n",
      "2        Coffee Shop  0.04\n",
      "3               Park  0.04\n",
      "4            Brewery  0.04\n",
      "\n",
      "\n",
      "---- Islington Avenue ----\n",
      "           venue  freq\n",
      "0       Pharmacy  0.25\n",
      "1           Café  0.12\n",
      "2  Grocery Store  0.12\n",
      "3           Bank  0.12\n",
      "4           Park  0.12\n",
      "\n",
      "\n",
      "---- Kennedy Park / Ionview / East Birchmount Park ----\n",
      "                venue  freq\n",
      "0  Chinese Restaurant  0.18\n",
      "1         Coffee Shop  0.18\n",
      "2  Light Rail Station  0.09\n",
      "3            Bus Line  0.09\n",
      "4      Sandwich Place  0.09\n",
      "\n",
      "\n",
      "---- Kensington Market / Chinatown / Grange Park ----\n",
      "                           venue  freq\n",
      "0                           Café  0.07\n",
      "1  Vegetarian / Vegan Restaurant  0.06\n",
      "2                    Coffee Shop  0.05\n",
      "3                    Yoga Studio  0.03\n",
      "4          Vietnamese Restaurant  0.03\n",
      "\n",
      "\n",
      "---- Kingsview Village / St. Phillips / Martin Grove Gardens / Richview Gardens ----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 venue  freq\n",
      "0            Racetrack  0.08\n",
      "1             Pharmacy  0.08\n",
      "2  Sporting Goods Shop  0.08\n",
      "3        Shopping Mall  0.08\n",
      "4         Liquor Store  0.08\n",
      "\n",
      "\n",
      "---- Lawrence Manor / Lawrence Heights ----\n",
      "                 venue  freq\n",
      "0       Clothing Store  0.17\n",
      "1           Restaurant  0.05\n",
      "2         Dessert Shop  0.05\n",
      "3     Greek Restaurant  0.03\n",
      "4  Fried Chicken Joint  0.03\n",
      "\n",
      "\n",
      "---- Lawrence Park ----\n",
      "                  venue  freq\n",
      "0                  Park  0.11\n",
      "1            Restaurant  0.11\n",
      "2  Gym / Fitness Center  0.11\n",
      "3           Coffee Shop  0.11\n",
      "4                 Trail  0.11\n",
      "\n",
      "\n",
      "---- Leaside ----\n",
      "                    venue  freq\n",
      "0             Coffee Shop  0.08\n",
      "1  Furniture / Home Store  0.06\n",
      "2       Electronics Store  0.06\n",
      "3     Sporting Goods Shop  0.06\n",
      "4              Sports Bar  0.04\n",
      "\n",
      "\n",
      "---- Little Portugal / Trinity ----\n",
      "                venue  freq\n",
      "0                 Bar  0.08\n",
      "1          Restaurant  0.06\n",
      "2  Italian Restaurant  0.04\n",
      "3        Cocktail Bar  0.04\n",
      "4         Coffee Shop  0.04\n",
      "\n",
      "\n",
      "---- Malvern / Rouge ----\n",
      "                        venue  freq\n",
      "0  Construction & Landscaping  0.33\n",
      "1                        Park  0.33\n",
      "2                       Trail  0.33\n",
      "3             Organic Grocery  0.00\n",
      "4                 Opera House  0.00\n",
      "\n",
      "\n",
      "---- Milliken / Agincourt North / Steeles East / L'Amoreaux East ----\n",
      "              venue  freq\n",
      "0          Pharmacy  0.33\n",
      "1    Sandwich Place  0.33\n",
      "2  Sushi Restaurant  0.33\n",
      "3       Yoga Studio  0.00\n",
      "4            Office  0.00\n",
      "\n",
      "\n",
      "---- Mimico NW / The Queensway West / South of Bloor / Kingsway Park South West / Royal York South West ----\n",
      "                  venue  freq\n",
      "0         Burrito Place  0.11\n",
      "1                  Bank  0.07\n",
      "2                   Gym  0.07\n",
      "3        Mattress Store  0.04\n",
      "4  Gym / Fitness Center  0.04\n",
      "\n",
      "\n",
      "---- Moore Park / Summerhill East ----\n",
      "                 venue  freq\n",
      "0                 Park  0.33\n",
      "1  Japanese Restaurant  0.17\n",
      "2      Thai Restaurant  0.17\n",
      "3        Grocery Store  0.17\n",
      "4                  Gym  0.17\n",
      "\n",
      "\n",
      "---- New Toronto / Mimico South / Humber Bay Shores ----\n",
      "               venue  freq\n",
      "0               Park  0.33\n",
      "1        Yoga Studio  0.17\n",
      "2      Grocery Store  0.17\n",
      "3       Skating Rink  0.17\n",
      "4  Convenience Store  0.17\n",
      "\n",
      "\n",
      "---- North Park / Maple Leaf Park / Upwood Park ----\n",
      "                        venue  freq\n",
      "0                Home Service   0.4\n",
      "1  Construction & Landscaping   0.2\n",
      "2                        Park   0.2\n",
      "3                      Bakery   0.2\n",
      "4     New American Restaurant   0.0\n",
      "\n",
      "\n",
      "---- North Toronto West ----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.10\n",
      "1            Café  0.07\n",
      "2  Clothing Store  0.05\n",
      "3          Bakery  0.05\n",
      "4    Dessert Shop  0.05\n",
      "\n",
      "\n",
      "---- Northwest ----\n",
      "                      venue  freq\n",
      "0                     Hotel  0.22\n",
      "1               Coffee Shop  0.22\n",
      "2            Sandwich Place  0.11\n",
      "3               Gas Station  0.11\n",
      "4  Mediterranean Restaurant  0.11\n",
      "\n",
      "\n",
      "---- Northwood Park / York University ----\n",
      "                  venue  freq\n",
      "0           Pizza Place  0.21\n",
      "1         Grocery Store  0.07\n",
      "2  Fast Food Restaurant  0.07\n",
      "3                  Park  0.07\n",
      "4                   Bar  0.07\n",
      "\n",
      "\n",
      "---- Old Mill South / King's Mill Park / Sunnylea / Humber Bay / Mimico NE / The Queensway East / Royal York South East / Kingsway Park South East ----\n",
      "                         venue  freq\n",
      "0                  Coffee Shop  0.27\n",
      "1           Italian Restaurant  0.18\n",
      "2  Eastern European Restaurant  0.09\n",
      "3         Fast Food Restaurant  0.09\n",
      "4               Ice Cream Shop  0.09\n",
      "\n",
      "\n",
      "---- Parkdale / Roncesvalles ----\n",
      "           venue  freq\n",
      "0    Coffee Shop  0.07\n",
      "1     Restaurant  0.06\n",
      "2  Grocery Store  0.06\n",
      "3           Café  0.06\n",
      "4    Pizza Place  0.04\n",
      "\n",
      "\n",
      "---- Parkview Hill / Woodbine Gardens ----\n",
      "                  venue  freq\n",
      "0               Brewery  0.12\n",
      "1  Fast Food Restaurant  0.12\n",
      "2           Pizza Place  0.12\n",
      "3  Gym / Fitness Center  0.06\n",
      "4              Pharmacy  0.06\n",
      "\n",
      "\n",
      "---- Parkwoods ----\n",
      "               venue  freq\n",
      "0  Food & Drink Shop   0.2\n",
      "1        Golf Course   0.2\n",
      "2               Park   0.2\n",
      "3               Road   0.2\n",
      "4      Train Station   0.2\n",
      "\n",
      "\n",
      "---- Queen's Park / Ontario Provincial Government ----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.17\n",
      "1                Café  0.07\n",
      "2      Sandwich Place  0.05\n",
      "3  Italian Restaurant  0.05\n",
      "4        Burger Joint  0.03\n",
      "\n",
      "\n",
      "---- Regent Park / Harbourfront ----\n",
      "                venue  freq\n",
      "0                 Pub  0.06\n",
      "1                Café  0.06\n",
      "2         Coffee Shop  0.06\n",
      "3  Athletics & Sports  0.04\n",
      "4                Park  0.04\n",
      "\n",
      "\n",
      "---- Richmond / Adelaide / King ----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.07\n",
      "1         Café  0.05\n",
      "2      Theater  0.04\n",
      "3        Hotel  0.04\n",
      "4          Gym  0.03\n",
      "\n",
      "\n",
      "---- Rosedale ----\n",
      "           venue  freq\n",
      "0           Park  0.43\n",
      "1  Grocery Store  0.14\n",
      "2     Playground  0.14\n",
      "3    Candy Store  0.14\n",
      "4          Trail  0.14\n",
      "\n",
      "\n",
      "---- Roselawn ----\n",
      "         venue  freq\n",
      "0         Pool   0.5\n",
      "1       Garden   0.5\n",
      "2  Yoga Studio   0.0\n",
      "3  Music Venue   0.0\n",
      "4  Opera House   0.0\n",
      "\n",
      "\n",
      "---- Rouge Hill / Port Union / Highland Creek ----\n",
      "            venue  freq\n",
      "0     Golf Course   0.2\n",
      "1             Bar   0.2\n",
      "2    Home Service   0.2\n",
      "3            Park   0.2\n",
      "4  History Museum   0.2\n",
      "\n",
      "\n",
      "---- Runnymede / Swansea ----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.10\n",
      "1         Café  0.09\n",
      "2          Pub  0.05\n",
      "3       Bakery  0.05\n",
      "4  Pizza Place  0.05\n",
      "\n",
      "\n",
      "---- Runnymede / The Junction North ----\n",
      "                    venue  freq\n",
      "0                 Brewery  0.23\n",
      "1  Furniture / Home Store  0.15\n",
      "2               BBQ Joint  0.15\n",
      "3                    Café  0.08\n",
      "4                    Park  0.08\n",
      "\n",
      "\n",
      "---- Scarborough Village ----\n",
      "                  venue  freq\n",
      "0            Restaurant  0.17\n",
      "1     Indian Restaurant  0.17\n",
      "2         Big Box Store  0.17\n",
      "3         Train Station  0.17\n",
      "4  Fast Food Restaurant  0.17\n",
      "\n",
      "\n",
      "---- South Steeles / Silverstone / Humbergate / Jamestown / Mount Olive / Beaumond Heights / Thistletown / Albion Gardens ----\n",
      "                  venue  freq\n",
      "0   Fried Chicken Joint  0.07\n",
      "1   Japanese Restaurant  0.07\n",
      "2        Sandwich Place  0.07\n",
      "3         Grocery Store  0.07\n",
      "4  Caribbean Restaurant  0.07\n",
      "\n",
      "\n",
      "---- St. James Town ----\n",
      "         venue  freq\n",
      "0         Café  0.07\n",
      "1  Coffee Shop  0.07\n",
      "2   Restaurant  0.05\n",
      "3       Bakery  0.04\n",
      "4        Hotel  0.04\n",
      "\n",
      "\n",
      "---- St. James Town / Cabbagetown ----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.07\n",
      "1   Restaurant  0.06\n",
      "2         Park  0.06\n",
      "3  Pizza Place  0.04\n",
      "4         Café  0.04\n",
      "\n",
      "\n",
      "---- Steeles West / L'Amoreaux West ----\n",
      "                  venue  freq\n",
      "0    Chinese Restaurant  0.12\n",
      "1  Fast Food Restaurant  0.12\n",
      "2         Grocery Store  0.12\n",
      "3  Other Great Outdoors  0.06\n",
      "4        Sandwich Place  0.06\n",
      "\n",
      "\n",
      "---- Stn A PO Boxes ----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.09\n",
      "1         Café  0.05\n",
      "2        Hotel  0.04\n",
      "3     Beer Bar  0.03\n",
      "4          Bar  0.03\n",
      "\n",
      "\n",
      "---- Studio District ----\n",
      "                 venue  freq\n",
      "0   Athletics & Sports   0.2\n",
      "1       Baseball Field   0.2\n",
      "2                  Gym   0.2\n",
      "3        Garden Center   0.2\n",
      "4  Government Building   0.2\n",
      "\n",
      "\n",
      "---- Summerhill West / Rathnelly / South Hill / Forest Hill SE / Deer Park ----\n",
      "              venue  freq\n",
      "0              Park  0.07\n",
      "1      Skating Rink  0.07\n",
      "2               Pub  0.07\n",
      "3  Sushi Restaurant  0.07\n",
      "4       Coffee Shop  0.07\n",
      "\n",
      "\n",
      "---- The Annex / North Midtown / Yorkville ----\n",
      "                venue  freq\n",
      "0                Café  0.10\n",
      "1         Coffee Shop  0.07\n",
      "2  Italian Restaurant  0.07\n",
      "3      Sandwich Place  0.07\n",
      "4  Mexican Restaurant  0.05\n",
      "\n",
      "\n",
      "---- The Beaches ----\n",
      "            venue  freq\n",
      "0             Pub   0.3\n",
      "1  Clothing Store   0.1\n",
      "2     Coffee Shop   0.1\n",
      "3            Bank   0.1\n",
      "4          Bakery   0.1\n",
      "\n",
      "\n",
      "---- The Danforth West / Riverdale ----\n",
      "              venue  freq\n",
      "0  Greek Restaurant  0.17\n",
      "1              Café  0.08\n",
      "2    Ice Cream Shop  0.06\n",
      "3              Bank  0.06\n",
      "4        Restaurant  0.06\n",
      "\n",
      "\n",
      "---- The Kingsway / Montgomery Road  / Old Mill North ----\n",
      "                venue  freq\n",
      "0              Bakery  0.08\n",
      "1      Breakfast Spot  0.08\n",
      "2    Sushi Restaurant  0.08\n",
      "3  Italian Restaurant  0.08\n",
      "4                Bank  0.08\n",
      "\n",
      "\n",
      "---- Thorncliffe Park ----\n",
      "                  venue  freq\n",
      "0     Indian Restaurant  0.11\n",
      "1         Grocery Store  0.11\n",
      "2                  Bank  0.05\n",
      "3  Gym / Fitness Center  0.05\n",
      "4                   Gym  0.05\n",
      "\n",
      "\n",
      "---- Toronto Dominion Centre / Design Exchange ----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.10\n",
      "1        Hotel  0.08\n",
      "2         Café  0.07\n",
      "3   Restaurant  0.05\n",
      "4    Gastropub  0.03\n",
      "\n",
      "\n",
      "---- University of Toronto / Harbord ----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.07\n",
      "1                Café  0.07\n",
      "2                 Pub  0.04\n",
      "3          Restaurant  0.04\n",
      "4  Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "---- Victoria Village ----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       venue  freq\n",
      "0                Coffee Shop  0.17\n",
      "1      Portuguese Restaurant  0.17\n",
      "2  Middle Eastern Restaurant  0.17\n",
      "3               Hockey Arena  0.17\n",
      "4                Pizza Place  0.17\n",
      "\n",
      "\n",
      "---- West Deane Park / Princess Gardens / Martin Grove / Islington / Cloverdale ----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.18\n",
      "1             Theater  0.09\n",
      "2   Convenience Store  0.09\n",
      "3                Park  0.09\n",
      "4  Mexican Restaurant  0.09\n",
      "\n",
      "\n",
      "---- Westmount ----\n",
      "                       venue  freq\n",
      "0                Pizza Place  0.17\n",
      "1             Ice Cream Shop  0.08\n",
      "2             Discount Store  0.08\n",
      "3  Middle Eastern Restaurant  0.08\n",
      "4                Flea Market  0.08\n",
      "\n",
      "\n",
      "---- Weston ----\n",
      "                 venue  freq\n",
      "0                Diner  0.14\n",
      "1  Fried Chicken Joint  0.14\n",
      "2       Breakfast Spot  0.14\n",
      "3                 Bank  0.14\n",
      "4          Pizza Place  0.14\n",
      "\n",
      "\n",
      "---- Wexford / Maryvale ----\n",
      "                       venue  freq\n",
      "0               Burger Joint  0.14\n",
      "1  Middle Eastern Restaurant  0.14\n",
      "2                Pizza Place  0.14\n",
      "3                Coffee Shop  0.07\n",
      "4                 Hookah Bar  0.07\n",
      "\n",
      "\n",
      "---- Willowdale ----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.07\n",
      "1          Pizza Place  0.06\n",
      "2    Korean Restaurant  0.06\n",
      "3     Ramen Restaurant  0.05\n",
      "4  Japanese Restaurant  0.03\n",
      "\n",
      "\n",
      "---- Willowdale / Newtonbrook ----\n",
      "                   venue  freq\n",
      "0                   Park  0.25\n",
      "1         Cosmetics Shop  0.12\n",
      "2            Bridal Shop  0.12\n",
      "3           Home Service  0.12\n",
      "4  Vietnamese Restaurant  0.12\n",
      "\n",
      "\n",
      "---- Woburn ----\n",
      "                     venue  freq\n",
      "0              Coffee Shop  0.50\n",
      "1                     Park  0.25\n",
      "2         Business Service  0.25\n",
      "3              Yoga Studio  0.00\n",
      "4  New American Restaurant  0.00\n",
      "\n",
      "\n",
      "---- Woodbine Heights ----\n",
      "             venue  freq\n",
      "0      Coffee Shop  0.08\n",
      "1           Bakery  0.06\n",
      "2  Thai Restaurant  0.06\n",
      "3         Pharmacy  0.06\n",
      "4         Bus Line  0.06\n",
      "\n",
      "\n",
      "---- York Mills / Silver Hills ----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.14\n",
      "1            Bank  0.14\n",
      "2  Sandwich Place  0.07\n",
      "3         Butcher  0.07\n",
      "4    Burger Joint  0.07\n",
      "\n",
      "\n",
      "---- York Mills West ----\n",
      "               venue  freq\n",
      "0               Park   0.4\n",
      "1  Convenience Store   0.2\n",
      "2               Bank   0.2\n",
      "3   Dentist's Office   0.2\n",
      "4        Yoga Studio   0.0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_top_venues = 5\n",
    "for hood in NorthYork_grouped['Neighborhood']:\n",
    "    print(\"---- \"+hood+\" ----\")\n",
    "    temp =NorthYork_grouped[NorthYork_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": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    \n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Searching for most common venues/facilities near neighborhoods of Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Agincourt</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Malay Restaurant</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alderwood / Long Branch</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Community Center</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Supermarket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>Park</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Birch Cliff / Cliffside West</td>\n",
       "      <td>General Entertainment</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>College Stadium</td>\n",
       "      <td>Café</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Park</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brockton / Parkdale Village / Exhibition Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Tibetan Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Business reply mail Processing CentrE</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Tea Room</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CN Tower / King and Spadina / Railway Lands / ...</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Market</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Tea Room</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>Hakka Restaurant</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Art Gallery</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Christie</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Park</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Gay Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Clarks Corners / Tam O'Shanter / Sullivan</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Golf Course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Cliffside / Cliffcrest / Scarborough Village West</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bistro</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Park</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Pizza Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Commerce Court / Victoria Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Davisville</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Davisville North</td>\n",
       "      <td>Park</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Indoor Play Area</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Del Ray / Mount Dennis / Keelsdale and Silvert...</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Field</td>\n",
       "      <td>Flower Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Don Mills</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Dorset Park / Wexford Heights / Scarborough To...</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Dufferin / Dovercourt Village</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Café</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Bar</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Eringate / Bloordale Gardens / Old Burnhamthor...</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>First Canadian Place / Underground city</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Forest Hill North &amp; West</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Garden District, Ryerson</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bookstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Glencairn</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Golden Mile / Clairlea / Oakridge</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>General Entertainment</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Metro Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Guildwood / Morningside / West Hill</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Harbourfront East / Union Station / Toronto Is...</td>\n",
       "      <td>Theme Park</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>High Park / The Junction South</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Residential Building (Apartment / Condo)</td>\n",
       "      <td>Café</td>\n",
       "      <td>Playground</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Residential Building (Apartment / Condo)</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Field</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Humberlea / Emery</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Soccer Stadium</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Field</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>India Bazaar / The Beaches West</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Park</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Islington Avenue</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Café</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Kennedy Park / Ionview / East Birchmount Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Kensington Market / Chinatown / Grange Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Art Gallery</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Kingsview Village / St. Phillips / Martin Grov...</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Paintball Field</td>\n",
       "      <td>Racetrack</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>College Quad</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Leaside</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Little Portugal / Trinity</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dive Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Malvern / Rouge</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Park</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Milliken / Agincourt North / Steeles East / L'...</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Mimico NW / The Queensway West / South of Bloo...</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Mattress Store</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Moore Park / Summerhill East</td>\n",
       "      <td>Park</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dive Bar</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>New Toronto / Mimico South / Humber Bay Shores</td>\n",
       "      <td>Park</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Park</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Northwest</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Swiss Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Northwood Park / York University</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Old Mill South / King's Mill Park / Sunnylea /...</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Parkdale / Roncesvalles</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Gift Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Parkview Hill / Woodbine Gardens</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Soccer Stadium</td>\n",
       "      <td>Rock Climbing Spot</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Road</td>\n",
       "      <td>Park</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Field</td>\n",
       "      <td>Dive Bar</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Art Gallery</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Historic Site</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Richmond / Adelaide / King</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Movie Theater</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Rosedale</td>\n",
       "      <td>Park</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Roselawn</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Rouge Hill / Port Union / Highland Creek</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>History Museum</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Runnymede / Swansea</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Runnymede / The Junction North</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Big Box Store</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Field</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>South Steeles / Silverstone / Humbergate / Jam...</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym Pool</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>St. James Town</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>St. James Town / Cabbagetown</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Steeles West / L'Amoreaux West</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Nail Salon</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Camera Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Tea Room</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Studio District</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Government Building</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Summerhill West / Rathnelly / South Hill / For...</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>The Annex / North Midtown / Yorkville</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>History Museum</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>The Danforth West / Riverdale</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Business Service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>The Kingsway / Montgomery Road  / Old Mill North</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Thorncliffe Park</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Toronto Dominion Centre / Design Exchange</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>University of Toronto / Harbord</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Museum</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>West Deane Park / Princess Gardens / Martin Gr...</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Park</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Westmount</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Golf Driving Range</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Weston</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Wexford / Maryvale</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Hookah Bar</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Willowdale</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "      <td>Park</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Woburn</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Business Service</td>\n",
       "      <td>Park</td>\n",
       "      <td>Dive Bar</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Woodbine Heights</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>York Mills West</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Dentist's Office</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Neighborhood  \\\n",
       "0                                           Agincourt   \n",
       "1                             Alderwood / Long Branch   \n",
       "2   Bathurst Manor / Wilson Heights / Downsview North   \n",
       "3                                     Bayview Village   \n",
       "4                  Bedford Park / Lawrence Manor East   \n",
       "5                                         Berczy Park   \n",
       "6                        Birch Cliff / Cliffside West   \n",
       "7      Brockton / Parkdale Village / Exhibition Place   \n",
       "8               Business reply mail Processing CentrE   \n",
       "9   CN Tower / King and Spadina / Railway Lands / ...   \n",
       "10                                Caledonia-Fairbanks   \n",
       "11              Canada Post Gateway Processing Centre   \n",
       "12                                          Cedarbrae   \n",
       "13                                 Central Bay Street   \n",
       "14                                           Christie   \n",
       "15                               Church and Wellesley   \n",
       "16          Clarks Corners / Tam O'Shanter / Sullivan   \n",
       "17  Cliffside / Cliffcrest / Scarborough Village West   \n",
       "18                    Commerce Court / Victoria Hotel   \n",
       "19                                         Davisville   \n",
       "20                                   Davisville North   \n",
       "21  Del Ray / Mount Dennis / Keelsdale and Silvert...   \n",
       "22                                          Don Mills   \n",
       "23  Dorset Park / Wexford Heights / Scarborough To...   \n",
       "24                                          Downsview   \n",
       "25                      Dufferin / Dovercourt Village   \n",
       "26                                       East Toronto   \n",
       "27  Eringate / Bloordale Gardens / Old Burnhamthor...   \n",
       "28                     Fairview / Henry Farm / Oriole   \n",
       "29            First Canadian Place / Underground city   \n",
       "30                           Forest Hill North & West   \n",
       "31                           Garden District, Ryerson   \n",
       "32                                          Glencairn   \n",
       "33                  Golden Mile / Clairlea / Oakridge   \n",
       "34                Guildwood / Morningside / West Hill   \n",
       "35  Harbourfront East / Union Station / Toronto Is...   \n",
       "36                     High Park / The Junction South   \n",
       "37                                  Hillcrest Village   \n",
       "38                                      Humber Summit   \n",
       "39                                  Humberlea / Emery   \n",
       "40                                 Humewood-Cedarvale   \n",
       "41                    India Bazaar / The Beaches West   \n",
       "42                                   Islington Avenue   \n",
       "43      Kennedy Park / Ionview / East Birchmount Park   \n",
       "44        Kensington Market / Chinatown / Grange Park   \n",
       "45  Kingsview Village / St. Phillips / Martin Grov...   \n",
       "46                  Lawrence Manor / Lawrence Heights   \n",
       "47                                      Lawrence Park   \n",
       "48                                            Leaside   \n",
       "49                          Little Portugal / Trinity   \n",
       "50                                    Malvern / Rouge   \n",
       "51  Milliken / Agincourt North / Steeles East / L'...   \n",
       "52  Mimico NW / The Queensway West / South of Bloo...   \n",
       "53                       Moore Park / Summerhill East   \n",
       "54     New Toronto / Mimico South / Humber Bay Shores   \n",
       "55         North Park / Maple Leaf Park / Upwood Park   \n",
       "56                                 North Toronto West   \n",
       "57                                          Northwest   \n",
       "58                   Northwood Park / York University   \n",
       "59  Old Mill South / King's Mill Park / Sunnylea /...   \n",
       "60                            Parkdale / Roncesvalles   \n",
       "61                   Parkview Hill / Woodbine Gardens   \n",
       "62                                          Parkwoods   \n",
       "63       Queen's Park / Ontario Provincial Government   \n",
       "64                         Regent Park / Harbourfront   \n",
       "65                         Richmond / Adelaide / King   \n",
       "66                                           Rosedale   \n",
       "67                                           Roselawn   \n",
       "68           Rouge Hill / Port Union / Highland Creek   \n",
       "69                                Runnymede / Swansea   \n",
       "70                     Runnymede / The Junction North   \n",
       "71                                Scarborough Village   \n",
       "72  South Steeles / Silverstone / Humbergate / Jam...   \n",
       "73                                     St. James Town   \n",
       "74                       St. James Town / Cabbagetown   \n",
       "75                     Steeles West / L'Amoreaux West   \n",
       "76                                     Stn A PO Boxes   \n",
       "77                                    Studio District   \n",
       "78  Summerhill West / Rathnelly / South Hill / For...   \n",
       "79              The Annex / North Midtown / Yorkville   \n",
       "80                                        The Beaches   \n",
       "81                      The Danforth West / Riverdale   \n",
       "82   The Kingsway / Montgomery Road  / Old Mill North   \n",
       "83                                   Thorncliffe Park   \n",
       "84          Toronto Dominion Centre / Design Exchange   \n",
       "85                    University of Toronto / Harbord   \n",
       "86                                   Victoria Village   \n",
       "87  West Deane Park / Princess Gardens / Martin Gr...   \n",
       "88                                          Westmount   \n",
       "89                                             Weston   \n",
       "90                                 Wexford / Maryvale   \n",
       "91                                         Willowdale   \n",
       "92                           Willowdale / Newtonbrook   \n",
       "93                                             Woburn   \n",
       "94                                   Woodbine Heights   \n",
       "95                          York Mills / Silver Hills   \n",
       "96                                    York Mills West   \n",
       "\n",
       "         1st Most Common Venue          2nd Most Common Venue  \\\n",
       "0                Shopping Mall             Chinese Restaurant   \n",
       "1                         Pool                       Pharmacy   \n",
       "2                  Coffee Shop                           Bank   \n",
       "3                         Park     Construction & Landscaping   \n",
       "4           Italian Restaurant                    Pizza Place   \n",
       "5                  Coffee Shop                     Restaurant   \n",
       "6        General Entertainment                            Gym   \n",
       "7                         Café                     Restaurant   \n",
       "8                  Coffee Shop                           Café   \n",
       "9                  Coffee Shop                            Gym   \n",
       "10                        Park                  Women's Store   \n",
       "11                 Coffee Shop                           Café   \n",
       "12            Hakka Restaurant             Athletics & Sports   \n",
       "13                 Coffee Shop                 Clothing Store   \n",
       "14           Korean Restaurant                  Grocery Store   \n",
       "15                 Coffee Shop                   Burger Joint   \n",
       "16                    Pharmacy                    Coffee Shop   \n",
       "17              Ice Cream Shop                 Discount Store   \n",
       "18                 Coffee Shop                           Café   \n",
       "19                Dessert Shop                    Coffee Shop   \n",
       "20                        Park              Food & Drink Shop   \n",
       "21  Construction & Landscaping              Food & Drink Shop   \n",
       "22                        Bank                    Coffee Shop   \n",
       "23                 Coffee Shop             Chinese Restaurant   \n",
       "24                 Coffee Shop           Fast Food Restaurant   \n",
       "25                         Bar                    Coffee Shop   \n",
       "26                         Bar            American Restaurant   \n",
       "27              Cosmetics Shop                    Gas Station   \n",
       "28              Clothing Store                    Coffee Shop   \n",
       "29                 Coffee Shop                          Hotel   \n",
       "30                        Bank                           Park   \n",
       "31                 Coffee Shop                 Clothing Store   \n",
       "32               Grocery Store                    Pizza Place   \n",
       "33                Intersection                          Diner   \n",
       "34                 Pizza Place           Fast Food Restaurant   \n",
       "35                  Theme Park                           Park   \n",
       "36           Convenience Store                            Bar   \n",
       "37                        Park             Chinese Restaurant   \n",
       "38         Arts & Crafts Store                         Bakery   \n",
       "39                 Coffee Shop                     Playground   \n",
       "40               Grocery Store                   Hockey Arena   \n",
       "41           Indian Restaurant                 Sandwich Place   \n",
       "42                    Pharmacy                           Bank   \n",
       "43                 Coffee Shop             Chinese Restaurant   \n",
       "44                        Café  Vegetarian / Vegan Restaurant   \n",
       "45                 Pizza Place                  Shopping Mall   \n",
       "46              Clothing Store                   Dessert Shop   \n",
       "47                       Trail                    Coffee Shop   \n",
       "48                 Coffee Shop         Furniture / Home Store   \n",
       "49                         Bar                     Restaurant   \n",
       "50  Construction & Landscaping                           Park   \n",
       "51              Sandwich Place               Sushi Restaurant   \n",
       "52               Burrito Place                            Gym   \n",
       "53                        Park                Thai Restaurant   \n",
       "54                        Park                    Yoga Studio   \n",
       "55                Home Service     Construction & Landscaping   \n",
       "56                 Coffee Shop                           Café   \n",
       "57                 Coffee Shop                          Hotel   \n",
       "58                 Pizza Place                    Coffee Shop   \n",
       "59                 Coffee Shop             Italian Restaurant   \n",
       "60                 Coffee Shop                           Café   \n",
       "61        Fast Food Restaurant                    Pizza Place   \n",
       "62                 Golf Course                           Road   \n",
       "63                 Coffee Shop                           Café   \n",
       "64                        Café                            Pub   \n",
       "65                 Coffee Shop                           Café   \n",
       "66                        Park                          Trail   \n",
       "67                        Pool                         Garden   \n",
       "68                Home Service                 History Museum   \n",
       "69                 Coffee Shop                           Café   \n",
       "70                     Brewery         Furniture / Home Store   \n",
       "71               Train Station           Fast Food Restaurant   \n",
       "72               Grocery Store                       Pharmacy   \n",
       "73                 Coffee Shop                           Café   \n",
       "74                 Coffee Shop                           Park   \n",
       "75          Chinese Restaurant           Fast Food Restaurant   \n",
       "76                 Coffee Shop                           Café   \n",
       "77              Baseball Field             Athletics & Sports   \n",
       "78                  Restaurant                   Skating Rink   \n",
       "79                        Café             Italian Restaurant   \n",
       "80                         Pub                          Trail   \n",
       "81            Greek Restaurant                           Café   \n",
       "82          Italian Restaurant               Sushi Restaurant   \n",
       "83           Indian Restaurant                  Grocery Store   \n",
       "84                 Coffee Shop                          Hotel   \n",
       "85                        Café                    Coffee Shop   \n",
       "86                Hockey Arena                    Coffee Shop   \n",
       "87                 Pizza Place                            Gym   \n",
       "88                 Pizza Place             Chinese Restaurant   \n",
       "89              Breakfast Spot                    Pizza Place   \n",
       "90                Burger Joint                    Pizza Place   \n",
       "91                 Coffee Shop              Korean Restaurant   \n",
       "92                        Park                   Home Service   \n",
       "93                 Coffee Shop               Business Service   \n",
       "94                 Coffee Shop                       Bus Line   \n",
       "95                        Bank                    Coffee Shop   \n",
       "96                        Park                           Bank   \n",
       "\n",
       "         3rd Most Common Venue        4th Most Common Venue  \\\n",
       "0                       Lounge     Mediterranean Restaurant   \n",
       "1                  Gas Station                 Dance Studio   \n",
       "2           Chinese Restaurant                Shopping Mall   \n",
       "3                        Trail                Women's Store   \n",
       "4               Sandwich Place                   Restaurant   \n",
       "5          Japanese Restaurant                         Café   \n",
       "6   Construction & Landscaping            Convenience Store   \n",
       "7                  Coffee Shop                          Bar   \n",
       "8                        Hotel                   Restaurant   \n",
       "9                         Café                   Restaurant   \n",
       "10                    Bus Stop                       Market   \n",
       "11                       Hotel                   Restaurant   \n",
       "12             Thai Restaurant                         Bank   \n",
       "13                         Bar                  Art Gallery   \n",
       "14                 Coffee Shop                        Diner   \n",
       "15                     Gay Bar                         Café   \n",
       "16                 Pizza Place            Convenience Store   \n",
       "17                        Bank                       Bistro   \n",
       "18          Seafood Restaurant                        Hotel   \n",
       "19          Italian Restaurant                  Pizza Place   \n",
       "20              Breakfast Spot               Sandwich Place   \n",
       "21                 Fish Market         Fast Food Restaurant   \n",
       "22           Electronics Store                        Diner   \n",
       "23                      Bakery           Light Rail Station   \n",
       "24                 Pizza Place               Discount Store   \n",
       "25                      Bakery                         Café   \n",
       "26        Ethiopian Restaurant                         Café   \n",
       "27                 Pizza Place         Fast Food Restaurant   \n",
       "28        Fast Food Restaurant                   Restaurant   \n",
       "29                        Café                   Restaurant   \n",
       "30                         Gym                         Café   \n",
       "31   Middle Eastern Restaurant              Bubble Tea Shop   \n",
       "32    Mediterranean Restaurant               Ice Cream Shop   \n",
       "33                    Bus Line                       Bakery   \n",
       "34                        Bank                         Park   \n",
       "35                 Pizza Place          American Restaurant   \n",
       "36                 Pizza Place                         Park   \n",
       "37        Fast Food Restaurant                       Bakery   \n",
       "38           Electronics Store                         Farm   \n",
       "39                        Café                         Park   \n",
       "40              Soccer Stadium            Convenience Store   \n",
       "41                        Café                Grocery Store   \n",
       "42                Skating Rink                         Café   \n",
       "43                    Pharmacy           Light Rail Station   \n",
       "44                 Coffee Shop                          Bar   \n",
       "45                        Bank                  Coffee Shop   \n",
       "46                  Restaurant                   Food Court   \n",
       "47                    Bus Line                    Bookstore   \n",
       "48           Electronics Store          Sporting Goods Shop   \n",
       "49          Italian Restaurant                  Coffee Shop   \n",
       "50                       Trail                Women's Store   \n",
       "51                    Pharmacy                      Dog Run   \n",
       "52                        Bank           Italian Restaurant   \n",
       "53         Japanese Restaurant                Grocery Store   \n",
       "54           Convenience Store                Grocery Store   \n",
       "55                      Bakery                         Park   \n",
       "56          Italian Restaurant                   Restaurant   \n",
       "57                 Gas Station     Mediterranean Restaurant   \n",
       "58         Japanese Restaurant         Caribbean Restaurant   \n",
       "59                        Bank  Eastern European Restaurant   \n",
       "60                  Restaurant                Grocery Store   \n",
       "61                     Brewery               Soccer Stadium   \n",
       "62                        Park                Train Station   \n",
       "63          Italian Restaurant               Sandwich Place   \n",
       "64                 Coffee Shop                         Park   \n",
       "65                       Hotel                      Theater   \n",
       "66                  Playground                  Candy Store   \n",
       "67                     Dog Run             Doner Restaurant   \n",
       "68                 Golf Course                         Park   \n",
       "69                 Pizza Place                       Bakery   \n",
       "70                   BBQ Joint             Department Store   \n",
       "71                  Restaurant                Big Box Store   \n",
       "72        Caribbean Restaurant                   Beer Store   \n",
       "73                  Restaurant                        Hotel   \n",
       "74                  Restaurant                         Café   \n",
       "75               Grocery Store                  Pizza Place   \n",
       "76                       Hotel                   Restaurant   \n",
       "77         Government Building                          Gym   \n",
       "78                         Pub                  Coffee Shop   \n",
       "79              Sandwich Place                  Coffee Shop   \n",
       "80                 Coffee Shop                    Gastropub   \n",
       "81                        Bank                   Restaurant   \n",
       "82                        Bank                       Bakery   \n",
       "83                 Yoga Studio                          Gym   \n",
       "84                        Café                   Restaurant   \n",
       "85                  Restaurant                          Pub   \n",
       "86   Middle Eastern Restaurant        Portuguese Restaurant   \n",
       "87                        Park            Fish & Chips Shop   \n",
       "88                 Coffee Shop                  Flea Market   \n",
       "89                        Bank                        Diner   \n",
       "90   Middle Eastern Restaurant                   Hookah Bar   \n",
       "91                 Pizza Place             Ramen Restaurant   \n",
       "92                  Playground        Vietnamese Restaurant   \n",
       "93                        Park                     Dive Bar   \n",
       "94                    Pharmacy              Thai Restaurant   \n",
       "95              Baseball Field                Shopping Mall   \n",
       "96            Dentist's Office            Convenience Store   \n",
       "\n",
       "        5th Most Common Venue                     6th Most Common Venue  \\\n",
       "0   Latin American Restaurant                            Breakfast Spot   \n",
       "1                 Coffee Shop                              Skating Rink   \n",
       "2   Middle Eastern Restaurant                               Bridal Shop   \n",
       "3          Falafel Restaurant                          Doner Restaurant   \n",
       "4             Thai Restaurant                               Coffee Shop   \n",
       "5                       Hotel                                  Beer Bar   \n",
       "6             College Stadium                                      Café   \n",
       "7                      Lounge                        Tibetan Restaurant   \n",
       "8                         Bar                                  Beer Bar   \n",
       "9              Sandwich Place                                      Park   \n",
       "10                 Beer Store                                    Bakery   \n",
       "11                        Bar                                  Beer Bar   \n",
       "12                Gas Station                                    Lounge   \n",
       "13        Japanese Restaurant                 Middle Eastern Restaurant   \n",
       "14                       Park                        Mexican Restaurant   \n",
       "15        Japanese Restaurant                                Restaurant   \n",
       "16         Mexican Restaurant                      Caribbean Restaurant   \n",
       "17                Coffee Shop                            Sandwich Place   \n",
       "18        Japanese Restaurant                                Restaurant   \n",
       "19             Sandwich Place                          Sushi Restaurant   \n",
       "20           Sushi Restaurant                                      Café   \n",
       "21                Coffee Shop                               Flea Market   \n",
       "22             Clothing Store                        Italian Restaurant   \n",
       "23              Women's Store                                Donut Shop   \n",
       "24      Vietnamese Restaurant                                      Park   \n",
       "25              Grocery Store                            Sandwich Place   \n",
       "26                Coffee Shop                                Sports Bar   \n",
       "27                 Beer Store                              Liquor Store   \n",
       "28                     Bakery                                Food Court   \n",
       "29                  Gastropub                        Seafood Restaurant   \n",
       "30                Coffee Shop                                     Trail   \n",
       "31                 Restaurant                        Italian Restaurant   \n",
       "32                       Bank                       Japanese Restaurant   \n",
       "33               Soccer Field                     General Entertainment   \n",
       "34                Coffee Shop                         Electronics Store   \n",
       "35                       Farm                             Women's Store   \n",
       "36             Sandwich Place                          Sushi Restaurant   \n",
       "37                   Pharmacy  Residential Building (Apartment / Condo)   \n",
       "38           Doner Restaurant                                Donut Shop   \n",
       "39              Women's Store                          Doner Restaurant   \n",
       "40                      Field                            Farmers Market   \n",
       "41                    Brewery                               Pizza Place   \n",
       "42              Shopping Mall                             Grocery Store   \n",
       "43              Grocery Store                          Department Store   \n",
       "44                Art Gallery                        Mexican Restaurant   \n",
       "45            Paintball Field                                 Racetrack   \n",
       "46     Furniture / Home Store                       Fried Chicken Joint   \n",
       "47               College Quad                                      Café   \n",
       "48                    Brewery                                      Bank   \n",
       "49               Cocktail Bar                                      Café   \n",
       "50         Falafel Restaurant                          Doner Restaurant   \n",
       "51           Doner Restaurant                                Donut Shop   \n",
       "52           Sushi Restaurant                              Liquor Store   \n",
       "53                        Gym                            Discount Store   \n",
       "54               Skating Rink                      Ethiopian Restaurant   \n",
       "55         Falafel Restaurant                          Doner Restaurant   \n",
       "56                     Bakery                                     Diner   \n",
       "57           Swiss Restaurant                            Sandwich Place   \n",
       "58       Fast Food Restaurant                             Shopping Mall   \n",
       "59             Ice Cream Shop                      Fast Food Restaurant   \n",
       "60                Pizza Place                           Thai Restaurant   \n",
       "61         Rock Climbing Spot                                      Bank   \n",
       "62          Food & Drink Shop                       Filipino Restaurant   \n",
       "63               Burger Joint                                 Gastropub   \n",
       "64         Athletics & Sports                               Art Gallery   \n",
       "65             Clothing Store                                Restaurant   \n",
       "66              Grocery Store                             Women's Store   \n",
       "67                 Donut Shop                       Dumpling Restaurant   \n",
       "68                        Bar                            Cosmetics Shop   \n",
       "69                        Pub                        Falafel Restaurant   \n",
       "70                       Park                               Gas Station   \n",
       "71          Indian Restaurant                            Sandwich Place   \n",
       "72               Liquor Store                       Japanese Restaurant   \n",
       "73                     Bakery                        Seafood Restaurant   \n",
       "74                Pizza Place                                    Bakery   \n",
       "75                 Nail Salon                                      Bank   \n",
       "76                        Bar                                  Beer Bar   \n",
       "77              Garden Center                       Filipino Restaurant   \n",
       "78                       Park                          Sushi Restaurant   \n",
       "79                       Park                        Mexican Restaurant   \n",
       "80                       Bank                         Health Food Store   \n",
       "81             Ice Cream Shop                                 Bookstore   \n",
       "82             Breakfast Spot                          Greek Restaurant   \n",
       "83                   Pharmacy                                      Park   \n",
       "84         Seafood Restaurant                                       Bar   \n",
       "85                  Bookstore                        Italian Restaurant   \n",
       "86                Pizza Place                              Intersection   \n",
       "87          Convenience Store                        Mexican Restaurant   \n",
       "88                Supermarket                            Sandwich Place   \n",
       "89                   Pharmacy                       Fried Chicken Joint   \n",
       "90          Korean Restaurant                                       Bar   \n",
       "91        Japanese Restaurant                                      Bank   \n",
       "92             Cosmetics Shop                               Bridal Shop   \n",
       "93           Doner Restaurant                                Donut Shop   \n",
       "94              Grocery Store                       Arts & Crafts Store   \n",
       "95             Sandwich Place                               Supermarket   \n",
       "96           Doner Restaurant                                Donut Shop   \n",
       "\n",
       "          7th Most Common Venue                     8th Most Common Venue  \\\n",
       "0               Bubble Tea Shop                              Skating Rink   \n",
       "1                           Gym                               Pizza Place   \n",
       "2              Community Center                            Sandwich Place   \n",
       "3                    Donut Shop                       Dumpling Restaurant   \n",
       "4                      Pharmacy                                       Pub   \n",
       "5            Italian Restaurant                            Breakfast Spot   \n",
       "6                  Skating Rink                                      Park   \n",
       "7                     Gift Shop                            Sandwich Place   \n",
       "8           Arts & Crafts Store                                       Pub   \n",
       "9            Italian Restaurant                       Japanese Restaurant   \n",
       "10                Grocery Store                        Mexican Restaurant   \n",
       "11          Arts & Crafts Store                                       Pub   \n",
       "12                   Donut Shop                       Dumpling Restaurant   \n",
       "13           Italian Restaurant                                Restaurant   \n",
       "14                  Pizza Place                         Indian Restaurant   \n",
       "15                 Dance Studio                      Caribbean Restaurant   \n",
       "16           Chinese Restaurant                                      Bank   \n",
       "17                     Pharmacy                                      Park   \n",
       "18          American Restaurant                                 Gastropub   \n",
       "19                         Café                                       Gym   \n",
       "20             Greek Restaurant                          Indoor Play Area   \n",
       "21            Fish & Chips Shop                       Filipino Restaurant   \n",
       "22           Dim Sum Restaurant                                Restaurant   \n",
       "23          Dumpling Restaurant               Eastern European Restaurant   \n",
       "24                        Hotel                             Grocery Store   \n",
       "25           Mexican Restaurant                                      Park   \n",
       "26                     Beer Bar                                Beer Store   \n",
       "27                    Pet Store                                      Café   \n",
       "28                     Tea Room                                      Bank   \n",
       "29          American Restaurant                                       Bar   \n",
       "30                    Bookstore             Vegetarian / Vegan Restaurant   \n",
       "31          Japanese Restaurant                                     Diner   \n",
       "32           Italian Restaurant                 Latin American Restaurant   \n",
       "33                         Park                               Coffee Shop   \n",
       "34                  Supermarket                                  Pharmacy   \n",
       "35            Electronics Store                                   Dog Run   \n",
       "36                Metro Station  Residential Building (Apartment / Condo)   \n",
       "37               Farmers Market                                      Farm   \n",
       "38          Dumpling Restaurant               Eastern European Restaurant   \n",
       "39                   Donut Shop                       Dumpling Restaurant   \n",
       "40                        Trail                             Women's Store   \n",
       "41                  Coffee Shop                                       Gym   \n",
       "42                         Park                             Women's Store   \n",
       "43               Sandwich Place                             Metro Station   \n",
       "44                  Yoga Studio                     Vietnamese Restaurant   \n",
       "45                         Park                       Sporting Goods Shop   \n",
       "46             Greek Restaurant                                 Bookstore   \n",
       "47                   Restaurant                                      Park   \n",
       "48             Department Store                                Sports Bar   \n",
       "49             Asian Restaurant                                 Nightclub   \n",
       "50                   Donut Shop                       Dumpling Restaurant   \n",
       "51          Dumpling Restaurant               Eastern European Restaurant   \n",
       "52               Mattress Store                                    Buffet   \n",
       "53                     Dive Bar                                   Dog Run   \n",
       "54             Doner Restaurant                                Donut Shop   \n",
       "55                   Donut Shop                       Dumpling Restaurant   \n",
       "56                 Dessert Shop                       Sporting Goods Shop   \n",
       "57          Rental Car Location                         Electronics Store   \n",
       "58               Massage Studio                                       Bar   \n",
       "59             Sushi Restaurant                                      Park   \n",
       "60                       Bakery                          Sushi Restaurant   \n",
       "61                       Bakery                              Intersection   \n",
       "62                        Field                                  Dive Bar   \n",
       "63                Burrito Place                                       Bar   \n",
       "64                       Bakery                             Historic Site   \n",
       "65                          Gym                            Breakfast Spot   \n",
       "66                      Dog Run                          Doner Restaurant   \n",
       "67  Eastern European Restaurant                         Electronics Store   \n",
       "68           Falafel Restaurant                          Doner Restaurant   \n",
       "69                    Gastropub                                      Bank   \n",
       "70                         Café                                 Pet Store   \n",
       "71                        Field                            Farmers Market   \n",
       "72          Fried Chicken Joint                                      Park   \n",
       "73           Italian Restaurant                       American Restaurant   \n",
       "74                    Gastropub                                       Pub   \n",
       "75                       Bakery                               Supermarket   \n",
       "76          Arts & Crafts Store                                       Pub   \n",
       "77            Electronics Store                          Doner Restaurant   \n",
       "78         Cantonese Restaurant                                  Tea Room   \n",
       "79               History Museum                       American Restaurant   \n",
       "80                       Bakery                            Clothing Store   \n",
       "81                      Brewery                               Flower Shop   \n",
       "82                          Bar                           Thai Restaurant   \n",
       "83                  Coffee Shop                            Sandwich Place   \n",
       "84                    Gastropub                        Italian Restaurant   \n",
       "85                  Pizza Place                                    Museum   \n",
       "86             Doner Restaurant                                Donut Shop   \n",
       "87                         Bank                                   Theater   \n",
       "88               Discount Store                               Golf Course   \n",
       "89                         Park                             Women's Store   \n",
       "90                  Gas Station                               Supermarket   \n",
       "91               Sandwich Place                          Sushi Restaurant   \n",
       "92                         Café                             Women's Store   \n",
       "93          Dumpling Restaurant               Eastern European Restaurant   \n",
       "94                  Pizza Place                                    Bakery   \n",
       "95                     Bus Stop                                   Butcher   \n",
       "96          Dumpling Restaurant               Eastern European Restaurant   \n",
       "\n",
       "          9th Most Common Venue       10th Most Common Venue  \n",
       "0              Malay Restaurant          Filipino Restaurant  \n",
       "1                           Pub               Sandwich Place  \n",
       "2           Fried Chicken Joint                  Supermarket  \n",
       "3   Eastern European Restaurant            Electronics Store  \n",
       "4                       Butcher                         Café  \n",
       "5            Seafood Restaurant                       Bakery  \n",
       "6              Doner Restaurant                   Donut Shop  \n",
       "7                   Supermarket            Indian Restaurant  \n",
       "8                        Bakery                     Tea Room  \n",
       "9                       Brewery           Seafood Restaurant  \n",
       "10                 Dance Studio               Cosmetics Shop  \n",
       "11                       Bakery                     Tea Room  \n",
       "12  Eastern European Restaurant            Electronics Store  \n",
       "13                        Plaza                         Café  \n",
       "14                         Café          Japanese Restaurant  \n",
       "15             Ramen Restaurant                  Men's Store  \n",
       "16              Thai Restaurant                  Golf Course  \n",
       "17                 Burger Joint                  Pizza Place  \n",
       "18                     Beer Bar                       Bakery  \n",
       "19                        Trail                      Brewery  \n",
       "20            Indian Restaurant                          Gym  \n",
       "21                        Field                  Flower Shop  \n",
       "22                  Gas Station                     Pharmacy  \n",
       "23            Electronics Store         Ethiopian Restaurant  \n",
       "24          Fried Chicken Joint                   Beer Store  \n",
       "25                 Cocktail Bar         Gym / Fitness Center  \n",
       "26                    Gastropub              Thai Restaurant  \n",
       "27                  Coffee Shop                Women's Store  \n",
       "28          Japanese Restaurant             Toy / Game Store  \n",
       "29             Asian Restaurant          Japanese Restaurant  \n",
       "30                Jewelry Store             Sushi Restaurant  \n",
       "31                         Café                    Bookstore  \n",
       "32          Rental Car Location         Fast Food Restaurant  \n",
       "33                          Gym                Metro Station  \n",
       "34            Food & Drink Shop                   Beer Store  \n",
       "35             Doner Restaurant                   Donut Shop  \n",
       "36                         Café                   Playground  \n",
       "37           Falafel Restaurant                        Field  \n",
       "38         Ethiopian Restaurant           Falafel Restaurant  \n",
       "39  Eastern European Restaurant            Electronics Store  \n",
       "40         Ethiopian Restaurant             Doner Restaurant  \n",
       "41                         Park         Fast Food Restaurant  \n",
       "42            Electronics Store             Doner Restaurant  \n",
       "43                     Bus Line         Fast Food Restaurant  \n",
       "44          Dumpling Restaurant               Farmers Market  \n",
       "45                 Liquor Store                     Pharmacy  \n",
       "46          American Restaurant             Sushi Restaurant  \n",
       "47         Gym / Fitness Center             Doner Restaurant  \n",
       "48               Sandwich Place                   Restaurant  \n",
       "49               Sandwich Place                     Dive Bar  \n",
       "50  Eastern European Restaurant            Electronics Store  \n",
       "51            Electronics Store         Ethiopian Restaurant  \n",
       "52            Fish & Chips Shop                 Burger Joint  \n",
       "53             Doner Restaurant                   Donut Shop  \n",
       "54          Dumpling Restaurant  Eastern European Restaurant  \n",
       "55  Eastern European Restaurant            Electronics Store  \n",
       "56               Clothing Store                  Yoga Studio  \n",
       "57                      Dog Run             Doner Restaurant  \n",
       "58                         Bank                         Park  \n",
       "59                Women's Store         Ethiopian Restaurant  \n",
       "60  Eastern European Restaurant                    Gift Shop  \n",
       "61           Athletics & Sports         Gym / Fitness Center  \n",
       "62                      Dog Run             Doner Restaurant  \n",
       "63                    Bookstore           Falafel Restaurant  \n",
       "64        Performing Arts Venue                 Dessert Shop  \n",
       "65       Furniture / Home Store                Movie Theater  \n",
       "66                   Donut Shop          Dumpling Restaurant  \n",
       "67         Ethiopian Restaurant           Falafel Restaurant  \n",
       "68                   Donut Shop          Dumpling Restaurant  \n",
       "69             Sushi Restaurant           Italian Restaurant  \n",
       "70                  Coffee Shop  Eastern European Restaurant  \n",
       "71                         Farm          Filipino Restaurant  \n",
       "72                     Gym Pool               Sandwich Place  \n",
       "73               Clothing Store                 Cocktail Bar  \n",
       "74          Japanese Restaurant                        Diner  \n",
       "75                 Camera Store                  Coffee Shop  \n",
       "76                       Bakery                     Tea Room  \n",
       "77                  Flea Market                   Donut Shop  \n",
       "78                  Supermarket            French Restaurant  \n",
       "79     Mediterranean Restaurant    Middle Eastern Restaurant  \n",
       "80             Doner Restaurant                   Donut Shop  \n",
       "81                     Bus Line             Business Service  \n",
       "82                 Dessert Shop                 Liquor Store  \n",
       "83                 Burger Joint                       Bridge  \n",
       "84                        Plaza          Japanese Restaurant  \n",
       "85               Sandwich Place                          Gym  \n",
       "86          Dumpling Restaurant  Eastern European Restaurant  \n",
       "87                  Coffee Shop                   Restaurant  \n",
       "88           Golf Driving Range    Middle Eastern Restaurant  \n",
       "89           Falafel Restaurant                   Donut Shop  \n",
       "90                Grocery Store                  Coffee Shop  \n",
       "91                       Bakery         Fast Food Restaurant  \n",
       "92                   Donut Shop          Dumpling Restaurant  \n",
       "93            Electronics Store         Ethiopian Restaurant  \n",
       "94    Middle Eastern Restaurant                         Café  \n",
       "95               Ice Cream Shop                     Pharmacy  \n",
       "96            Electronics Store         Ethiopian Restaurant  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "columns = ['Neighborhood']\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
    "\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = NorthYork_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(NorthYork_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(NorthYork_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 2, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0,\n",
       "       0, 0, 0, 0, 0, 0, 2, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n",
       "       2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 1, 0, 0, 1, 0, 0, 0, 1])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using K-Means to cluster neighborhood into 3 clusters\n",
    "NorthYork_grouped_clustering = NorthYork_grouped.drop('Neighborhood', 1)\n",
    "kmeans = KMeans(n_clusters=3, random_state=0).fit(NorthYork_grouped_clustering)\n",
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.802556</td>\n",
       "      <td>-79.356566</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Residential Building (Apartment / Condo)</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Field</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "      <td>43.780306</td>\n",
       "      <td>-79.348687</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>43.780607</td>\n",
       "      <td>-79.376921</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "      <td>43.749360</td>\n",
       "      <td>-79.380690</td>\n",
       "      <td>0</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "      <td>43.791800</td>\n",
       "      <td>-79.406428</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Postalcode     Borough                    Neighborhood   Latitude  \\\n",
       "17        M2H  North York               Hillcrest Village  43.802556   \n",
       "18        M2J  North York  Fairview / Henry Farm / Oriole  43.780306   \n",
       "19        M2K  North York                 Bayview Village  43.780607   \n",
       "20        M2L  North York       York Mills / Silver Hills  43.749360   \n",
       "21        M2M  North York        Willowdale / Newtonbrook  43.791800   \n",
       "\n",
       "    Longitude  Cluster Labels 1st Most Common Venue  \\\n",
       "17 -79.356566               1                  Park   \n",
       "18 -79.348687               0        Clothing Store   \n",
       "19 -79.376921               2                  Park   \n",
       "20 -79.380690               0                  Bank   \n",
       "21 -79.406428               1                  Park   \n",
       "\n",
       "         2nd Most Common Venue 3rd Most Common Venue  4th Most Common Venue  \\\n",
       "17          Chinese Restaurant  Fast Food Restaurant                 Bakery   \n",
       "18                 Coffee Shop  Fast Food Restaurant             Restaurant   \n",
       "19  Construction & Landscaping                 Trail          Women's Store   \n",
       "20                 Coffee Shop        Baseball Field          Shopping Mall   \n",
       "21                Home Service            Playground  Vietnamese Restaurant   \n",
       "\n",
       "   5th Most Common Venue                     6th Most Common Venue  \\\n",
       "17              Pharmacy  Residential Building (Apartment / Condo)   \n",
       "18                Bakery                                Food Court   \n",
       "19    Falafel Restaurant                          Doner Restaurant   \n",
       "20        Sandwich Place                               Supermarket   \n",
       "21        Cosmetics Shop                               Bridal Shop   \n",
       "\n",
       "   7th Most Common Venue 8th Most Common Venue        9th Most Common Venue  \\\n",
       "17        Farmers Market                  Farm           Falafel Restaurant   \n",
       "18              Tea Room                  Bank          Japanese Restaurant   \n",
       "19            Donut Shop   Dumpling Restaurant  Eastern European Restaurant   \n",
       "20              Bus Stop               Butcher               Ice Cream Shop   \n",
       "21                  Café         Women's Store                   Donut Shop   \n",
       "\n",
       "   10th Most Common Venue  \n",
       "17                  Field  \n",
       "18       Toy / Game Store  \n",
       "19      Electronics Store  \n",
       "20               Pharmacy  \n",
       "21    Dumpling Restaurant  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "NorthYork_merged=df2[df2.Borough == 'North York']\n",
    "\n",
    "NorthYork_merged = NorthYork_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighborhood')\n",
    "\n",
    "NorthYork_merged.head()# check the last columns!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Most common venues near neighborhoods of North York, Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "  <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",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.802556</td>\n",
       "      <td>-79.356566</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Residential Building (Apartment / Condo)</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Field</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "      <td>43.780306</td>\n",
       "      <td>-79.348687</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>43.780607</td>\n",
       "      <td>-79.376921</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "      <td>43.749360</td>\n",
       "      <td>-79.380690</td>\n",
       "      <td>0</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "      <td>43.791800</td>\n",
       "      <td>-79.406428</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>43.769077</td>\n",
       "      <td>-79.413695</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M2P</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>43.750260</td>\n",
       "      <td>-79.398355</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Dentist's Office</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>43.779912</td>\n",
       "      <td>-79.445229</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.752935</td>\n",
       "      <td>-79.335641</td>\n",
       "      <td>1</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Road</td>\n",
       "      <td>Park</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Field</td>\n",
       "      <td>Dive Bar</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>43.748900</td>\n",
       "      <td>-79.357220</td>\n",
       "      <td>0</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>43.722143</td>\n",
       "      <td>-79.352023</td>\n",
       "      <td>0</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "      <td>43.757394</td>\n",
       "      <td>-79.442394</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Community Center</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Supermarket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park / York University</td>\n",
       "      <td>43.764872</td>\n",
       "      <td>-79.492497</td>\n",
       "      <td>0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M3K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>43.739101</td>\n",
       "      <td>-79.467631</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M3L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>43.729992</td>\n",
       "      <td>-79.512027</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M3M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>43.733220</td>\n",
       "      <td>-79.497700</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M3N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>43.755819</td>\n",
       "      <td>-79.519973</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.728102</td>\n",
       "      <td>-79.311890</td>\n",
       "      <td>0</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>M5M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "      <td>43.735447</td>\n",
       "      <td>-79.417944</td>\n",
       "      <td>0</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "      <td>43.723265</td>\n",
       "      <td>-79.451211</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>M6B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "      <td>43.707279</td>\n",
       "      <td>-79.447500</td>\n",
       "      <td>0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "      <td>43.713530</td>\n",
       "      <td>-79.488724</td>\n",
       "      <td>1</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Park</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>43.759381</td>\n",
       "      <td>-79.557174</td>\n",
       "      <td>0</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humberlea / Emery</td>\n",
       "      <td>43.733682</td>\n",
       "      <td>-79.544381</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Postalcode     Borough                                       Neighborhood  \\\n",
       "17        M2H  North York                                  Hillcrest Village   \n",
       "18        M2J  North York                     Fairview / Henry Farm / Oriole   \n",
       "19        M2K  North York                                    Bayview Village   \n",
       "20        M2L  North York                          York Mills / Silver Hills   \n",
       "21        M2M  North York                           Willowdale / Newtonbrook   \n",
       "22        M2N  North York                                         Willowdale   \n",
       "23        M2P  North York                                    York Mills West   \n",
       "24        M2R  North York                                         Willowdale   \n",
       "25        M3A  North York                                          Parkwoods   \n",
       "26        M3B  North York                                          Don Mills   \n",
       "27        M3C  North York                                          Don Mills   \n",
       "28        M3H  North York  Bathurst Manor / Wilson Heights / Downsview North   \n",
       "29        M3J  North York                   Northwood Park / York University   \n",
       "30        M3K  North York                                          Downsview   \n",
       "31        M3L  North York                                          Downsview   \n",
       "32        M3M  North York                                          Downsview   \n",
       "33        M3N  North York                                          Downsview   \n",
       "34        M4A  North York                                   Victoria Village   \n",
       "62        M5M  North York                 Bedford Park / Lawrence Manor East   \n",
       "71        M6A  North York                  Lawrence Manor / Lawrence Heights   \n",
       "72        M6B  North York                                          Glencairn   \n",
       "79        M6L  North York         North Park / Maple Leaf Park / Upwood Park   \n",
       "96        M9L  North York                                      Humber Summit   \n",
       "97        M9M  North York                                  Humberlea / Emery   \n",
       "\n",
       "     Latitude  Longitude  Cluster Labels 1st Most Common Venue  \\\n",
       "17  43.802556 -79.356566               1                  Park   \n",
       "18  43.780306 -79.348687               0        Clothing Store   \n",
       "19  43.780607 -79.376921               2                  Park   \n",
       "20  43.749360 -79.380690               0                  Bank   \n",
       "21  43.791800 -79.406428               1                  Park   \n",
       "22  43.769077 -79.413695               0           Coffee Shop   \n",
       "23  43.750260 -79.398355               1                  Park   \n",
       "24  43.779912 -79.445229               0           Coffee Shop   \n",
       "25  43.752935 -79.335641               1           Golf Course   \n",
       "26  43.748900 -79.357220               0                  Bank   \n",
       "27  43.722143 -79.352023               0                  Bank   \n",
       "28  43.757394 -79.442394               0           Coffee Shop   \n",
       "29  43.764872 -79.492497               0           Pizza Place   \n",
       "30  43.739101 -79.467631               0           Coffee Shop   \n",
       "31  43.729992 -79.512027               0           Coffee Shop   \n",
       "32  43.733220 -79.497700               0           Coffee Shop   \n",
       "33  43.755819 -79.519973               0           Coffee Shop   \n",
       "34  43.728102 -79.311890               0          Hockey Arena   \n",
       "62  43.735447 -79.417944               0    Italian Restaurant   \n",
       "71  43.723265 -79.451211               0        Clothing Store   \n",
       "72  43.707279 -79.447500               0         Grocery Store   \n",
       "79  43.713530 -79.488724               1          Home Service   \n",
       "96  43.759381 -79.557174               0   Arts & Crafts Store   \n",
       "97  43.733682 -79.544381               1           Coffee Shop   \n",
       "\n",
       "         2nd Most Common Venue      3rd Most Common Venue  \\\n",
       "17          Chinese Restaurant       Fast Food Restaurant   \n",
       "18                 Coffee Shop       Fast Food Restaurant   \n",
       "19  Construction & Landscaping                      Trail   \n",
       "20                 Coffee Shop             Baseball Field   \n",
       "21                Home Service                 Playground   \n",
       "22           Korean Restaurant                Pizza Place   \n",
       "23                        Bank           Dentist's Office   \n",
       "24           Korean Restaurant                Pizza Place   \n",
       "25                        Road                       Park   \n",
       "26                 Coffee Shop          Electronics Store   \n",
       "27                 Coffee Shop          Electronics Store   \n",
       "28                        Bank         Chinese Restaurant   \n",
       "29                 Coffee Shop        Japanese Restaurant   \n",
       "30        Fast Food Restaurant                Pizza Place   \n",
       "31        Fast Food Restaurant                Pizza Place   \n",
       "32        Fast Food Restaurant                Pizza Place   \n",
       "33        Fast Food Restaurant                Pizza Place   \n",
       "34                 Coffee Shop  Middle Eastern Restaurant   \n",
       "62                 Pizza Place             Sandwich Place   \n",
       "71                Dessert Shop                 Restaurant   \n",
       "72                 Pizza Place   Mediterranean Restaurant   \n",
       "79  Construction & Landscaping                     Bakery   \n",
       "96                      Bakery          Electronics Store   \n",
       "97                  Playground                       Café   \n",
       "\n",
       "    4th Most Common Venue      5th Most Common Venue  \\\n",
       "17                 Bakery                   Pharmacy   \n",
       "18             Restaurant                     Bakery   \n",
       "19          Women's Store         Falafel Restaurant   \n",
       "20          Shopping Mall             Sandwich Place   \n",
       "21  Vietnamese Restaurant             Cosmetics Shop   \n",
       "22       Ramen Restaurant        Japanese Restaurant   \n",
       "23      Convenience Store           Doner Restaurant   \n",
       "24       Ramen Restaurant        Japanese Restaurant   \n",
       "25          Train Station          Food & Drink Shop   \n",
       "26                  Diner             Clothing Store   \n",
       "27                  Diner             Clothing Store   \n",
       "28          Shopping Mall  Middle Eastern Restaurant   \n",
       "29   Caribbean Restaurant       Fast Food Restaurant   \n",
       "30         Discount Store      Vietnamese Restaurant   \n",
       "31         Discount Store      Vietnamese Restaurant   \n",
       "32         Discount Store      Vietnamese Restaurant   \n",
       "33         Discount Store      Vietnamese Restaurant   \n",
       "34  Portuguese Restaurant                Pizza Place   \n",
       "62             Restaurant            Thai Restaurant   \n",
       "71             Food Court     Furniture / Home Store   \n",
       "72         Ice Cream Shop                       Bank   \n",
       "79                   Park         Falafel Restaurant   \n",
       "96                   Farm           Doner Restaurant   \n",
       "97                   Park              Women's Store   \n",
       "\n",
       "                       6th Most Common Venue 7th Most Common Venue  \\\n",
       "17  Residential Building (Apartment / Condo)        Farmers Market   \n",
       "18                                Food Court              Tea Room   \n",
       "19                          Doner Restaurant            Donut Shop   \n",
       "20                               Supermarket              Bus Stop   \n",
       "21                               Bridal Shop                  Café   \n",
       "22                                      Bank        Sandwich Place   \n",
       "23                                Donut Shop   Dumpling Restaurant   \n",
       "24                                      Bank        Sandwich Place   \n",
       "25                       Filipino Restaurant                 Field   \n",
       "26                        Italian Restaurant    Dim Sum Restaurant   \n",
       "27                        Italian Restaurant    Dim Sum Restaurant   \n",
       "28                               Bridal Shop      Community Center   \n",
       "29                             Shopping Mall        Massage Studio   \n",
       "30                                      Park                 Hotel   \n",
       "31                                      Park                 Hotel   \n",
       "32                                      Park                 Hotel   \n",
       "33                                      Park                 Hotel   \n",
       "34                              Intersection      Doner Restaurant   \n",
       "62                               Coffee Shop              Pharmacy   \n",
       "71                       Fried Chicken Joint      Greek Restaurant   \n",
       "72                       Japanese Restaurant    Italian Restaurant   \n",
       "79                          Doner Restaurant            Donut Shop   \n",
       "96                                Donut Shop   Dumpling Restaurant   \n",
       "97                          Doner Restaurant            Donut Shop   \n",
       "\n",
       "          8th Most Common Venue        9th Most Common Venue  \\\n",
       "17                         Farm           Falafel Restaurant   \n",
       "18                         Bank          Japanese Restaurant   \n",
       "19          Dumpling Restaurant  Eastern European Restaurant   \n",
       "20                      Butcher               Ice Cream Shop   \n",
       "21                Women's Store                   Donut Shop   \n",
       "22             Sushi Restaurant                       Bakery   \n",
       "23  Eastern European Restaurant            Electronics Store   \n",
       "24             Sushi Restaurant                       Bakery   \n",
       "25                     Dive Bar                      Dog Run   \n",
       "26                   Restaurant                  Gas Station   \n",
       "27                   Restaurant                  Gas Station   \n",
       "28               Sandwich Place          Fried Chicken Joint   \n",
       "29                          Bar                         Bank   \n",
       "30                Grocery Store          Fried Chicken Joint   \n",
       "31                Grocery Store          Fried Chicken Joint   \n",
       "32                Grocery Store          Fried Chicken Joint   \n",
       "33                Grocery Store          Fried Chicken Joint   \n",
       "34                   Donut Shop          Dumpling Restaurant   \n",
       "62                          Pub                      Butcher   \n",
       "71                    Bookstore          American Restaurant   \n",
       "72    Latin American Restaurant          Rental Car Location   \n",
       "79          Dumpling Restaurant  Eastern European Restaurant   \n",
       "96  Eastern European Restaurant         Ethiopian Restaurant   \n",
       "97          Dumpling Restaurant  Eastern European Restaurant   \n",
       "\n",
       "         10th Most Common Venue  \n",
       "17                        Field  \n",
       "18             Toy / Game Store  \n",
       "19            Electronics Store  \n",
       "20                     Pharmacy  \n",
       "21          Dumpling Restaurant  \n",
       "22         Fast Food Restaurant  \n",
       "23         Ethiopian Restaurant  \n",
       "24         Fast Food Restaurant  \n",
       "25             Doner Restaurant  \n",
       "26                     Pharmacy  \n",
       "27                     Pharmacy  \n",
       "28                  Supermarket  \n",
       "29                         Park  \n",
       "30                   Beer Store  \n",
       "31                   Beer Store  \n",
       "32                   Beer Store  \n",
       "33                   Beer Store  \n",
       "34  Eastern European Restaurant  \n",
       "62                         Café  \n",
       "71             Sushi Restaurant  \n",
       "72         Fast Food Restaurant  \n",
       "79            Electronics Store  \n",
       "96           Falafel Restaurant  \n",
       "97            Electronics Store  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NorthYork_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "NorthYork_neighborhoods_most_common_venues=NorthYork_merged.drop(['Borough', 'Latitude', 'Longitude','Cluster Labels'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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>Neighborhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>Park</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Residential Building (Apartment / Condo)</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Field</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>Park</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "      <td>Park</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M2P</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Dentist's Office</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M2R</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M3A</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Road</td>\n",
       "      <td>Park</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Field</td>\n",
       "      <td>Dive Bar</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M3B</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Bridal Shop</td>\n",
       "      <td>Community Center</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Supermarket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3J</td>\n",
       "      <td>Northwood Park / York University</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M3K</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M3L</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M3M</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M3N</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M4A</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>M5M</td>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>M6A</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>M6B</td>\n",
       "      <td>Glencairn</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Park</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9L</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9M</td>\n",
       "      <td>Humberlea / Emery</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Postalcode                                       Neighborhood  \\\n",
       "17        M2H                                  Hillcrest Village   \n",
       "18        M2J                     Fairview / Henry Farm / Oriole   \n",
       "19        M2K                                    Bayview Village   \n",
       "20        M2L                          York Mills / Silver Hills   \n",
       "21        M2M                           Willowdale / Newtonbrook   \n",
       "22        M2N                                         Willowdale   \n",
       "23        M2P                                    York Mills West   \n",
       "24        M2R                                         Willowdale   \n",
       "25        M3A                                          Parkwoods   \n",
       "26        M3B                                          Don Mills   \n",
       "27        M3C                                          Don Mills   \n",
       "28        M3H  Bathurst Manor / Wilson Heights / Downsview North   \n",
       "29        M3J                   Northwood Park / York University   \n",
       "30        M3K                                          Downsview   \n",
       "31        M3L                                          Downsview   \n",
       "32        M3M                                          Downsview   \n",
       "33        M3N                                          Downsview   \n",
       "34        M4A                                   Victoria Village   \n",
       "62        M5M                 Bedford Park / Lawrence Manor East   \n",
       "71        M6A                  Lawrence Manor / Lawrence Heights   \n",
       "72        M6B                                          Glencairn   \n",
       "79        M6L         North Park / Maple Leaf Park / Upwood Park   \n",
       "96        M9L                                      Humber Summit   \n",
       "97        M9M                                  Humberlea / Emery   \n",
       "\n",
       "   1st Most Common Venue       2nd Most Common Venue  \\\n",
       "17                  Park          Chinese Restaurant   \n",
       "18        Clothing Store                 Coffee Shop   \n",
       "19                  Park  Construction & Landscaping   \n",
       "20                  Bank                 Coffee Shop   \n",
       "21                  Park                Home Service   \n",
       "22           Coffee Shop           Korean Restaurant   \n",
       "23                  Park                        Bank   \n",
       "24           Coffee Shop           Korean Restaurant   \n",
       "25           Golf Course                        Road   \n",
       "26                  Bank                 Coffee Shop   \n",
       "27                  Bank                 Coffee Shop   \n",
       "28           Coffee Shop                        Bank   \n",
       "29           Pizza Place                 Coffee Shop   \n",
       "30           Coffee Shop        Fast Food Restaurant   \n",
       "31           Coffee Shop        Fast Food Restaurant   \n",
       "32           Coffee Shop        Fast Food Restaurant   \n",
       "33           Coffee Shop        Fast Food Restaurant   \n",
       "34          Hockey Arena                 Coffee Shop   \n",
       "62    Italian Restaurant                 Pizza Place   \n",
       "71        Clothing Store                Dessert Shop   \n",
       "72         Grocery Store                 Pizza Place   \n",
       "79          Home Service  Construction & Landscaping   \n",
       "96   Arts & Crafts Store                      Bakery   \n",
       "97           Coffee Shop                  Playground   \n",
       "\n",
       "        3rd Most Common Venue  4th Most Common Venue  \\\n",
       "17       Fast Food Restaurant                 Bakery   \n",
       "18       Fast Food Restaurant             Restaurant   \n",
       "19                      Trail          Women's Store   \n",
       "20             Baseball Field          Shopping Mall   \n",
       "21                 Playground  Vietnamese Restaurant   \n",
       "22                Pizza Place       Ramen Restaurant   \n",
       "23           Dentist's Office      Convenience Store   \n",
       "24                Pizza Place       Ramen Restaurant   \n",
       "25                       Park          Train Station   \n",
       "26          Electronics Store                  Diner   \n",
       "27          Electronics Store                  Diner   \n",
       "28         Chinese Restaurant          Shopping Mall   \n",
       "29        Japanese Restaurant   Caribbean Restaurant   \n",
       "30                Pizza Place         Discount Store   \n",
       "31                Pizza Place         Discount Store   \n",
       "32                Pizza Place         Discount Store   \n",
       "33                Pizza Place         Discount Store   \n",
       "34  Middle Eastern Restaurant  Portuguese Restaurant   \n",
       "62             Sandwich Place             Restaurant   \n",
       "71                 Restaurant             Food Court   \n",
       "72   Mediterranean Restaurant         Ice Cream Shop   \n",
       "79                     Bakery                   Park   \n",
       "96          Electronics Store                   Farm   \n",
       "97                       Café                   Park   \n",
       "\n",
       "        5th Most Common Venue                     6th Most Common Venue  \\\n",
       "17                   Pharmacy  Residential Building (Apartment / Condo)   \n",
       "18                     Bakery                                Food Court   \n",
       "19         Falafel Restaurant                          Doner Restaurant   \n",
       "20             Sandwich Place                               Supermarket   \n",
       "21             Cosmetics Shop                               Bridal Shop   \n",
       "22        Japanese Restaurant                                      Bank   \n",
       "23           Doner Restaurant                                Donut Shop   \n",
       "24        Japanese Restaurant                                      Bank   \n",
       "25          Food & Drink Shop                       Filipino Restaurant   \n",
       "26             Clothing Store                        Italian Restaurant   \n",
       "27             Clothing Store                        Italian Restaurant   \n",
       "28  Middle Eastern Restaurant                               Bridal Shop   \n",
       "29       Fast Food Restaurant                             Shopping Mall   \n",
       "30      Vietnamese Restaurant                                      Park   \n",
       "31      Vietnamese Restaurant                                      Park   \n",
       "32      Vietnamese Restaurant                                      Park   \n",
       "33      Vietnamese Restaurant                                      Park   \n",
       "34                Pizza Place                              Intersection   \n",
       "62            Thai Restaurant                               Coffee Shop   \n",
       "71     Furniture / Home Store                       Fried Chicken Joint   \n",
       "72                       Bank                       Japanese Restaurant   \n",
       "79         Falafel Restaurant                          Doner Restaurant   \n",
       "96           Doner Restaurant                                Donut Shop   \n",
       "97              Women's Store                          Doner Restaurant   \n",
       "\n",
       "   7th Most Common Venue        8th Most Common Venue  \\\n",
       "17        Farmers Market                         Farm   \n",
       "18              Tea Room                         Bank   \n",
       "19            Donut Shop          Dumpling Restaurant   \n",
       "20              Bus Stop                      Butcher   \n",
       "21                  Café                Women's Store   \n",
       "22        Sandwich Place             Sushi Restaurant   \n",
       "23   Dumpling Restaurant  Eastern European Restaurant   \n",
       "24        Sandwich Place             Sushi Restaurant   \n",
       "25                 Field                     Dive Bar   \n",
       "26    Dim Sum Restaurant                   Restaurant   \n",
       "27    Dim Sum Restaurant                   Restaurant   \n",
       "28      Community Center               Sandwich Place   \n",
       "29        Massage Studio                          Bar   \n",
       "30                 Hotel                Grocery Store   \n",
       "31                 Hotel                Grocery Store   \n",
       "32                 Hotel                Grocery Store   \n",
       "33                 Hotel                Grocery Store   \n",
       "34      Doner Restaurant                   Donut Shop   \n",
       "62              Pharmacy                          Pub   \n",
       "71      Greek Restaurant                    Bookstore   \n",
       "72    Italian Restaurant    Latin American Restaurant   \n",
       "79            Donut Shop          Dumpling Restaurant   \n",
       "96   Dumpling Restaurant  Eastern European Restaurant   \n",
       "97            Donut Shop          Dumpling Restaurant   \n",
       "\n",
       "          9th Most Common Venue       10th Most Common Venue  \n",
       "17           Falafel Restaurant                        Field  \n",
       "18          Japanese Restaurant             Toy / Game Store  \n",
       "19  Eastern European Restaurant            Electronics Store  \n",
       "20               Ice Cream Shop                     Pharmacy  \n",
       "21                   Donut Shop          Dumpling Restaurant  \n",
       "22                       Bakery         Fast Food Restaurant  \n",
       "23            Electronics Store         Ethiopian Restaurant  \n",
       "24                       Bakery         Fast Food Restaurant  \n",
       "25                      Dog Run             Doner Restaurant  \n",
       "26                  Gas Station                     Pharmacy  \n",
       "27                  Gas Station                     Pharmacy  \n",
       "28          Fried Chicken Joint                  Supermarket  \n",
       "29                         Bank                         Park  \n",
       "30          Fried Chicken Joint                   Beer Store  \n",
       "31          Fried Chicken Joint                   Beer Store  \n",
       "32          Fried Chicken Joint                   Beer Store  \n",
       "33          Fried Chicken Joint                   Beer Store  \n",
       "34          Dumpling Restaurant  Eastern European Restaurant  \n",
       "62                      Butcher                         Café  \n",
       "71          American Restaurant             Sushi Restaurant  \n",
       "72          Rental Car Location         Fast Food Restaurant  \n",
       "79  Eastern European Restaurant            Electronics Store  \n",
       "96         Ethiopian Restaurant           Falafel Restaurant  \n",
       "97  Eastern European Restaurant            Electronics Store  "
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NorthYork_neighborhoods_most_common_venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "kclusters = 10"
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   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
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        circle_marker_169b659a42d2432090bdca540967c049.bindPopup(popup_73f65647c8194edf9803b20112d12fd1)
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            var circle_marker_240144122c434b3a958f3ade7354bd6d = L.circleMarker(
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        var popup_a26e9caa73fd49238d37edd921fa7a00 = L.popup({"maxWidth": "100%"});

        
            var html_4ac27c58fdb84e3789d14cc8b0f37f46 = $(`<div id="html_4ac27c58fdb84e3789d14cc8b0f37f46" style="width: 100.0%; height: 100.0%;">Downsview Cluster 0</div>`)[0];
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            var circle_marker_3b7397e36a004a83b64e46a0c4503d5e = L.circleMarker(
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        circle_marker_3b7397e36a004a83b64e46a0c4503d5e.bindPopup(popup_0737e7b91654471f86bd261435f4e3a4)
        ;

        
    
    
            var circle_marker_a9b88444eb7a484bab63eb49dabdf626 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_350e5e28186347008d2f044250208c7f);
        
    
        var popup_811c4d0dc42047f29f75a141a7a9f404 = L.popup({"maxWidth": "100%"});

        
            var html_c631d9943fa541c98f177197b355dc2d = $(`<div id="html_c631d9943fa541c98f177197b355dc2d" style="width: 100.0%; height: 100.0%;">Bedford Park / Lawrence Manor East Cluster 0</div>`)[0];
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        circle_marker_a9b88444eb7a484bab63eb49dabdf626.bindPopup(popup_811c4d0dc42047f29f75a141a7a9f404)
        ;

        
    
    
            var circle_marker_01d2de5ad0704e1994839b334465e1e0 = L.circleMarker(
                [43.723265465000054, -79.45121077799996],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_350e5e28186347008d2f044250208c7f);
        
    
        var popup_a45911c2efac4949bb8528fdf6d4b9ba = L.popup({"maxWidth": "100%"});

        
            var html_6c4a2af750f949a3a92a9948235e6405 = $(`<div id="html_6c4a2af750f949a3a92a9948235e6405" style="width: 100.0%; height: 100.0%;">Lawrence Manor / Lawrence Heights Cluster 0</div>`)[0];
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        circle_marker_01d2de5ad0704e1994839b334465e1e0.bindPopup(popup_a45911c2efac4949bb8528fdf6d4b9ba)
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            var circle_marker_673ddeeec92c43148fb3fe0a06b4b60d = L.circleMarker(
                [43.70727872700007, -79.44750009299997],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_350e5e28186347008d2f044250208c7f);
        
    
        var popup_c9b6c7b76c8d481eb394e5f48331e635 = L.popup({"maxWidth": "100%"});

        
            var html_91b52c241206448e839a293de541add6 = $(`<div id="html_91b52c241206448e839a293de541add6" style="width: 100.0%; height: 100.0%;">Glencairn Cluster 0</div>`)[0];
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        circle_marker_673ddeeec92c43148fb3fe0a06b4b60d.bindPopup(popup_c9b6c7b76c8d481eb394e5f48331e635)
        ;

        
    
    
            var circle_marker_ef7dd2466945426cb4fff9ccb76be3df = L.circleMarker(
                [43.71352959500007, -79.48872437199998],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_350e5e28186347008d2f044250208c7f);
        
    
        var popup_3b1a4301596d43e9831d0a82b86daa0f = L.popup({"maxWidth": "100%"});

        
            var html_10f09816338c4af890b5fd2f4418e8b9 = $(`<div id="html_10f09816338c4af890b5fd2f4418e8b9" style="width: 100.0%; height: 100.0%;">North Park / Maple Leaf Park / Upwood Park Cluster 1</div>`)[0];
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        ;

        
    
    
            var circle_marker_511351327dcf46ac8ca3ce6cf57f6109 = L.circleMarker(
                [43.75938139500005, -79.55717381699998],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_350e5e28186347008d2f044250208c7f);
        
    
        var popup_99cd4fbb75654466bcb55bb4426b0462 = L.popup({"maxWidth": "100%"});

        
            var html_fdcee9cf48b4440d8c8aa0cb95d86c2a = $(`<div id="html_fdcee9cf48b4440d8c8aa0cb95d86c2a" style="width: 100.0%; height: 100.0%;">Humber Summit Cluster 0</div>`)[0];
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            var circle_marker_1426e8f7308f4aacbe2ba811cfaf3174 = L.circleMarker(
                [43.733682102000046, -79.54438077099996],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_350e5e28186347008d2f044250208c7f);
        
    
        var popup_f5cfc081cb9d49d199c75aa06df9d4a2 = L.popup({"maxWidth": "100%"});

        
            var html_6ebe42f322b44f7ebbd4571bdcb795e7 = $(`<div id="html_6ebe42f322b44f7ebbd4571bdcb795e7" style="width: 100.0%; height: 100.0%;">Humberlea / Emery Cluster 1</div>`)[0];
            popup_f5cfc081cb9d49d199c75aa06df9d4a2.setContent(html_6ebe42f322b44f7ebbd4571bdcb795e7);
        

        circle_marker_1426e8f7308f4aacbe2ba811cfaf3174.bindPopup(popup_f5cfc081cb9d49d199c75aa06df9d4a2)
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1bdef149630>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[latitude_x, longitude_y], zoom_start=11)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(kclusters)\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, kclusters))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "print(rainbow)\n",
    "# add markers to the map\n",
    "\n",
    "markers_colors = []\n",
    "for lat, lon, nei , cluster in zip(NorthYork_merged['Latitude'], \n",
    "                                   NorthYork_merged['Longitude'], \n",
    "                                   NorthYork_merged['Neighborhood'], \n",
    "                                   NorthYork_merged['Cluster Labels']):\n",
    "    label = folium.Popup(str(nei) + ' 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": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_1=NorthYork_merged.loc[NorthYork_merged['Cluster Labels'] == 0,NorthYork_merged.columns[[2] + list(range(5, NorthYork_merged.shape[1]))]]\n",
    "df_2=NorthYork_merged.loc[NorthYork_merged['Cluster Labels'] == 1,NorthYork_merged.columns[[2] + list(range(5, NorthYork_merged.shape[1]))]]\n",
    "df_3=NorthYork_merged.loc[NorthYork_merged['Cluster Labels'] == 2,NorthYork_merged.columns[[2] + list(range(5, NorthYork_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AVERAGE HOUSING PRICES "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "NorthYork_Avg_HousingPrice=pd.DataFrame({\"Borough\":df2[\"Borough\"],\"Neighborhood\":df2[\"Neighborhood\"],\n",
    "                                      \"Average_Housing_Price\":[335000.0,286600.0,175000.0,225900.0,219400.0,\n",
    "                                                               573900.0,225000.0,370500.0,370500.0,433500.0,279200.0,\n",
    "                                                               279200.0,225000.0,370500.0,255400.0,433500.0,433500.0,\n",
    "                                                               435000.0,289500.0,265000.0,285900.0,239400.0,\n",
    "                                                               589900.0,295000.0,380500.0,378500.0,438500.0,229200.0,\n",
    "                                                               229200.0,365000.0,388500.,285400.0,493500.0,477500.0,378000.0,316600.0,195000.0,225900.0,219400.0,\n",
    "                                                               573900.0,367000.0,370500.0,370500.0,363500.0,279200.0,\n",
    "                                                               279200.0,271000.0,370500.,255400.0,383500.0,433500.0,335000.0,286600.0,185000.0,225900.0,219400.0,\n",
    "                                                               573900.0,329000.0,370500.0,370500.0,533500.0,279200.0,\n",
    "                                                               279200.0,375000.0,370500.,255400.0,493500.0,433500.0,335000.0,286600.0,165000.0,225900.0,219400.0,\n",
    "                                                               573900.0,425000.0,370500.0,370500.0,433500.0,279200.0,\n",
    "                                                               279200.0,195000.0,370500.,255400.0,403500.0,433500.0,335000.0,286600.0,187000.0,225900.0,219400.0,\n",
    "                                                               573900.0,325000.0,370500.0,370500.0,333500.0,279200.0,\n",
    "                                                               279200.0,289000.0,370500.,255400.0,413500.0,433500.0,254800.0\n",
    "                                                              \n",
    "                                                              \n",
    "                                                              ]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "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>Average_Housing_Price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Hillcrest Village</th>\n",
       "      <td>435000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairview / Henry Farm / Oriole</th>\n",
       "      <td>289500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bayview Village</th>\n",
       "      <td>265000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>York Mills / Silver Hills</th>\n",
       "      <td>285900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willowdale / Newtonbrook</th>\n",
       "      <td>239400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willowdale</th>\n",
       "      <td>589900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>York Mills West</th>\n",
       "      <td>295000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willowdale</th>\n",
       "      <td>380500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parkwoods</th>\n",
       "      <td>378500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Don Mills</th>\n",
       "      <td>438500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Don Mills</th>\n",
       "      <td>229200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bathurst Manor / Wilson Heights / Downsview North</th>\n",
       "      <td>229200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northwood Park / York University</th>\n",
       "      <td>365000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downsview</th>\n",
       "      <td>388500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downsview</th>\n",
       "      <td>285400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downsview</th>\n",
       "      <td>493500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downsview</th>\n",
       "      <td>477500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Victoria Village</th>\n",
       "      <td>378000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bedford Park / Lawrence Manor East</th>\n",
       "      <td>279200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lawrence Manor / Lawrence Heights</th>\n",
       "      <td>225900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Glencairn</th>\n",
       "      <td>219400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Park / Maple Leaf Park / Upwood Park</th>\n",
       "      <td>279200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humber Summit</th>\n",
       "      <td>279200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humberlea / Emery</th>\n",
       "      <td>289000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Average_Housing_Price\n",
       "Neighborhood                                                            \n",
       "Hillcrest Village                                               435000.0\n",
       "Fairview / Henry Farm / Oriole                                  289500.0\n",
       "Bayview Village                                                 265000.0\n",
       "York Mills / Silver Hills                                       285900.0\n",
       "Willowdale / Newtonbrook                                        239400.0\n",
       "Willowdale                                                      589900.0\n",
       "York Mills West                                                 295000.0\n",
       "Willowdale                                                      380500.0\n",
       "Parkwoods                                                       378500.0\n",
       "Don Mills                                                       438500.0\n",
       "Don Mills                                                       229200.0\n",
       "Bathurst Manor / Wilson Heights / Downsview North               229200.0\n",
       "Northwood Park / York University                                365000.0\n",
       "Downsview                                                       388500.0\n",
       "Downsview                                                       285400.0\n",
       "Downsview                                                       493500.0\n",
       "Downsview                                                       477500.0\n",
       "Victoria Village                                                378000.0\n",
       "Bedford Park / Lawrence Manor East                              279200.0\n",
       "Lawrence Manor / Lawrence Heights                               225900.0\n",
       "Glencairn                                                       219400.0\n",
       "North Park / Maple Leaf Park / Upwood Park                      279200.0\n",
       "Humber Summit                                                   279200.0\n",
       "Humberlea / Emery                                               289000.0"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NorthYork_Avg_HousingPrice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "NorthYork_Avg_HousingPrice=NorthYork_Avg_HousingPrice[NorthYork_Avg_HousingPrice.Borough == 'North York']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Average_Housing_Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>435000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "      <td>289500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>265000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "      <td>285900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "      <td>239400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>589900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>295000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>380500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>378500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>438500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>229200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "      <td>229200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park / York University</td>\n",
       "      <td>365000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>388500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>285400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>493500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>477500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>378000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>North York</td>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "      <td>279200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "      <td>225900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "      <td>219400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>North York</td>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "      <td>279200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>279200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>North York</td>\n",
       "      <td>Humberlea / Emery</td>\n",
       "      <td>289000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Borough                                       Neighborhood  \\\n",
       "17  North York                                  Hillcrest Village   \n",
       "18  North York                     Fairview / Henry Farm / Oriole   \n",
       "19  North York                                    Bayview Village   \n",
       "20  North York                          York Mills / Silver Hills   \n",
       "21  North York                           Willowdale / Newtonbrook   \n",
       "22  North York                                         Willowdale   \n",
       "23  North York                                    York Mills West   \n",
       "24  North York                                         Willowdale   \n",
       "25  North York                                          Parkwoods   \n",
       "26  North York                                          Don Mills   \n",
       "27  North York                                          Don Mills   \n",
       "28  North York  Bathurst Manor / Wilson Heights / Downsview North   \n",
       "29  North York                   Northwood Park / York University   \n",
       "30  North York                                          Downsview   \n",
       "31  North York                                          Downsview   \n",
       "32  North York                                          Downsview   \n",
       "33  North York                                          Downsview   \n",
       "34  North York                                   Victoria Village   \n",
       "62  North York                 Bedford Park / Lawrence Manor East   \n",
       "71  North York                  Lawrence Manor / Lawrence Heights   \n",
       "72  North York                                          Glencairn   \n",
       "79  North York         North Park / Maple Leaf Park / Upwood Park   \n",
       "96  North York                                      Humber Summit   \n",
       "97  North York                                  Humberlea / Emery   \n",
       "\n",
       "    Average_Housing_Price  \n",
       "17               435000.0  \n",
       "18               289500.0  \n",
       "19               265000.0  \n",
       "20               285900.0  \n",
       "21               239400.0  \n",
       "22               589900.0  \n",
       "23               295000.0  \n",
       "24               380500.0  \n",
       "25               378500.0  \n",
       "26               438500.0  \n",
       "27               229200.0  \n",
       "28               229200.0  \n",
       "29               365000.0  \n",
       "30               388500.0  \n",
       "31               285400.0  \n",
       "32               493500.0  \n",
       "33               477500.0  \n",
       "34               378000.0  \n",
       "62               279200.0  \n",
       "71               225900.0  \n",
       "72               219400.0  \n",
       "79               279200.0  \n",
       "96               279200.0  \n",
       "97               289000.0  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NorthYork_Avg_HousingPrice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "NorthYork_Avg_HousingPrice=NorthYork_Avg_HousingPrice.drop(['Borough'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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>Neighborhood</th>\n",
       "      <th>Average_Housing_Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>435000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "      <td>289500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>265000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "      <td>285900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "      <td>239400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Willowdale</td>\n",
       "      <td>589900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>York Mills West</td>\n",
       "      <td>295000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Willowdale</td>\n",
       "      <td>380500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>378500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Don Mills</td>\n",
       "      <td>438500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Don Mills</td>\n",
       "      <td>229200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "      <td>229200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Northwood Park / York University</td>\n",
       "      <td>365000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>388500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>285400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>493500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>477500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>378000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "      <td>279200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "      <td>225900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Glencairn</td>\n",
       "      <td>219400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "      <td>279200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>279200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Humberlea / Emery</td>\n",
       "      <td>289000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Neighborhood  Average_Housing_Price\n",
       "17                                  Hillcrest Village               435000.0\n",
       "18                     Fairview / Henry Farm / Oriole               289500.0\n",
       "19                                    Bayview Village               265000.0\n",
       "20                          York Mills / Silver Hills               285900.0\n",
       "21                           Willowdale / Newtonbrook               239400.0\n",
       "22                                         Willowdale               589900.0\n",
       "23                                    York Mills West               295000.0\n",
       "24                                         Willowdale               380500.0\n",
       "25                                          Parkwoods               378500.0\n",
       "26                                          Don Mills               438500.0\n",
       "27                                          Don Mills               229200.0\n",
       "28  Bathurst Manor / Wilson Heights / Downsview North               229200.0\n",
       "29                   Northwood Park / York University               365000.0\n",
       "30                                          Downsview               388500.0\n",
       "31                                          Downsview               285400.0\n",
       "32                                          Downsview               493500.0\n",
       "33                                          Downsview               477500.0\n",
       "34                                   Victoria Village               378000.0\n",
       "62                 Bedford Park / Lawrence Manor East               279200.0\n",
       "71                  Lawrence Manor / Lawrence Heights               225900.0\n",
       "72                                          Glencairn               219400.0\n",
       "79         North Park / Maple Leaf Park / Upwood Park               279200.0\n",
       "96                                      Humber Summit               279200.0\n",
       "97                                  Humberlea / Emery               289000.0"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NorthYork_Avg_HousingPrice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "NorthYork_Avg_HousingPrice.set_index('Neighborhood',inplace=True,drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1bdef182f28>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1728x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "NorthYork_Avg_HousingPrice.plot(kind='bar',figsize=(24,18),alpha=0.75)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Average School Rating by Clusters "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "clusters=pd.DataFrame({\"Cluster1\":df_1[\"Neighborhood\"],\n",
    "                      \"Cluster2\":df_2[\"Neighborhood\"],\n",
    "                      \"Cluster3\":df_3[\"Neighborhood\"]})\n",
    "clusters = clusters.replace(np.nan, '', regex=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_NorthYork=NorthYork_merged.set_index(\"Neighborhood\",drop=True)\n",
    "#Source:https://www.greatschools.org\n",
    "NorthYork_school_ratings=pd.DataFrame({\"Borough\":df2[\"Borough\"],\"Neighborhood\":df[\"Neighborhood\"],\n",
    "                                      \"Top School Rating\":[7,9,5,8,10,10,7,10,1,2,1,2,7,2,3,2,6,\n",
    "                                                           5,4,8,9,9,6,6,4,5,4,6,8,10,8,9,6,2,\n",
    "                                                           10,2,5,8,9,6,6,10,8,9,1,2,3,4,5,6,9,\n",
    "                                                           8,5,9,6,9,6,4,8,10,2,5,6,3,9,8,7,\n",
    "                                                           7,8,5,8,9,1,5,4,7,2,3,6,6,9,4,8,7,\n",
    "                                                           4,8,9,2,6,4,7,5,10,4,6,8,9,7,5,6,5,8,7\n",
    "                                                           ]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Top School Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Malvern / Rouge</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge Hill / Port Union / Highland Creek</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood / Morningside / West Hill</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Kennedy Park / Ionview / East Birchmount Park</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Golden Mile / Clairlea / Oakridge</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffside / Cliffcrest / Scarborough Village West</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff / Cliffside West</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park / Wexford Heights / Scarborough To...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Wexford / Maryvale</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners / Tam O'Shanter / Sullivan</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Milliken / Agincourt North / Steeles East / L'...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Steeles West / L'Amoreaux West</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park / York University</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>East York</td>\n",
       "      <td>Parkview Hill / Woodbine Gardens</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Heights</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>East York</td>\n",
       "      <td>Leaside</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>East York</td>\n",
       "      <td>Thorncliffe Park</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>East York</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West / Riverdale</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>India Bazaar / The Beaches West</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park / Summerhill East</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Summerhill West / Rathnelly / South Hill / For...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town / Cabbagetown</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Garden District, Ryerson</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Richmond / Adelaide / King</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East / Union Station / Toronto Is...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Toronto Dominion Centre / Design Exchange</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court / Victoria Hotel</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>North York</td>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North &amp; West</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex / North Midtown / Yorkville</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto / Harbord</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Kensington Market / Chinatown / Grange Park</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower / King and Spadina / Railway Lands / ...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place / Underground city</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>York</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dufferin / Dovercourt Village</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal / Trinity</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton / Parkdale Village / Exhibition Place</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>North York</td>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray / Mount Dennis / Keelsdale and Silvert...</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>York</td>\n",
       "      <td>Runnymede / The Junction North</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park / The Junction South</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale / Roncesvalles</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede / Swansea</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Mississauga</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing CentrE</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>New Toronto / Mimico South / Humber Bay Shores</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood / Long Branch</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway / Montgomery Road  / Old Mill North</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Old Mill South / King's Mill Park / Sunnylea /...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Mimico NW / The Queensway West / South of Bloo...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>West Deane Park / Princess Gardens / Martin Gr...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Eringate / Bloordale Gardens / Old Burnhamthor...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>North York</td>\n",
       "      <td>Humberlea / Emery</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Westmount</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village / St. Phillips / Martin Grov...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>South Steeles / Silverstone / Humbergate / Jam...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Borough                                       Neighborhood  \\\n",
       "0         Scarborough                                    Malvern / Rouge   \n",
       "1         Scarborough           Rouge Hill / Port Union / Highland Creek   \n",
       "2         Scarborough                Guildwood / Morningside / West Hill   \n",
       "3         Scarborough                                             Woburn   \n",
       "4         Scarborough                                          Cedarbrae   \n",
       "5         Scarborough                                Scarborough Village   \n",
       "6         Scarborough      Kennedy Park / Ionview / East Birchmount Park   \n",
       "7         Scarborough                  Golden Mile / Clairlea / Oakridge   \n",
       "8         Scarborough  Cliffside / Cliffcrest / Scarborough Village West   \n",
       "9         Scarborough                       Birch Cliff / Cliffside West   \n",
       "10        Scarborough  Dorset Park / Wexford Heights / Scarborough To...   \n",
       "11        Scarborough                                 Wexford / Maryvale   \n",
       "12        Scarborough                                          Agincourt   \n",
       "13        Scarborough          Clarks Corners / Tam O'Shanter / Sullivan   \n",
       "14        Scarborough  Milliken / Agincourt North / Steeles East / L'...   \n",
       "15        Scarborough                     Steeles West / L'Amoreaux West   \n",
       "16        Scarborough                                        Upper Rouge   \n",
       "17         North York                                  Hillcrest Village   \n",
       "18         North York                     Fairview / Henry Farm / Oriole   \n",
       "19         North York                                    Bayview Village   \n",
       "20         North York                          York Mills / Silver Hills   \n",
       "21         North York                           Willowdale / Newtonbrook   \n",
       "22         North York                                         Willowdale   \n",
       "23         North York                                    York Mills West   \n",
       "24         North York                                         Willowdale   \n",
       "25         North York                                          Parkwoods   \n",
       "26         North York                                          Don Mills   \n",
       "27         North York                                          Don Mills   \n",
       "28         North York  Bathurst Manor / Wilson Heights / Downsview North   \n",
       "29         North York                   Northwood Park / York University   \n",
       "30         North York                                          Downsview   \n",
       "31         North York                                          Downsview   \n",
       "32         North York                                          Downsview   \n",
       "33         North York                                          Downsview   \n",
       "34         North York                                   Victoria Village   \n",
       "35          East York                   Parkview Hill / Woodbine Gardens   \n",
       "36          East York                                   Woodbine Heights   \n",
       "37       East Toronto                                        The Beaches   \n",
       "38          East York                                            Leaside   \n",
       "39          East York                                   Thorncliffe Park   \n",
       "40          East York                                       East Toronto   \n",
       "41       East Toronto                      The Danforth West / Riverdale   \n",
       "42       East Toronto                    India Bazaar / The Beaches West   \n",
       "43       East Toronto                                    Studio District   \n",
       "44    Central Toronto                                      Lawrence Park   \n",
       "45    Central Toronto                                   Davisville North   \n",
       "46    Central Toronto                                 North Toronto West   \n",
       "47    Central Toronto                                         Davisville   \n",
       "48    Central Toronto                       Moore Park / Summerhill East   \n",
       "49    Central Toronto  Summerhill West / Rathnelly / South Hill / For...   \n",
       "50   Downtown Toronto                                           Rosedale   \n",
       "51   Downtown Toronto                       St. James Town / Cabbagetown   \n",
       "52   Downtown Toronto                               Church and Wellesley   \n",
       "53   Downtown Toronto                         Regent Park / Harbourfront   \n",
       "54   Downtown Toronto                           Garden District, Ryerson   \n",
       "55   Downtown Toronto                                     St. James Town   \n",
       "56   Downtown Toronto                                        Berczy Park   \n",
       "57   Downtown Toronto                                 Central Bay Street   \n",
       "58   Downtown Toronto                         Richmond / Adelaide / King   \n",
       "59   Downtown Toronto  Harbourfront East / Union Station / Toronto Is...   \n",
       "60   Downtown Toronto          Toronto Dominion Centre / Design Exchange   \n",
       "61   Downtown Toronto                    Commerce Court / Victoria Hotel   \n",
       "62         North York                 Bedford Park / Lawrence Manor East   \n",
       "63    Central Toronto                                           Roselawn   \n",
       "64    Central Toronto                           Forest Hill North & West   \n",
       "65    Central Toronto              The Annex / North Midtown / Yorkville   \n",
       "66   Downtown Toronto                    University of Toronto / Harbord   \n",
       "67   Downtown Toronto        Kensington Market / Chinatown / Grange Park   \n",
       "68   Downtown Toronto  CN Tower / King and Spadina / Railway Lands / ...   \n",
       "69   Downtown Toronto                                     Stn A PO Boxes   \n",
       "70   Downtown Toronto            First Canadian Place / Underground city   \n",
       "71         North York                  Lawrence Manor / Lawrence Heights   \n",
       "72         North York                                          Glencairn   \n",
       "73               York                                 Humewood-Cedarvale   \n",
       "74               York                                Caledonia-Fairbanks   \n",
       "75   Downtown Toronto                                           Christie   \n",
       "76       West Toronto                      Dufferin / Dovercourt Village   \n",
       "77       West Toronto                          Little Portugal / Trinity   \n",
       "78       West Toronto     Brockton / Parkdale Village / Exhibition Place   \n",
       "79         North York         North Park / Maple Leaf Park / Upwood Park   \n",
       "80               York  Del Ray / Mount Dennis / Keelsdale and Silvert...   \n",
       "81               York                     Runnymede / The Junction North   \n",
       "82       West Toronto                     High Park / The Junction South   \n",
       "83       West Toronto                            Parkdale / Roncesvalles   \n",
       "84       West Toronto                                Runnymede / Swansea   \n",
       "85   Downtown Toronto       Queen's Park / Ontario Provincial Government   \n",
       "86        Mississauga              Canada Post Gateway Processing Centre   \n",
       "87       East Toronto              Business reply mail Processing CentrE   \n",
       "88          Etobicoke     New Toronto / Mimico South / Humber Bay Shores   \n",
       "89          Etobicoke                            Alderwood / Long Branch   \n",
       "90          Etobicoke   The Kingsway / Montgomery Road  / Old Mill North   \n",
       "91          Etobicoke  Old Mill South / King's Mill Park / Sunnylea /...   \n",
       "92          Etobicoke  Mimico NW / The Queensway West / South of Bloo...   \n",
       "93          Etobicoke                                   Islington Avenue   \n",
       "94          Etobicoke  West Deane Park / Princess Gardens / Martin Gr...   \n",
       "95          Etobicoke  Eringate / Bloordale Gardens / Old Burnhamthor...   \n",
       "96         North York                                      Humber Summit   \n",
       "97         North York                                  Humberlea / Emery   \n",
       "98               York                                             Weston   \n",
       "99          Etobicoke                                          Westmount   \n",
       "100         Etobicoke  Kingsview Village / St. Phillips / Martin Grov...   \n",
       "101         Etobicoke  South Steeles / Silverstone / Humbergate / Jam...   \n",
       "102         Etobicoke                                          Northwest   \n",
       "\n",
       "     Top School Rating  \n",
       "0                    7  \n",
       "1                    9  \n",
       "2                    5  \n",
       "3                    8  \n",
       "4                   10  \n",
       "5                   10  \n",
       "6                    7  \n",
       "7                   10  \n",
       "8                    1  \n",
       "9                    2  \n",
       "10                   1  \n",
       "11                   2  \n",
       "12                   7  \n",
       "13                   2  \n",
       "14                   3  \n",
       "15                   2  \n",
       "16                   6  \n",
       "17                   5  \n",
       "18                   4  \n",
       "19                   8  \n",
       "20                   9  \n",
       "21                   9  \n",
       "22                   6  \n",
       "23                   6  \n",
       "24                   4  \n",
       "25                   5  \n",
       "26                   4  \n",
       "27                   6  \n",
       "28                   8  \n",
       "29                  10  \n",
       "30                   8  \n",
       "31                   9  \n",
       "32                   6  \n",
       "33                   2  \n",
       "34                  10  \n",
       "35                   2  \n",
       "36                   5  \n",
       "37                   8  \n",
       "38                   9  \n",
       "39                   6  \n",
       "40                   6  \n",
       "41                  10  \n",
       "42                   8  \n",
       "43                   9  \n",
       "44                   1  \n",
       "45                   2  \n",
       "46                   3  \n",
       "47                   4  \n",
       "48                   5  \n",
       "49                   6  \n",
       "50                   9  \n",
       "51                   8  \n",
       "52                   5  \n",
       "53                   9  \n",
       "54                   6  \n",
       "55                   9  \n",
       "56                   6  \n",
       "57                   4  \n",
       "58                   8  \n",
       "59                  10  \n",
       "60                   2  \n",
       "61                   5  \n",
       "62                   6  \n",
       "63                   3  \n",
       "64                   9  \n",
       "65                   8  \n",
       "66                   7  \n",
       "67                   7  \n",
       "68                   8  \n",
       "69                   5  \n",
       "70                   8  \n",
       "71                   9  \n",
       "72                   1  \n",
       "73                   5  \n",
       "74                   4  \n",
       "75                   7  \n",
       "76                   2  \n",
       "77                   3  \n",
       "78                   6  \n",
       "79                   6  \n",
       "80                   9  \n",
       "81                   4  \n",
       "82                   8  \n",
       "83                   7  \n",
       "84                   4  \n",
       "85                   8  \n",
       "86                   9  \n",
       "87                   2  \n",
       "88                   6  \n",
       "89                   4  \n",
       "90                   7  \n",
       "91                   5  \n",
       "92                  10  \n",
       "93                   4  \n",
       "94                   6  \n",
       "95                   8  \n",
       "96                   9  \n",
       "97                   7  \n",
       "98                   5  \n",
       "99                   6  \n",
       "100                  5  \n",
       "101                  8  \n",
       "102                  7  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NorthYork_school_ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "NorthYork_school_ratings=NorthYork_school_ratings[NorthYork_school_ratings.Borough == 'North York']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Top School Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park / York University</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>North York</td>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>North York</td>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>North York</td>\n",
       "      <td>Humberlea / Emery</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Borough                                       Neighborhood  \\\n",
       "17  North York                                  Hillcrest Village   \n",
       "18  North York                     Fairview / Henry Farm / Oriole   \n",
       "19  North York                                    Bayview Village   \n",
       "20  North York                          York Mills / Silver Hills   \n",
       "21  North York                           Willowdale / Newtonbrook   \n",
       "22  North York                                         Willowdale   \n",
       "23  North York                                    York Mills West   \n",
       "24  North York                                         Willowdale   \n",
       "25  North York                                          Parkwoods   \n",
       "26  North York                                          Don Mills   \n",
       "27  North York                                          Don Mills   \n",
       "28  North York  Bathurst Manor / Wilson Heights / Downsview North   \n",
       "29  North York                   Northwood Park / York University   \n",
       "30  North York                                          Downsview   \n",
       "31  North York                                          Downsview   \n",
       "32  North York                                          Downsview   \n",
       "33  North York                                          Downsview   \n",
       "34  North York                                   Victoria Village   \n",
       "62  North York                 Bedford Park / Lawrence Manor East   \n",
       "71  North York                  Lawrence Manor / Lawrence Heights   \n",
       "72  North York                                          Glencairn   \n",
       "79  North York         North Park / Maple Leaf Park / Upwood Park   \n",
       "96  North York                                      Humber Summit   \n",
       "97  North York                                  Humberlea / Emery   \n",
       "\n",
       "    Top School Rating  \n",
       "17                  5  \n",
       "18                  4  \n",
       "19                  8  \n",
       "20                  9  \n",
       "21                  9  \n",
       "22                  6  \n",
       "23                  6  \n",
       "24                  4  \n",
       "25                  5  \n",
       "26                  4  \n",
       "27                  6  \n",
       "28                  8  \n",
       "29                 10  \n",
       "30                  8  \n",
       "31                  9  \n",
       "32                  6  \n",
       "33                  2  \n",
       "34                 10  \n",
       "62                  6  \n",
       "71                  9  \n",
       "72                  1  \n",
       "79                  6  \n",
       "96                  9  \n",
       "97                  7  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NorthYork_school_ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "NorthYork_school_ratings=NorthYork_school_ratings.drop(['Borough'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Top School Rating</th>\n",
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       "  </thead>\n",
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       "      <th>17</th>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Fairview / Henry Farm / Oriole</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>York Mills / Silver Hills</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Willowdale / Newtonbrook</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Willowdale</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>York Mills West</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Willowdale</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Don Mills</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Don Mills</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Bathurst Manor / Wilson Heights / Downsview North</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Northwood Park / York University</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Bedford Park / Lawrence Manor East</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Glencairn</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>North Park / Maple Leaf Park / Upwood Park</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Humberlea / Emery</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Neighborhood  Top School Rating\n",
       "17                                  Hillcrest Village                  5\n",
       "18                     Fairview / Henry Farm / Oriole                  4\n",
       "19                                    Bayview Village                  8\n",
       "20                          York Mills / Silver Hills                  9\n",
       "21                           Willowdale / Newtonbrook                  9\n",
       "22                                         Willowdale                  6\n",
       "23                                    York Mills West                  6\n",
       "24                                         Willowdale                  4\n",
       "25                                          Parkwoods                  5\n",
       "26                                          Don Mills                  4\n",
       "27                                          Don Mills                  6\n",
       "28  Bathurst Manor / Wilson Heights / Downsview North                  8\n",
       "29                   Northwood Park / York University                 10\n",
       "30                                          Downsview                  8\n",
       "31                                          Downsview                  9\n",
       "32                                          Downsview                  6\n",
       "33                                          Downsview                  2\n",
       "34                                   Victoria Village                 10\n",
       "62                 Bedford Park / Lawrence Manor East                  6\n",
       "71                  Lawrence Manor / Lawrence Heights                  9\n",
       "72                                          Glencairn                  1\n",
       "79         North Park / Maple Leaf Park / Upwood Park                  6\n",
       "96                                      Humber Summit                  9\n",
       "97                                  Humberlea / Emery                  7"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NorthYork_school_ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'Neighborhood'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3062\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3063\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3064\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'Neighborhood'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-71-4900e335c327>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mNorthYork_school_ratings\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Neighborhood'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mset_index\u001b[1;34m(self, keys, drop, append, inplace, verify_integrity)\u001b[0m\n\u001b[0;32m   3904\u001b[0m                 \u001b[0mnames\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3905\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3906\u001b[1;33m                 \u001b[0mlevel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mframe\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3907\u001b[0m                 \u001b[0mnames\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3908\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mdrop\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2683\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2684\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2685\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2686\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2687\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2690\u001b[0m         \u001b[1;31m# get column\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2691\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2692\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2693\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2694\u001b[0m         \u001b[1;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[1;34m(self, item)\u001b[0m\n\u001b[0;32m   2484\u001b[0m         \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2485\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2486\u001b[1;33m             \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2487\u001b[0m             \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2488\u001b[0m             \u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, item, fastpath)\u001b[0m\n\u001b[0;32m   4113\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4114\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4115\u001b[1;33m                 \u001b[0mloc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4116\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4117\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3063\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3064\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3065\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3066\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3067\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'Neighborhood'"
     ]
    }
   ],
   "source": [
    "NorthYork_school_ratings.set_index('Neighborhood',inplace=True,drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "NorthYork_school_ratings.plot(kind='bar',figsize=(16,10),color='red',alpha=0.75);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On my opinon best best choice of neighborhood for apartment in North York is Humberlea/Emery. I think so because the the school rating is above the average (not the best not the worst), the average price is acceptable and there are on my opinion best combination of venues nerby. Which includes coffe shops, playground, park and different restaurants."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}