Week 3 Capstone - Segmenting and Clustering Neighbourhoods in Toronto_Part 2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Segmenting and Clustering Neighborhoods in Toronto\n",
    "## Applied Data Science Capstone Week 3 Peer-Graded Assignment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving environment: done\n",
      "\n",
      "# All requested packages already installed.\n",
      "\n",
      "Solving environment: done\n",
      "\n",
      "# All requested packages already installed.\n",
      "\n",
      "Libraries imported.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np # library to handle data in a vectorized manner\n",
    "\n",
    "import pandas as pd # library for data analsysis\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "import json # library to handle JSON files\n",
    "\n",
    "!conda install -c conda-forge geopy --yes # uncomment this line if you haven't completed the Foursquare API lab\n",
    "from geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n",
    "\n",
    "import requests # library to handle requests\n",
    "from pandas.io.json import json_normalize # tranform JSON file into a pandas dataframe\n",
    "\n",
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "# import k-means from clustering stage\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# for webscraping import Beautiful Soup \n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "import xml\n",
    "\n",
    "!conda install -c conda-forge folium=0.5.0 --yes # uncomment this line if you haven't completed the Foursquare API lab\n",
    "import folium # map rendering library\n",
    "\n",
    "print('Libraries imported.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scrape Wikipedia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = requests.get('https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M').text\n",
    "soup = BeautifulSoup(url,'lxml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Locate Table and use tags to find postal code by Borough and Neighbourhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M2A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode           Borough     Neighbourhood\n",
       "0      M1A      Not assigned      Not assigned\n",
       "1      M2A      Not assigned      Not assigned\n",
       "2      M3A        North York         Parkwoods\n",
       "3      M4A        North York  Victoria Village\n",
       "4      M5A  Downtown Toronto      Harbourfront"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_post = soup.find('table')\n",
    "fields = table_post.find_all('td')\n",
    "\n",
    "postcode = []\n",
    "borough = []\n",
    "neighbourhood = []\n",
    "\n",
    "for i in range(0, len(fields), 3):\n",
    "    postcode.append(fields[i].text.strip())\n",
    "    borough.append(fields[i+1].text.strip())\n",
    "    neighbourhood.append(fields[i+2].text.strip())\n",
    "        \n",
    "df_pc = pd.DataFrame(data=[postcode, borough, neighbourhood]).transpose()\n",
    "df_pc.columns = ['Postcode', 'Borough', 'Neighbourhood']\n",
    "df_pc.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove \"Not assigned\" and then Aggregate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M2A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode           Borough     Neighbourhood\n",
       "0      M1A      Not assigned      Not assigned\n",
       "1      M2A      Not assigned      Not assigned\n",
       "2      M3A        North York         Parkwoods\n",
       "3      M4A        North York  Victoria Village\n",
       "4      M5A  Downtown Toronto      Harbourfront"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Heights</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode           Borough     Neighbourhood\n",
       "2      M3A        North York         Parkwoods\n",
       "3      M4A        North York  Victoria Village\n",
       "4      M5A  Downtown Toronto      Harbourfront\n",
       "5      M5A  Downtown Toronto       Regent Park\n",
       "6      M6A        North York  Lawrence Heights"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pc['Borough'].replace('Not assigned', np.nan, inplace=True)\n",
    "df_pc.dropna(subset=['Borough'], inplace=True)\n",
    "\n",
    "df_pc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</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>East Birchmount Park, Ionview, Kennedy Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clairlea, Golden Mile, Oakridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffcrest, Cliffside, 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, Scarborough Town Centre, Wexford ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale, Wexford</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, Sullivan, Tam O'Shanter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>L'Amoreaux West, Steeles 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>Silver Hills, York Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Newtonbrook, Willowdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale South</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 West</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 North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Flemingdon Park, Don Mills South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor, Downsview North, Wilson Heights</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>CFB Toronto, Downsview East</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M3L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M3M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M3N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview Northwest</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>Woodbine Gardens, Parkview Hill</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>The Beaches West, India Bazaar</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>Deer Park, Forest Hill SE, Rathnelly, South Hi...</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>Cabbagetown, St. James Town</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>Harbourfront, Regent Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Ryerson, Garden District</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>Adelaide, King, Richmond</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</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, Forest Hill 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>Harbord, University of Toronto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</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 Heights, Lawrence Manor</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>Dovercourt Village, Dufferin</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, Exhibition Place, Parkdale Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Maple Leaf Park, North Park, Upwood Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray, Keelesdale, Mount Dennis, Silverthorn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6N</td>\n",
       "      <td>York</td>\n",
       "      <td>The Junction North, Runnymede</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>Queen's Park</td>\n",
       "      <td>Not assigned</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 Centre969 Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay Shores, Mimico South, New Toronto</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>Humber Bay, King's Mill Park, Kingsway Park So...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsway Park South West, Mimico NW, The Queen...</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>Cloverdale, Islington, Martin Grove, Princess ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Bloordale Gardens, Eringate, Markland Wood, Ol...</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>Emery, Humberlea</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, Martin Grove Gardens, Richv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</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": [
       "    Postcode           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      Queen's Park   \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",
       "                                         Neighbourhood  \n",
       "0                                       Rouge, Malvern  \n",
       "1               Highland Creek, Rouge Hill, Port Union  \n",
       "2                    Guildwood, Morningside, West Hill  \n",
       "3                                               Woburn  \n",
       "4                                            Cedarbrae  \n",
       "5                                  Scarborough Village  \n",
       "6          East Birchmount Park, Ionview, Kennedy Park  \n",
       "7                      Clairlea, Golden Mile, Oakridge  \n",
       "8      Cliffcrest, Cliffside, Scarborough Village West  \n",
       "9                          Birch Cliff, Cliffside West  \n",
       "10   Dorset Park, Scarborough Town Centre, Wexford ...  \n",
       "11                                   Maryvale, Wexford  \n",
       "12                                           Agincourt  \n",
       "13             Clarks Corners, Sullivan, Tam O'Shanter  \n",
       "14   Agincourt North, L'Amoreaux East, Milliken, St...  \n",
       "15                       L'Amoreaux West, Steeles West  \n",
       "16                                         Upper Rouge  \n",
       "17                                   Hillcrest Village  \n",
       "18                        Fairview, Henry Farm, Oriole  \n",
       "19                                     Bayview Village  \n",
       "20                            Silver Hills, York Mills  \n",
       "21                             Newtonbrook, Willowdale  \n",
       "22                                    Willowdale South  \n",
       "23                                     York Mills West  \n",
       "24                                     Willowdale West  \n",
       "25                                           Parkwoods  \n",
       "26                                     Don Mills North  \n",
       "27                    Flemingdon Park, Don Mills South  \n",
       "28     Bathurst Manor, Downsview North, Wilson Heights  \n",
       "29                     Northwood Park, York University  \n",
       "30                         CFB Toronto, Downsview East  \n",
       "31                                      Downsview West  \n",
       "32                                   Downsview Central  \n",
       "33                                 Downsview Northwest  \n",
       "34                                    Victoria Village  \n",
       "35                     Woodbine Gardens, Parkview Hill  \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                      The Beaches West, India Bazaar  \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   Deer Park, Forest Hill SE, Rathnelly, South Hi...  \n",
       "50                                            Rosedale  \n",
       "51                         Cabbagetown, St. James Town  \n",
       "52                                Church and Wellesley  \n",
       "53                           Harbourfront, Regent Park  \n",
       "54                            Ryerson, Garden District  \n",
       "55                                      St. James Town  \n",
       "56                                         Berczy Park  \n",
       "57                                  Central Bay Street  \n",
       "58                            Adelaide, King, Richmond  \n",
       "59   Harbourfront East, Toronto Islands, Union Station  \n",
       "60            Design Exchange, Toronto Dominion Centre  \n",
       "61                      Commerce Court, Victoria Hotel  \n",
       "62                   Bedford Park, Lawrence Manor East  \n",
       "63                                            Roselawn  \n",
       "64                 Forest Hill North, Forest Hill West  \n",
       "65                 The Annex, North Midtown, Yorkville  \n",
       "66                      Harbord, University of Toronto  \n",
       "67           Chinatown, Grange Park, Kensington Market  \n",
       "68   CN Tower, Bathurst Quay, Island airport, Harbo...  \n",
       "69                     Stn A PO Boxes 25 The Esplanade  \n",
       "70              First Canadian Place, Underground city  \n",
       "71                    Lawrence Heights, Lawrence Manor  \n",
       "72                                           Glencairn  \n",
       "73                                  Humewood-Cedarvale  \n",
       "74                                 Caledonia-Fairbanks  \n",
       "75                                            Christie  \n",
       "76                        Dovercourt Village, Dufferin  \n",
       "77                            Little Portugal, Trinity  \n",
       "78        Brockton, Exhibition Place, Parkdale Village  \n",
       "79            Maple Leaf Park, North Park, Upwood Park  \n",
       "80      Del Ray, Keelesdale, Mount Dennis, Silverthorn  \n",
       "81                       The Junction North, Runnymede  \n",
       "82                       High Park, The Junction South  \n",
       "83                              Parkdale, Roncesvalles  \n",
       "84                                  Runnymede, Swansea  \n",
       "85                                        Not assigned  \n",
       "86               Canada Post Gateway Processing Centre  \n",
       "87    Business reply mail Processing Centre969 Eastern  \n",
       "88        Humber Bay Shores, Mimico South, New Toronto  \n",
       "89                              Alderwood, Long Branch  \n",
       "90       The Kingsway, Montgomery Road, Old Mill North  \n",
       "91   Humber Bay, King's Mill Park, Kingsway Park So...  \n",
       "92   Kingsway Park South West, Mimico NW, The Queen...  \n",
       "93                                    Islington Avenue  \n",
       "94   Cloverdale, Islington, Martin Grove, Princess ...  \n",
       "95   Bloordale Gardens, Eringate, Markland Wood, Ol...  \n",
       "96                                       Humber Summit  \n",
       "97                                    Emery, Humberlea  \n",
       "98                                              Weston  \n",
       "99                                           Westmount  \n",
       "100  Kingsview Village, Martin Grove Gardens, Richv...  \n",
       "101  Albion Gardens, Beaumond Heights, Humbergate, ...  \n",
       "102                                          Northwest  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pcn = df_pc.groupby(['Postcode', 'Borough'])['Neighbourhood'].apply(', '.join).reset_index()\n",
    "df_pcn.columns = ['Postcode', 'Borough', 'Neighbourhood']\n",
    "df_pcn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</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>East Birchmount Park, Ionview, Kennedy Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clairlea, Golden Mile, Oakridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffcrest, Cliffside, 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, Scarborough Town Centre, Wexford ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale, Wexford</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, Sullivan, Tam O'Shanter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>L'Amoreaux West, Steeles 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>Silver Hills, York Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Newtonbrook, Willowdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale South</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 West</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 North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Flemingdon Park, Don Mills South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor, Downsview North, Wilson Heights</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>CFB Toronto, Downsview East</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M3L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M3M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview Central</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M3N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview Northwest</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>Woodbine Gardens, Parkview Hill</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>The Beaches West, India Bazaar</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>Deer Park, Forest Hill SE, Rathnelly, South Hi...</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>Cabbagetown, St. James Town</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>Harbourfront, Regent Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Ryerson, Garden District</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>Adelaide, King, Richmond</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</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, Forest Hill 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>Harbord, University of Toronto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</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 Heights, Lawrence Manor</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>Dovercourt Village, Dufferin</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, Exhibition Place, Parkdale Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Maple Leaf Park, North Park, Upwood Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray, Keelesdale, Mount Dennis, Silverthorn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6N</td>\n",
       "      <td>York</td>\n",
       "      <td>The Junction North, Runnymede</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>Queen's Park</td>\n",
       "      <td>Queen's Park</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 Centre969 Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay Shores, Mimico South, New Toronto</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>Humber Bay, King's Mill Park, Kingsway Park So...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsway Park South West, Mimico NW, The Queen...</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>Cloverdale, Islington, Martin Grove, Princess ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Bloordale Gardens, Eringate, Markland Wood, Ol...</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>Emery, Humberlea</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, Martin Grove Gardens, Richv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</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": [
       "    Postcode           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      Queen's Park   \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",
       "                                         Neighbourhood  \n",
       "0                                       Rouge, Malvern  \n",
       "1               Highland Creek, Rouge Hill, Port Union  \n",
       "2                    Guildwood, Morningside, West Hill  \n",
       "3                                               Woburn  \n",
       "4                                            Cedarbrae  \n",
       "5                                  Scarborough Village  \n",
       "6          East Birchmount Park, Ionview, Kennedy Park  \n",
       "7                      Clairlea, Golden Mile, Oakridge  \n",
       "8      Cliffcrest, Cliffside, Scarborough Village West  \n",
       "9                          Birch Cliff, Cliffside West  \n",
       "10   Dorset Park, Scarborough Town Centre, Wexford ...  \n",
       "11                                   Maryvale, Wexford  \n",
       "12                                           Agincourt  \n",
       "13             Clarks Corners, Sullivan, Tam O'Shanter  \n",
       "14   Agincourt North, L'Amoreaux East, Milliken, St...  \n",
       "15                       L'Amoreaux West, Steeles West  \n",
       "16                                         Upper Rouge  \n",
       "17                                   Hillcrest Village  \n",
       "18                        Fairview, Henry Farm, Oriole  \n",
       "19                                     Bayview Village  \n",
       "20                            Silver Hills, York Mills  \n",
       "21                             Newtonbrook, Willowdale  \n",
       "22                                    Willowdale South  \n",
       "23                                     York Mills West  \n",
       "24                                     Willowdale West  \n",
       "25                                           Parkwoods  \n",
       "26                                     Don Mills North  \n",
       "27                    Flemingdon Park, Don Mills South  \n",
       "28     Bathurst Manor, Downsview North, Wilson Heights  \n",
       "29                     Northwood Park, York University  \n",
       "30                         CFB Toronto, Downsview East  \n",
       "31                                      Downsview West  \n",
       "32                                   Downsview Central  \n",
       "33                                 Downsview Northwest  \n",
       "34                                    Victoria Village  \n",
       "35                     Woodbine Gardens, Parkview Hill  \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                      The Beaches West, India Bazaar  \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   Deer Park, Forest Hill SE, Rathnelly, South Hi...  \n",
       "50                                            Rosedale  \n",
       "51                         Cabbagetown, St. James Town  \n",
       "52                                Church and Wellesley  \n",
       "53                           Harbourfront, Regent Park  \n",
       "54                            Ryerson, Garden District  \n",
       "55                                      St. James Town  \n",
       "56                                         Berczy Park  \n",
       "57                                  Central Bay Street  \n",
       "58                            Adelaide, King, Richmond  \n",
       "59   Harbourfront East, Toronto Islands, Union Station  \n",
       "60            Design Exchange, Toronto Dominion Centre  \n",
       "61                      Commerce Court, Victoria Hotel  \n",
       "62                   Bedford Park, Lawrence Manor East  \n",
       "63                                            Roselawn  \n",
       "64                 Forest Hill North, Forest Hill West  \n",
       "65                 The Annex, North Midtown, Yorkville  \n",
       "66                      Harbord, University of Toronto  \n",
       "67           Chinatown, Grange Park, Kensington Market  \n",
       "68   CN Tower, Bathurst Quay, Island airport, Harbo...  \n",
       "69                     Stn A PO Boxes 25 The Esplanade  \n",
       "70              First Canadian Place, Underground city  \n",
       "71                    Lawrence Heights, Lawrence Manor  \n",
       "72                                           Glencairn  \n",
       "73                                  Humewood-Cedarvale  \n",
       "74                                 Caledonia-Fairbanks  \n",
       "75                                            Christie  \n",
       "76                        Dovercourt Village, Dufferin  \n",
       "77                            Little Portugal, Trinity  \n",
       "78        Brockton, Exhibition Place, Parkdale Village  \n",
       "79            Maple Leaf Park, North Park, Upwood Park  \n",
       "80      Del Ray, Keelesdale, Mount Dennis, Silverthorn  \n",
       "81                       The Junction North, Runnymede  \n",
       "82                       High Park, The Junction South  \n",
       "83                              Parkdale, Roncesvalles  \n",
       "84                                  Runnymede, Swansea  \n",
       "85                                        Queen's Park  \n",
       "86               Canada Post Gateway Processing Centre  \n",
       "87    Business reply mail Processing Centre969 Eastern  \n",
       "88        Humber Bay Shores, Mimico South, New Toronto  \n",
       "89                              Alderwood, Long Branch  \n",
       "90       The Kingsway, Montgomery Road, Old Mill North  \n",
       "91   Humber Bay, King's Mill Park, Kingsway Park So...  \n",
       "92   Kingsway Park South West, Mimico NW, The Queen...  \n",
       "93                                    Islington Avenue  \n",
       "94   Cloverdale, Islington, Martin Grove, Princess ...  \n",
       "95   Bloordale Gardens, Eringate, Markland Wood, Ol...  \n",
       "96                                       Humber Summit  \n",
       "97                                    Emery, Humberlea  \n",
       "98                                              Weston  \n",
       "99                                           Westmount  \n",
       "100  Kingsview Village, Martin Grove Gardens, Richv...  \n",
       "101  Albion Gardens, Beaumond Heights, Humbergate, ...  \n",
       "102                                          Northwest  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pcn['Neighbourhood'].replace('Not assigned', \"Queen's Park\", inplace=True)\n",
    "\n",
    "df_pcn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pcn.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_geo = pd.read_csv('http://cocl.us/Geospatial_data')\n",
    "df_geo.columns = ['Postcode', 'Latitude', 'Longitude']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>Neighbourhood</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>M1B</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>M1C</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>M1E</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>M1G</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>M1H</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Borough                           Neighbourhood Postcode   Latitude  \\\n",
       "0  Scarborough                          Rouge, Malvern      M1B  43.806686   \n",
       "1  Scarborough  Highland Creek, Rouge Hill, Port Union      M1C  43.784535   \n",
       "2  Scarborough       Guildwood, Morningside, West Hill      M1E  43.763573   \n",
       "3  Scarborough                                  Woburn      M1G  43.770992   \n",
       "4  Scarborough                               Cedarbrae      M1H  43.773136   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.194353  \n",
       "1 -79.160497  \n",
       "2 -79.188711  \n",
       "3 -79.216917  \n",
       "4 -79.239476  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pos = pd.merge(df_pcn, df_geo, on=['Postcode'], how='inner')\n",
    "\n",
    "df_tor = df_pos[['Borough', 'Neighbourhood', 'Postcode', 'Latitude', 'Longitude']].copy()\n",
    "\n",
    "df_tor.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.7/site-packages/geopy/geocoders/osm.py:143: UserWarning: Using Nominatim with the default \"geopy/1.17.0\" `user_agent` is strongly discouraged, as it violates Nominatim's ToS https://operations.osmfoundation.org/policies/nominatim/ and may possibly cause 403 and 429 HTTP errors. Please specify a custom `user_agent` with `Nominatim(user_agent=\"my-application\")` or by overriding the default `user_agent`: `geopy.geocoders.options.default_user_agent = \"my-application\"`. In geopy 2.0 this will become an exception.\n",
      "  UserWarning\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of the City of Toronto are 43.653963, -79.387207.\n"
     ]
    }
   ],
   "source": [
    "address = 'Toronto, Canada'\n",
    "\n",
    "geolocator = Nominatim()\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of the City of Toronto are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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                popup_47505e7601304f09a9d58297f25e182f.setContent(html_dbdf0f1c8c564870995bd97591116613);
            

            circle_marker_6b25774c7b9f440082832e3da64c1072.bindPopup(popup_47505e7601304f09a9d58297f25e182f);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a250768d0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of Toronto using latitude and longitude values\n",
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, borough, neighborhood in zip(df_tor['Latitude'], df_tor['Longitude'], df_tor['Borough'], df_tor['Neighbourhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=3,\n",
    "        popup=label,\n",
    "        color='green',\n",
    "        fill=True,\n",
    "        fill_color='#3199cc',\n",
    "        fill_opacity=0.3,\n",
    "        parse_html=False).add_to(map_toronto)  \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore Toronto Neighbourhoods\n",
    "#### Define Foursquare Credentials and Version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: not going to share that\n",
      "CLIENT_SECRET:or this\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'not going to share that' # your Foursquare ID\n",
    "CLIENT_SECRET = 'or this' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Select only Toronto Neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>Neighbourhood</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>M4E</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>M4K</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>M4L</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>M4M</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>M4N</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>M4P</td>\n",
       "      <td>43.712751</td>\n",
       "      <td>-79.390197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>M4R</td>\n",
       "      <td>43.715383</td>\n",
       "      <td>-79.405678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "      <td>M4S</td>\n",
       "      <td>43.704324</td>\n",
       "      <td>-79.388790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
       "      <td>M4T</td>\n",
       "      <td>43.689574</td>\n",
       "      <td>-79.383160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Deer Park, Forest Hill SE, Rathnelly, South Hi...</td>\n",
       "      <td>M4V</td>\n",
       "      <td>43.686412</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "      <td>M4W</td>\n",
       "      <td>43.679563</td>\n",
       "      <td>-79.377529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>M4X</td>\n",
       "      <td>43.667967</td>\n",
       "      <td>-79.367675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>M4Y</td>\n",
       "      <td>43.665860</td>\n",
       "      <td>-79.383160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>M5A</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Ryerson, Garden District</td>\n",
       "      <td>M5B</td>\n",
       "      <td>43.657162</td>\n",
       "      <td>-79.378937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>M5C</td>\n",
       "      <td>43.651494</td>\n",
       "      <td>-79.375418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>M5E</td>\n",
       "      <td>43.644771</td>\n",
       "      <td>-79.373306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>M5G</td>\n",
       "      <td>43.657952</td>\n",
       "      <td>-79.387383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>M5H</td>\n",
       "      <td>43.650571</td>\n",
       "      <td>-79.384568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\n",
       "      <td>M5J</td>\n",
       "      <td>43.640816</td>\n",
       "      <td>-79.381752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
       "      <td>M5K</td>\n",
       "      <td>43.647177</td>\n",
       "      <td>-79.381576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>M5L</td>\n",
       "      <td>43.648198</td>\n",
       "      <td>-79.379817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "      <td>M5N</td>\n",
       "      <td>43.711695</td>\n",
       "      <td>-79.416936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North, Forest Hill West</td>\n",
       "      <td>M5P</td>\n",
       "      <td>43.696948</td>\n",
       "      <td>-79.411307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>M5R</td>\n",
       "      <td>43.672710</td>\n",
       "      <td>-79.405678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbord, University of Toronto</td>\n",
       "      <td>M5S</td>\n",
       "      <td>43.662696</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>M5T</td>\n",
       "      <td>43.653206</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>M5V</td>\n",
       "      <td>43.628947</td>\n",
       "      <td>-79.394420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>M5W</td>\n",
       "      <td>43.646435</td>\n",
       "      <td>-79.374846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>M5X</td>\n",
       "      <td>43.648429</td>\n",
       "      <td>-79.382280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>M6G</td>\n",
       "      <td>43.669542</td>\n",
       "      <td>-79.422564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village, Dufferin</td>\n",
       "      <td>M6H</td>\n",
       "      <td>43.669005</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>M6J</td>\n",
       "      <td>43.647927</td>\n",
       "      <td>-79.419750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>M6K</td>\n",
       "      <td>43.636847</td>\n",
       "      <td>-79.428191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>M6P</td>\n",
       "      <td>43.661608</td>\n",
       "      <td>-79.464763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>M6R</td>\n",
       "      <td>43.648960</td>\n",
       "      <td>-79.456325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>M6S</td>\n",
       "      <td>43.651571</td>\n",
       "      <td>-79.484450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing Centre969 Eastern</td>\n",
       "      <td>M7Y</td>\n",
       "      <td>43.662744</td>\n",
       "      <td>-79.321558</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Borough                                      Neighbourhood  \\\n",
       "0       East Toronto                                        The Beaches   \n",
       "1       East Toronto                       The Danforth West, Riverdale   \n",
       "2       East Toronto                     The Beaches West, India Bazaar   \n",
       "3       East Toronto                                    Studio District   \n",
       "4    Central Toronto                                      Lawrence Park   \n",
       "5    Central Toronto                                   Davisville North   \n",
       "6    Central Toronto                                 North Toronto West   \n",
       "7    Central Toronto                                         Davisville   \n",
       "8    Central Toronto                        Moore Park, Summerhill East   \n",
       "9    Central Toronto  Deer Park, Forest Hill SE, Rathnelly, South Hi...   \n",
       "10  Downtown Toronto                                           Rosedale   \n",
       "11  Downtown Toronto                        Cabbagetown, St. James Town   \n",
       "12  Downtown Toronto                               Church and Wellesley   \n",
       "13  Downtown Toronto                          Harbourfront, Regent Park   \n",
       "14  Downtown Toronto                           Ryerson, Garden District   \n",
       "15  Downtown Toronto                                     St. James Town   \n",
       "16  Downtown Toronto                                        Berczy Park   \n",
       "17  Downtown Toronto                                 Central Bay Street   \n",
       "18  Downtown Toronto                           Adelaide, King, Richmond   \n",
       "19  Downtown Toronto  Harbourfront East, Toronto Islands, Union Station   \n",
       "20  Downtown Toronto           Design Exchange, Toronto Dominion Centre   \n",
       "21  Downtown Toronto                     Commerce Court, Victoria Hotel   \n",
       "22   Central Toronto                                           Roselawn   \n",
       "23   Central Toronto                Forest Hill North, Forest Hill West   \n",
       "24   Central Toronto                The Annex, North Midtown, Yorkville   \n",
       "25  Downtown Toronto                     Harbord, University of Toronto   \n",
       "26  Downtown Toronto          Chinatown, Grange Park, Kensington Market   \n",
       "27  Downtown Toronto  CN Tower, Bathurst Quay, Island airport, Harbo...   \n",
       "28  Downtown Toronto                    Stn A PO Boxes 25 The Esplanade   \n",
       "29  Downtown Toronto             First Canadian Place, Underground city   \n",
       "30  Downtown Toronto                                           Christie   \n",
       "31      West Toronto                       Dovercourt Village, Dufferin   \n",
       "32      West Toronto                           Little Portugal, Trinity   \n",
       "33      West Toronto       Brockton, Exhibition Place, Parkdale Village   \n",
       "34      West Toronto                      High Park, The Junction South   \n",
       "35      West Toronto                             Parkdale, Roncesvalles   \n",
       "36      West Toronto                                 Runnymede, Swansea   \n",
       "37      East Toronto   Business reply mail Processing Centre969 Eastern   \n",
       "\n",
       "   Postcode   Latitude  Longitude  \n",
       "0       M4E  43.676357 -79.293031  \n",
       "1       M4K  43.679557 -79.352188  \n",
       "2       M4L  43.668999 -79.315572  \n",
       "3       M4M  43.659526 -79.340923  \n",
       "4       M4N  43.728020 -79.388790  \n",
       "5       M4P  43.712751 -79.390197  \n",
       "6       M4R  43.715383 -79.405678  \n",
       "7       M4S  43.704324 -79.388790  \n",
       "8       M4T  43.689574 -79.383160  \n",
       "9       M4V  43.686412 -79.400049  \n",
       "10      M4W  43.679563 -79.377529  \n",
       "11      M4X  43.667967 -79.367675  \n",
       "12      M4Y  43.665860 -79.383160  \n",
       "13      M5A  43.654260 -79.360636  \n",
       "14      M5B  43.657162 -79.378937  \n",
       "15      M5C  43.651494 -79.375418  \n",
       "16      M5E  43.644771 -79.373306  \n",
       "17      M5G  43.657952 -79.387383  \n",
       "18      M5H  43.650571 -79.384568  \n",
       "19      M5J  43.640816 -79.381752  \n",
       "20      M5K  43.647177 -79.381576  \n",
       "21      M5L  43.648198 -79.379817  \n",
       "22      M5N  43.711695 -79.416936  \n",
       "23      M5P  43.696948 -79.411307  \n",
       "24      M5R  43.672710 -79.405678  \n",
       "25      M5S  43.662696 -79.400049  \n",
       "26      M5T  43.653206 -79.400049  \n",
       "27      M5V  43.628947 -79.394420  \n",
       "28      M5W  43.646435 -79.374846  \n",
       "29      M5X  43.648429 -79.382280  \n",
       "30      M6G  43.669542 -79.422564  \n",
       "31      M6H  43.669005 -79.442259  \n",
       "32      M6J  43.647927 -79.419750  \n",
       "33      M6K  43.636847 -79.428191  \n",
       "34      M6P  43.661608 -79.464763  \n",
       "35      M6R  43.648960 -79.456325  \n",
       "36      M6S  43.651571 -79.484450  \n",
       "37      M7Y  43.662744 -79.321558  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_t4 = df_tor[df_tor['Borough'].str.contains('Toronto')]\n",
    "\n",
    "to_data = df_t4.reset_index(drop=True)\n",
    "to_data            "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Map of Toronto Neighbourhoods only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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  "dashOffset": null,
  "fill": true,
  "fillColor": "#3199cc",
  "fillOpacity": 0.3,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 3,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9014fafc36b24774a7ea9f7da4991348);
            
    
            var popup_a2e0d2b6141c439cb32b687685ab2b9d = L.popup({maxWidth: '300'});

            
                var html_a1d3755e4efd40da85380f87698341ed = $('<div id="html_a1d3755e4efd40da85380f87698341ed" style="width: 100.0%; height: 100.0%;">Brockton, Exhibition Place, Parkdale Village, West Toronto</div>')[0];
                popup_a2e0d2b6141c439cb32b687685ab2b9d.setContent(html_a1d3755e4efd40da85380f87698341ed);
            

            circle_marker_447741d797574e66a8a96aa215817b15.bindPopup(popup_a2e0d2b6141c439cb32b687685ab2b9d);

            
        
    
            var circle_marker_db0b6b5c77db43e7af1f9e949d737519 = L.circleMarker(
                [43.6616083,-79.46476329999999],
                {
  "bubblingMouseEvents": true,
  "color": "green",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3199cc",
  "fillOpacity": 0.3,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 3,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9014fafc36b24774a7ea9f7da4991348);
            
    
            var popup_ed67c533319d4928be804d7925cdbe62 = L.popup({maxWidth: '300'});

            
                var html_2a433efc6b5c4be99a2b99ef4bab847b = $('<div id="html_2a433efc6b5c4be99a2b99ef4bab847b" style="width: 100.0%; height: 100.0%;">High Park, The Junction South, West Toronto</div>')[0];
                popup_ed67c533319d4928be804d7925cdbe62.setContent(html_2a433efc6b5c4be99a2b99ef4bab847b);
            

            circle_marker_db0b6b5c77db43e7af1f9e949d737519.bindPopup(popup_ed67c533319d4928be804d7925cdbe62);

            
        
    
            var circle_marker_45572b5597324d0b8374ba230d5be99f = L.circleMarker(
                [43.6489597,-79.456325],
                {
  "bubblingMouseEvents": true,
  "color": "green",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3199cc",
  "fillOpacity": 0.3,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 3,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9014fafc36b24774a7ea9f7da4991348);
            
    
            var popup_ac65dc9a6c04431e860d078b96d069ea = L.popup({maxWidth: '300'});

            
                var html_46530a6ae37749debc41d967d21660f3 = $('<div id="html_46530a6ae37749debc41d967d21660f3" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles, West Toronto</div>')[0];
                popup_ac65dc9a6c04431e860d078b96d069ea.setContent(html_46530a6ae37749debc41d967d21660f3);
            

            circle_marker_45572b5597324d0b8374ba230d5be99f.bindPopup(popup_ac65dc9a6c04431e860d078b96d069ea);

            
        
    
            var circle_marker_d59d085527e64458806528033f1a537f = L.circleMarker(
                [43.6515706,-79.4844499],
                {
  "bubblingMouseEvents": true,
  "color": "green",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3199cc",
  "fillOpacity": 0.3,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 3,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9014fafc36b24774a7ea9f7da4991348);
            
    
            var popup_8bfb587392b54b1abcb8c848736b9dc2 = L.popup({maxWidth: '300'});

            
                var html_2e29029e6edb4eed841f398a3de65693 = $('<div id="html_2e29029e6edb4eed841f398a3de65693" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea, West Toronto</div>')[0];
                popup_8bfb587392b54b1abcb8c848736b9dc2.setContent(html_2e29029e6edb4eed841f398a3de65693);
            

            circle_marker_d59d085527e64458806528033f1a537f.bindPopup(popup_8bfb587392b54b1abcb8c848736b9dc2);

            
        
    
            var circle_marker_86c97807650d4e068b963d4390a9d61e = L.circleMarker(
                [43.6627439,-79.321558],
                {
  "bubblingMouseEvents": true,
  "color": "green",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3199cc",
  "fillOpacity": 0.3,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 3,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9014fafc36b24774a7ea9f7da4991348);
            
    
            var popup_1207e6fb2d3b41bf955c66df26d7e9b8 = L.popup({maxWidth: '300'});

            
                var html_f67d7b7cb2034e9dbadb1d92d12e165f = $('<div id="html_f67d7b7cb2034e9dbadb1d92d12e165f" style="width: 100.0%; height: 100.0%;">Business reply mail Processing Centre969 Eastern, East Toronto</div>')[0];
                popup_1207e6fb2d3b41bf955c66df26d7e9b8.setContent(html_f67d7b7cb2034e9dbadb1d92d12e165f);
            

            circle_marker_86c97807650d4e068b963d4390a9d61e.bindPopup(popup_1207e6fb2d3b41bf955c66df26d7e9b8);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a2528cac8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of Toronto using latitude and longitude values\n",
    "map_tohood = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, borough, neighborhood in zip(to_data['Latitude'], to_data['Longitude'], to_data['Borough'], to_data['Neighbourhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=3,\n",
    "        popup=label,\n",
    "        color='green',\n",
    "        fill=True,\n",
    "        fill_color='#3199cc',\n",
    "        fill_opacity=0.3,\n",
    "        parse_html=False).add_to(map_tohood)  \n",
    "    \n",
    "map_tohood"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explore the first neighbourhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The Beaches'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_data.loc[0, 'Neighbourhood']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ...and who doesn't love beaches...\n",
    "### so let's grab the neighbourhood long and lat values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Latitude and longitude values of The Beaches are 43.67635739999999, -79.2930312.\n"
     ]
    }
   ],
   "source": [
    "neighbourhood_latitude = to_data.loc[0, 'Latitude'] # neighbourhood latitude value\n",
    "neighbourhood_longitude = to_data.loc[0, 'Longitude'] # neighbourhood longitude value\n",
    "\n",
    "neighbourhood_name = to_data.loc[0, 'Neighbourhood'] # neighbourhood name\n",
    "\n",
    "print('Latitude and longitude values of {} are {}, {}.'.format(neighbourhood_name, \n",
    "                                                               neighbourhood_latitude, \n",
    "                                                               neighbourhood_longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's see what the top 100 venus are within a radius from the centroid of 500 meters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://api.foursquare.com/v2/venues/explore?&client_id=JGGBRN5XODTLZGJOMCSWIQMRH1JLGJKPSFR10XNB2R5U25GR&client_secret=KWRAMLK2HOJBQ2XLICLKXRU3M4HOCC1U2VG4Y4OPP5JF03QX&v=20180605&ll=43.67635739999999,-79.2930312&radius=500&limit=100'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LIMIT = 100\n",
    "radius = 500\n",
    "\n",
    "url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "    CLIENT_ID, \n",
    "    CLIENT_SECRET, \n",
    "    VERSION, \n",
    "    neighbourhood_latitude, \n",
    "    neighbourhood_longitude, \n",
    "    radius, \n",
    "    LIMIT)\n",
    "url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'meta': {'code': 200, 'requestId': '5c0ace9ef594df1901bd6e8e'},\n",
       " 'response': {'headerLocation': 'The Beaches',\n",
       "  'headerFullLocation': 'The Beaches, Toronto',\n",
       "  'headerLocationGranularity': 'neighborhood',\n",
       "  'totalResults': 4,\n",
       "  'suggestedBounds': {'ne': {'lat': 43.680857404499996,\n",
       "    'lng': -79.28682091449052},\n",
       "   'sw': {'lat': 43.67185739549999, 'lng': -79.29924148550948}},\n",
       "  'groups': [{'type': 'Recommended Places',\n",
       "    'name': 'recommended',\n",
       "    'items': [{'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b8daea1f964a520480833e3',\n",
       "       'name': 'Grover Pub and Grub',\n",
       "       'location': {'address': '676 Kingston Rd.',\n",
       "        'crossStreet': 'at Main St.',\n",
       "        'lat': 43.679181434941015,\n",
       "        'lng': -79.29721535878515,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.679181434941015,\n",
       "          'lng': -79.29721535878515}],\n",
       "        'distance': 460,\n",
       "        'postalCode': 'M4E 1R4',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['676 Kingston Rd. (at Main St.)',\n",
       "         'Toronto ON M4E 1R4',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d11b941735',\n",
       "         'name': 'Pub',\n",
       "         'pluralName': 'Pubs',\n",
       "         'shortName': 'Pub',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/pub_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b8daea1f964a520480833e3-0'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4e77e3861f6ecf8d3648300c',\n",
       "       'name': 'Starbucks',\n",
       "       'location': {'address': '637 Kingston Rd.',\n",
       "        'crossStreet': 'at Main St.',\n",
       "        'lat': 43.67879837444001,\n",
       "        'lng': -79.2980449760153,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.67879837444001,\n",
       "          'lng': -79.2980449760153}],\n",
       "        'distance': 486,\n",
       "        'postalCode': 'M4E 1R3',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['637 Kingston Rd. (at Main St.)',\n",
       "         'Toronto ON M4E 1R3',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1e0931735',\n",
       "         'name': 'Coffee Shop',\n",
       "         'pluralName': 'Coffee Shops',\n",
       "         'shortName': 'Coffee Shop',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4e77e3861f6ecf8d3648300c-1'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4bd461bc77b29c74a07d9282',\n",
       "       'name': 'Glen Manor Ravine',\n",
       "       'location': {'address': 'Glen Manor',\n",
       "        'crossStreet': 'Queen St.',\n",
       "        'lat': 43.67682094413784,\n",
       "        'lng': -79.29394208780985,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.67682094413784,\n",
       "          'lng': -79.29394208780985}],\n",
       "        'distance': 89,\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['Glen Manor (Queen St.)',\n",
       "         'Toronto ON',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d159941735',\n",
       "         'name': 'Trail',\n",
       "         'pluralName': 'Trails',\n",
       "         'shortName': 'Trail',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/parks_outdoors/hikingtrail_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4bd461bc77b29c74a07d9282-2'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4df91c4bae60f95f82229ad5',\n",
       "       'name': 'Upper Beaches',\n",
       "       'location': {'lat': 43.68056321147582,\n",
       "        'lng': -79.2928688743688,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.68056321147582,\n",
       "          'lng': -79.2928688743688}],\n",
       "        'distance': 468,\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['Toronto ON', 'Canada']},\n",
       "       'categories': [{'id': '4f2a25ac4b909258e854f55f',\n",
       "         'name': 'Neighborhood',\n",
       "         'pluralName': 'Neighborhoods',\n",
       "         'shortName': 'Neighborhood',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/parks_outdoors/neighborhood_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4df91c4bae60f95f82229ad5-3'}]}]}}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = requests.get(url).json()\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function that extracts the category of the venue\n",
    "def get_category_type(row):\n",
    "    try:\n",
    "        categories_list = row['categories']\n",
    "    except:\n",
    "        categories_list = row['venue.categories']\n",
    "        \n",
    "    if len(categories_list) == 0:\n",
    "        return None\n",
    "    else:\n",
    "        return categories_list[0]['name']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clean json and structure into a pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>Grover Pub and Grub</td>\n",
       "      <td>Pub</td>\n",
       "      <td>43.679181</td>\n",
       "      <td>-79.297215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>43.678798</td>\n",
       "      <td>-79.298045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Glen Manor Ravine</td>\n",
       "      <td>Trail</td>\n",
       "      <td>43.676821</td>\n",
       "      <td>-79.293942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Upper Beaches</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>43.680563</td>\n",
       "      <td>-79.292869</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name    categories        lat        lng\n",
       "0  Grover Pub and Grub           Pub  43.679181 -79.297215\n",
       "1            Starbucks   Coffee Shop  43.678798 -79.298045\n",
       "2    Glen Manor Ravine         Trail  43.676821 -79.293942\n",
       "3        Upper Beaches  Neighborhood  43.680563 -79.292869"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "venues = results['response']['groups'][0]['items']\n",
    "    \n",
    "nearby_venues = json_normalize(venues) # flatten JSON\n",
    "\n",
    "# filter columns\n",
    "filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
    "nearby_venues =nearby_venues.loc[:, filtered_columns]\n",
    "\n",
    "# filter the category for each row\n",
    "nearby_venues['venue.categories'] = nearby_venues.apply(get_category_type, axis=1)\n",
    "\n",
    "# clean columns\n",
    "nearby_venues.columns = [col.split(\".\")[-1] for col in nearby_venues.columns]\n",
    "\n",
    "nearby_venues.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### and how many venus were returned from Foursquare?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4 venues were returned by Foursquare.\n"
     ]
    }
   ],
   "source": [
    "print('{} venues were returned by Foursquare.'.format(nearby_venues.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### I've actually been to that Starbucks..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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