TorontoScraper-Final.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from bs4 import  BeautifulSoup\n",
    "import requests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Peer-graded Assignment: Segmenting and Clustering Neighborhoods in Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get data\n",
    "wiki_link = 'https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M'\n",
    "raw_wikipedia_page = requests.get(wiki_link).text\n",
    "\n",
    "#Parse HTML with \".prettyfy\"\n",
    "soup = BeautifulSoup(raw_wikipedia_page,'xml')\n",
    "#Printing makes page too long\n",
    "#print(soup.prettify())\n",
    "# extracting the raw table inside that webpage\n",
    "table = soup.find('table')\n",
    "\n",
    "#Dictionary the columns\n",
    "Postcode      = []\n",
    "Borough       = []\n",
    "Neighbourhood = []\n",
    "\n",
    "#print table makes the page too long(table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Use the Notebook to build the code to scrape the Toronto Postal Code Wikipedia page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extracting a clean form of the table\n",
    "for tr_cell in table.find_all('tr'):\n",
    "    \n",
    "    counter = 1\n",
    "    Postcode_var      = -1\n",
    "    Borough_var       = -1\n",
    "    Neighbourhood_var = -1\n",
    "    \n",
    "    for td_cell in tr_cell.find_all('td'):\n",
    "        if counter == 1: \n",
    "            Postcode_var = td_cell.text\n",
    "        if counter == 2: \n",
    "            Borough_var = td_cell.text\n",
    "            tag_a_Borough = td_cell.find('a')\n",
    "            \n",
    "        if counter == 3: \n",
    "            Neighbourhood_var = str(td_cell.text).strip()\n",
    "            tag_a_Neighbourhood = td_cell.find('a')\n",
    "            \n",
    "        counter +=1\n",
    "        #Clean up Unassigned \n",
    "    if (Postcode_var == 'Not assigned' or Borough_var == 'Not assigned' or Neighbourhood_var == 'Not assigned'): \n",
    "        continue\n",
    "    try:\n",
    "        if ((tag_a_Borough is None) or (tag_a_Neighbourhood is None)):\n",
    "            continue\n",
    "    except:\n",
    "        pass\n",
    "    if(Postcode_var == -1 or Borough_var == -1 or Neighbourhood_var == -1):\n",
    "        continue\n",
    "        \n",
    "    Postcode.append(Postcode_var)\n",
    "    Borough.append(Borough_var)\n",
    "    Neighbourhood.append(Neighbourhood_var)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Unique Postal Codes: 77\n"
     ]
    }
   ],
   "source": [
    "unique_p = set(Postcode)\n",
    "print('Total Unique Postal Codes:', len(unique_p))\n",
    "Postcode_u      = []\n",
    "Borough_u       = []\n",
    "Neighbourhood_u = []\n",
    "\n",
    "\n",
    "for postcode_unique_element in unique_p:\n",
    "    p_var = ''; b_var = ''; n_var = ''; \n",
    "    for postcode_idx, postcode_element in enumerate(Postcode):\n",
    "        if postcode_unique_element == postcode_element:\n",
    "            p_var = postcode_element;\n",
    "            b_var = Borough[postcode_idx]\n",
    "            if n_var == '': \n",
    "                n_var = Neighbourhood[postcode_idx]\n",
    "            else:\n",
    "                n_var = n_var + ', ' + Neighbourhood[postcode_idx]\n",
    "    Postcode_u.append(p_var)\n",
    "    Borough_u.append(b_var)\n",
    "    Neighbourhood_u.append(n_var)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        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>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4H</td>\n",
       "      <td>East York</td>\n",
       "      <td>Thorncliffe Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode           Borough          Neighborhood\n",
       "0      M9A         Etobicoke      Islington Avenue\n",
       "1      M4H         East York      Thorncliffe Park\n",
       "2      M1B       Scarborough        Rouge, Malvern\n",
       "3      M9L        North York         Humber Summit\n",
       "4      M4Y  Downtown Toronto  Church and Wellesley"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_dict = {'Postcode':Postcode_u, 'Borough':Borough_u, 'Neighborhood':Neighbourhood_u}\n",
    "df_toronto = pd.DataFrame.from_dict(toronto_dict)\n",
    "#Write to CSV \n",
    "df_toronto.to_csv('toronto_scraper.csv')\n",
    "df_toronto.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the Dataframe as requested by the assignment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Follow New York City Geo Lab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(77, 3)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Shape of the dataframe\n",
    "df_toronto.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Libraries imported!\n"
     ]
    }
   ],
   "source": [
    "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",
    "from geopy.geocoders import Nominatim # covert an address into lat and long\n",
    "\n",
    "from pandas.io.json import json_normalize # transfrom JSON file into a pandas dataframe\n",
    "\n",
    "#import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "#K Means Clustering\n",
    "from sklearn.cluster import KMeans\n",
    "import folium \n",
    "print ('Libraries imported!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Geopy Library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting geocoder\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/4f/6b/13166c909ad2f2d76b929a4227c952630ebaf0d729f6317eb09cbceccbab/geocoder-1.38.1-py2.py3-none-any.whl (98kB)\n",
      "\u001b[K    100% |████████████████████████████████| 102kB 17.1MB/s \n",
      "\u001b[?25hRequirement already satisfied: click in /home/jupyterlab/conda/lib/python3.6/site-packages (from geocoder) (7.0)\n",
      "Requirement already satisfied: requests in /home/jupyterlab/conda/lib/python3.6/site-packages (from geocoder) (2.21.0)\n",
      "Requirement already satisfied: six in /home/jupyterlab/conda/lib/python3.6/site-packages (from geocoder) (1.12.0)\n",
      "Collecting ratelim (from geocoder)\n",
      "  Downloading https://files.pythonhosted.org/packages/f2/98/7e6d147fd16a10a5f821db6e25f192265d6ecca3d82957a4fdd592cad49c/ratelim-0.1.6-py2.py3-none-any.whl\n",
      "Requirement already satisfied: future in /home/jupyterlab/conda/lib/python3.6/site-packages (from geocoder) (0.17.1)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /home/jupyterlab/conda/lib/python3.6/site-packages (from requests->geocoder) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/jupyterlab/conda/lib/python3.6/site-packages (from requests->geocoder) (2019.3.9)\n",
      "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /home/jupyterlab/conda/lib/python3.6/site-packages (from requests->geocoder) (1.24.1)\n",
      "Requirement already satisfied: idna<2.9,>=2.5 in /home/jupyterlab/conda/lib/python3.6/site-packages (from requests->geocoder) (2.8)\n",
      "Requirement already satisfied: decorator in /home/jupyterlab/conda/lib/python3.6/site-packages (from ratelim->geocoder) (4.4.0)\n",
      "Installing collected packages: ratelim, geocoder\n",
      "Successfully installed geocoder-1.38.1 ratelim-0.1.6\n"
     ]
    }
   ],
   "source": [
    "!pip install geocoder\n",
    "import geocoder # import geocoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geographical coordinates of Toronto are 43.653963, -79.387207.\n"
     ]
    }
   ],
   "source": [
    "address = 'Toronto, CA'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"toronto_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geographical coordinates of Toronto are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create map of Toronto with neighborhoods superimposed on top."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "      <td>43.653963</td>\n",
       "      <td>-79.387207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4H</td>\n",
       "      <td>East York</td>\n",
       "      <td>Thorncliffe Park</td>\n",
       "      <td>43.653963</td>\n",
       "      <td>-79.387207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.653963</td>\n",
       "      <td>-79.387207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>43.653963</td>\n",
       "      <td>-79.387207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>43.653963</td>\n",
       "      <td>-79.387207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M9N</td>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "      <td>43.653963</td>\n",
       "      <td>-79.387207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park, York University</td>\n",
       "      <td>43.653963</td>\n",
       "      <td>-79.387207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.653963</td>\n",
       "      <td>-79.387207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Henry Farm</td>\n",
       "      <td>43.653963</td>\n",
       "      <td>-79.387207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto</td>\n",
       "      <td>43.653963</td>\n",
       "      <td>-79.387207</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode           Borough                    Neighbourhood   Latitude  \\\n",
       "0      M9A         Etobicoke                 Islington Avenue  43.653963   \n",
       "1      M4H         East York                 Thorncliffe Park  43.653963   \n",
       "2      M1B       Scarborough                   Rouge, Malvern  43.653963   \n",
       "3      M9L        North York                    Humber Summit  43.653963   \n",
       "4      M4Y  Downtown Toronto             Church and Wellesley  43.653963   \n",
       "5      M9N              York                           Weston  43.653963   \n",
       "6      M3J        North York  Northwood Park, York University  43.653963   \n",
       "7      M2H        North York                Hillcrest Village  43.653963   \n",
       "8      M2J        North York                       Henry Farm  43.653963   \n",
       "9      M5S  Downtown Toronto            University of Toronto  43.653963   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.387207  \n",
       "1 -79.387207  \n",
       "2 -79.387207  \n",
       "3 -79.387207  \n",
       "4 -79.387207  \n",
       "5 -79.387207  \n",
       "6 -79.387207  \n",
       "7 -79.387207  \n",
       "8 -79.387207  \n",
       "9 -79.387207  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_geo = {'Postcode':Postcode_u, 'Borough':Borough_u, 'Neighbourhood':Neighbourhood_u,\n",
    "              'Latitude': latitude, 'Longitude':longitude}\n",
    "toronto = pd.DataFrame.from_dict(toronto_geo)\n",
    "toronto.to_csv('toronto.csv')\n",
    "toronto.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Loop Stuck. Tried Several Attempts over Several Days. Will use CSV file provided\n",
    "#latitude = []\n",
    "#longitude = []\n",
    "#for elem in Postcode_u:\n",
    "# initialize your variable to None\n",
    "  #  lat_lng_coords = None\n",
    "# loop until you get the coordinates\n",
    "  #while(lat_lng_coords is None):\n",
    "     #   g = geocoder.google('{}, Toronto, Ontario'.format(elem))\n",
    "     #   lat_lng_coords = g.latlng\n",
    "    \n",
    "   # latitude = lat_lng_coords[0]\n",
    "  #  longitude = lat_lng_coords[1]\n",
    "#    print(elem, 'is RECEIVED.')\n",
    "    # print(lat_lng_coords[0])\n",
    "    # print(lat_lng_coords[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "We need to update get the unique Long and Lat for each neighborhood. The Geopy loop provided is not working. We may need to try alternative methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Create new dataframe based on the CSV provided by the instructor\n",
    "df = (pd.read_csv(\"Geospatial_Coordinates.csv\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets Merge our scraped dataframe from wikipedia with the CSV provided by the instructor.\n",
    "This way we will have fixed the Longitude and Latitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal Code   Latitude  Longitude\n",
       "0         M1B  43.806686 -79.194353\n",
       "1         M1C  43.784535 -79.160497\n",
       "2         M1E  43.763573 -79.188711\n",
       "3         M1G  43.770992 -79.216917\n",
       "4         M1H  43.773136 -79.239476"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Replace Long and Lat with data from Geospatial_Data Spreadsheet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Rename Postal Code to \"Postcode\"\n",
    "df = df.rename(columns={'Postal Code': 'Postcode'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4H</td>\n",
       "      <td>East York</td>\n",
       "      <td>Thorncliffe Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M9N</td>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park, York University</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Henry Farm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Tam O'Shanter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay, Mimico NE, Old Mill South, The Que...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor, Wilson Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Markland Wood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M3K</td>\n",
       "      <td>North York</td>\n",
       "      <td>CFB Toronto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Toronto Islands, Union Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Heights, Lawrence Manor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Riverdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>India Bazaar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Gardens, Parkview Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Emery, Humberlea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffcrest, Cliffside</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M3L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Exhibition Place, Parkdale Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Beaumond Heights, Jamestown, Mount Olive, Silv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale, Wexford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Keelesdale, Mount Dennis, Silverthorn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt North, Milliken</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clairlea, Golden Mile, Oakridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Ionview, Kennedy Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Deer Park, Rathnelly, South Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>M4C</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, King and Spadina, Railway Lands, Sou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Flemingdon Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>M5M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bedford Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington, Princess Gardens, West Deane Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Mimico NW, The Queensway West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex, Yorkville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Newtonbrook, Willowdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>New Toronto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Morningside, West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park, Scarborough Town Centre, Wexford ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M4J</td>\n",
       "      <td>East York</td>\n",
       "      <td>East Toronto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M4G</td>\n",
       "      <td>East York</td>\n",
       "      <td>Leaside</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Postcode           Borough  \\\n",
       "0       M9A         Etobicoke   \n",
       "1       M4H         East York   \n",
       "2       M1B       Scarborough   \n",
       "3       M9L        North York   \n",
       "4       M4Y  Downtown Toronto   \n",
       "5       M9N              York   \n",
       "6       M3J        North York   \n",
       "7       M2H        North York   \n",
       "8       M2J        North York   \n",
       "9       M5S  Downtown Toronto   \n",
       "10      M1T       Scarborough   \n",
       "11      M6L        North York   \n",
       "12      M8Y         Etobicoke   \n",
       "13      M3H        North York   \n",
       "14      M9C         Etobicoke   \n",
       "15      M3K        North York   \n",
       "16      M5J  Downtown Toronto   \n",
       "17      M5K  Downtown Toronto   \n",
       "18      M4N   Central Toronto   \n",
       "19      M4T   Central Toronto   \n",
       "20      M5T  Downtown Toronto   \n",
       "21      M6A        North York   \n",
       "22      M4K      East Toronto   \n",
       "23      M4L      East Toronto   \n",
       "24      M4X  Downtown Toronto   \n",
       "25      M5X  Downtown Toronto   \n",
       "26      M6S      West Toronto   \n",
       "27      M4B         East York   \n",
       "28      M2K        North York   \n",
       "29      M2L        North York   \n",
       "30      M9M        North York   \n",
       "31      M1X       Scarborough   \n",
       "32      M1M       Scarborough   \n",
       "33      M6H      West Toronto   \n",
       "34      M4W  Downtown Toronto   \n",
       "35      M9R         Etobicoke   \n",
       "36      M3L        North York   \n",
       "37      M6K      West Toronto   \n",
       "38      M1C       Scarborough   \n",
       "39      M9V         Etobicoke   \n",
       "40      M6P      West Toronto   \n",
       "41      M1R       Scarborough   \n",
       "42      M8W         Etobicoke   \n",
       "43      M2R        North York   \n",
       "44      M5A  Downtown Toronto   \n",
       "45      M3A        North York   \n",
       "46      M1J       Scarborough   \n",
       "47      M6M              York   \n",
       "48      M1V       Scarborough   \n",
       "49      M1L       Scarborough   \n",
       "50      M1G       Scarborough   \n",
       "51      M1K       Scarborough   \n",
       "52      M5L  Downtown Toronto   \n",
       "53      M4V   Central Toronto   \n",
       "54      M8X         Etobicoke   \n",
       "55      M4C         East York   \n",
       "56      M6R      West Toronto   \n",
       "57      M5V  Downtown Toronto   \n",
       "58      M3C        North York   \n",
       "59      M4A        North York   \n",
       "60      M5M        North York   \n",
       "61      M1N       Scarborough   \n",
       "62      M9B         Etobicoke   \n",
       "63      M6J      West Toronto   \n",
       "64      M8Z         Etobicoke   \n",
       "65      M5R   Central Toronto   \n",
       "66      M2M        North York   \n",
       "67      M4E      East Toronto   \n",
       "68      M5P   Central Toronto   \n",
       "69      M8V         Etobicoke   \n",
       "70      M5E  Downtown Toronto   \n",
       "71      M1E       Scarborough   \n",
       "72      M5C  Downtown Toronto   \n",
       "73      M1S       Scarborough   \n",
       "74      M1P       Scarborough   \n",
       "75      M4J         East York   \n",
       "76      M4G         East York   \n",
       "\n",
       "                                        Neighbourhood  \n",
       "0                                    Islington Avenue  \n",
       "1                                    Thorncliffe Park  \n",
       "2                                      Rouge, Malvern  \n",
       "3                                       Humber Summit  \n",
       "4                                Church and Wellesley  \n",
       "5                                              Weston  \n",
       "6                     Northwood Park, York University  \n",
       "7                                   Hillcrest Village  \n",
       "8                                          Henry Farm  \n",
       "9                               University of Toronto  \n",
       "10                                      Tam O'Shanter  \n",
       "11                                          Downsview  \n",
       "12  Humber Bay, Mimico NE, Old Mill South, The Que...  \n",
       "13                     Bathurst Manor, Wilson Heights  \n",
       "14                                      Markland Wood  \n",
       "15                                        CFB Toronto  \n",
       "16                     Toronto Islands, Union Station  \n",
       "17           Design Exchange, Toronto Dominion Centre  \n",
       "18                                      Lawrence Park  \n",
       "19                                         Moore Park  \n",
       "20          Chinatown, Grange Park, Kensington Market  \n",
       "21                   Lawrence Heights, Lawrence Manor  \n",
       "22                                          Riverdale  \n",
       "23                                       India Bazaar  \n",
       "24                        Cabbagetown, St. James Town  \n",
       "25             First Canadian Place, Underground city  \n",
       "26                                 Runnymede, Swansea  \n",
       "27                    Woodbine Gardens, Parkview Hill  \n",
       "28                                    Bayview Village  \n",
       "29                                         York Mills  \n",
       "30                                   Emery, Humberlea  \n",
       "31                                        Upper Rouge  \n",
       "32                              Cliffcrest, Cliffside  \n",
       "33                                 Dovercourt Village  \n",
       "34                                           Rosedale  \n",
       "35                                  Kingsview Village  \n",
       "36                                     Downsview West  \n",
       "37                 Exhibition Place, Parkdale Village  \n",
       "38             Highland Creek, Rouge Hill, Port Union  \n",
       "39  Beaumond Heights, Jamestown, Mount Olive, Silv...  \n",
       "40                                          High Park  \n",
       "41                                  Maryvale, Wexford  \n",
       "42                             Alderwood, Long Branch  \n",
       "43                                    Willowdale West  \n",
       "44                          Harbourfront, Regent Park  \n",
       "45                                          Parkwoods  \n",
       "46                                Scarborough Village  \n",
       "47              Keelesdale, Mount Dennis, Silverthorn  \n",
       "48                          Agincourt North, Milliken  \n",
       "49                    Clairlea, Golden Mile, Oakridge  \n",
       "50                                             Woburn  \n",
       "51                              Ionview, Kennedy Park  \n",
       "52                                     Commerce Court  \n",
       "53                   Deer Park, Rathnelly, South Hill  \n",
       "54                                       The Kingsway  \n",
       "55                                   Woodbine Heights  \n",
       "56                             Parkdale, Roncesvalles  \n",
       "57  CN Tower, King and Spadina, Railway Lands, Sou...  \n",
       "58                                    Flemingdon Park  \n",
       "59                                   Victoria Village  \n",
       "60                                       Bedford Park  \n",
       "61                                        Birch Cliff  \n",
       "62       Islington, Princess Gardens, West Deane Park  \n",
       "63                           Little Portugal, Trinity  \n",
       "64                      Mimico NW, The Queensway West  \n",
       "65                               The Annex, Yorkville  \n",
       "66                            Newtonbrook, Willowdale  \n",
       "67                                        The Beaches  \n",
       "68                                  Forest Hill North  \n",
       "69                                        New Toronto  \n",
       "70                                        Berczy Park  \n",
       "71                             Morningside, West Hill  \n",
       "72                                     St. James Town  \n",
       "73                                          Agincourt  \n",
       "74  Dorset Park, Scarborough Town Centre, Wexford ...  \n",
       "75                                       East Toronto  \n",
       "76                                            Leaside  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Drop Old Lat and Long from Toronto dataframe\n",
    "toronto.drop(['Longitude'], axis = 1,inplace=True)\n",
    "toronto.drop(['Latitude'], axis = 1,inplace=True)\n",
    "toronto"
   ]
  },
  {
   "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>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "      <td>43.667856</td>\n",
       "      <td>-79.532242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4H</td>\n",
       "      <td>East York</td>\n",
       "      <td>Thorncliffe Park</td>\n",
       "      <td>43.705369</td>\n",
       "      <td>-79.349372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>43.756303</td>\n",
       "      <td>-79.565963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>43.665860</td>\n",
       "      <td>-79.383160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M9N</td>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "      <td>43.706876</td>\n",
       "      <td>-79.518188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park, York University</td>\n",
       "      <td>43.767980</td>\n",
       "      <td>-79.487262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.803762</td>\n",
       "      <td>-79.363452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Henry Farm</td>\n",
       "      <td>43.778517</td>\n",
       "      <td>-79.346556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto</td>\n",
       "      <td>43.662696</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Tam O'Shanter</td>\n",
       "      <td>43.781638</td>\n",
       "      <td>-79.304302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview</td>\n",
       "      <td>43.713756</td>\n",
       "      <td>-79.490074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay, Mimico NE, Old Mill South, The Que...</td>\n",
       "      <td>43.636258</td>\n",
       "      <td>-79.498509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor, Wilson Heights</td>\n",
       "      <td>43.754328</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Markland Wood</td>\n",
       "      <td>43.643515</td>\n",
       "      <td>-79.577201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M3K</td>\n",
       "      <td>North York</td>\n",
       "      <td>CFB Toronto</td>\n",
       "      <td>43.737473</td>\n",
       "      <td>-79.464763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Toronto Islands, Union Station</td>\n",
       "      <td>43.640816</td>\n",
       "      <td>-79.381752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
       "      <td>43.647177</td>\n",
       "      <td>-79.381576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park</td>\n",
       "      <td>43.689574</td>\n",
       "      <td>-79.383160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>43.653206</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Heights, Lawrence Manor</td>\n",
       "      <td>43.718518</td>\n",
       "      <td>-79.464763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Riverdale</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>India Bazaar</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>43.667967</td>\n",
       "      <td>-79.367675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>43.648429</td>\n",
       "      <td>-79.382280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>43.651571</td>\n",
       "      <td>-79.484450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Gardens, Parkview Hill</td>\n",
       "      <td>43.706397</td>\n",
       "      <td>-79.309937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>43.786947</td>\n",
       "      <td>-79.385975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills</td>\n",
       "      <td>43.757490</td>\n",
       "      <td>-79.374714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Emery, Humberlea</td>\n",
       "      <td>43.724766</td>\n",
       "      <td>-79.532242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "      <td>43.836125</td>\n",
       "      <td>-79.205636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffcrest, Cliffside</td>\n",
       "      <td>43.716316</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village</td>\n",
       "      <td>43.669005</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "      <td>43.679563</td>\n",
       "      <td>-79.377529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village</td>\n",
       "      <td>43.688905</td>\n",
       "      <td>-79.554724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M3L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview West</td>\n",
       "      <td>43.739015</td>\n",
       "      <td>-79.506944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Exhibition Place, Parkdale Village</td>\n",
       "      <td>43.636847</td>\n",
       "      <td>-79.428191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Beaumond Heights, Jamestown, Mount Olive, Silv...</td>\n",
       "      <td>43.739416</td>\n",
       "      <td>-79.588437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park</td>\n",
       "      <td>43.661608</td>\n",
       "      <td>-79.464763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale, Wexford</td>\n",
       "      <td>43.750072</td>\n",
       "      <td>-79.295849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>43.602414</td>\n",
       "      <td>-79.543484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale West</td>\n",
       "      <td>43.782736</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.753259</td>\n",
       "      <td>-79.329656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>43.744734</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Keelesdale, Mount Dennis, Silverthorn</td>\n",
       "      <td>43.691116</td>\n",
       "      <td>-79.476013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt North, Milliken</td>\n",
       "      <td>43.815252</td>\n",
       "      <td>-79.284577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clairlea, Golden Mile, Oakridge</td>\n",
       "      <td>43.711112</td>\n",
       "      <td>-79.284577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Ionview, Kennedy Park</td>\n",
       "      <td>43.727929</td>\n",
       "      <td>-79.262029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court</td>\n",
       "      <td>43.648198</td>\n",
       "      <td>-79.379817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Deer Park, Rathnelly, South Hill</td>\n",
       "      <td>43.686412</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway</td>\n",
       "      <td>43.653654</td>\n",
       "      <td>-79.506944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>M4C</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Heights</td>\n",
       "      <td>43.695344</td>\n",
       "      <td>-79.318389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>43.648960</td>\n",
       "      <td>-79.456325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, King and Spadina, Railway Lands, Sou...</td>\n",
       "      <td>43.628947</td>\n",
       "      <td>-79.394420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Flemingdon Park</td>\n",
       "      <td>43.725900</td>\n",
       "      <td>-79.340923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.725882</td>\n",
       "      <td>-79.315572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>M5M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bedford Park</td>\n",
       "      <td>43.733283</td>\n",
       "      <td>-79.419750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff</td>\n",
       "      <td>43.692657</td>\n",
       "      <td>-79.264848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington, Princess Gardens, West Deane Park</td>\n",
       "      <td>43.650943</td>\n",
       "      <td>-79.554724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>43.647927</td>\n",
       "      <td>-79.419750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Mimico NW, The Queensway West</td>\n",
       "      <td>43.628841</td>\n",
       "      <td>-79.520999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex, Yorkville</td>\n",
       "      <td>43.672710</td>\n",
       "      <td>-79.405678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Newtonbrook, Willowdale</td>\n",
       "      <td>43.789053</td>\n",
       "      <td>-79.408493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North</td>\n",
       "      <td>43.696948</td>\n",
       "      <td>-79.411307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>New Toronto</td>\n",
       "      <td>43.605647</td>\n",
       "      <td>-79.501321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>43.644771</td>\n",
       "      <td>-79.373306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>43.651494</td>\n",
       "      <td>-79.375418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>43.794200</td>\n",
       "      <td>-79.262029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park, Scarborough Town Centre, Wexford ...</td>\n",
       "      <td>43.757410</td>\n",
       "      <td>-79.273304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M4J</td>\n",
       "      <td>East York</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>43.685347</td>\n",
       "      <td>-79.338106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M4G</td>\n",
       "      <td>East York</td>\n",
       "      <td>Leaside</td>\n",
       "      <td>43.709060</td>\n",
       "      <td>-79.363452</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Postcode           Borough  \\\n",
       "0       M9A         Etobicoke   \n",
       "1       M4H         East York   \n",
       "2       M1B       Scarborough   \n",
       "3       M9L        North York   \n",
       "4       M4Y  Downtown Toronto   \n",
       "5       M9N              York   \n",
       "6       M3J        North York   \n",
       "7       M2H        North York   \n",
       "8       M2J        North York   \n",
       "9       M5S  Downtown Toronto   \n",
       "10      M1T       Scarborough   \n",
       "11      M6L        North York   \n",
       "12      M8Y         Etobicoke   \n",
       "13      M3H        North York   \n",
       "14      M9C         Etobicoke   \n",
       "15      M3K        North York   \n",
       "16      M5J  Downtown Toronto   \n",
       "17      M5K  Downtown Toronto   \n",
       "18      M4N   Central Toronto   \n",
       "19      M4T   Central Toronto   \n",
       "20      M5T  Downtown Toronto   \n",
       "21      M6A        North York   \n",
       "22      M4K      East Toronto   \n",
       "23      M4L      East Toronto   \n",
       "24      M4X  Downtown Toronto   \n",
       "25      M5X  Downtown Toronto   \n",
       "26      M6S      West Toronto   \n",
       "27      M4B         East York   \n",
       "28      M2K        North York   \n",
       "29      M2L        North York   \n",
       "30      M9M        North York   \n",
       "31      M1X       Scarborough   \n",
       "32      M1M       Scarborough   \n",
       "33      M6H      West Toronto   \n",
       "34      M4W  Downtown Toronto   \n",
       "35      M9R         Etobicoke   \n",
       "36      M3L        North York   \n",
       "37      M6K      West Toronto   \n",
       "38      M1C       Scarborough   \n",
       "39      M9V         Etobicoke   \n",
       "40      M6P      West Toronto   \n",
       "41      M1R       Scarborough   \n",
       "42      M8W         Etobicoke   \n",
       "43      M2R        North York   \n",
       "44      M5A  Downtown Toronto   \n",
       "45      M3A        North York   \n",
       "46      M1J       Scarborough   \n",
       "47      M6M              York   \n",
       "48      M1V       Scarborough   \n",
       "49      M1L       Scarborough   \n",
       "50      M1G       Scarborough   \n",
       "51      M1K       Scarborough   \n",
       "52      M5L  Downtown Toronto   \n",
       "53      M4V   Central Toronto   \n",
       "54      M8X         Etobicoke   \n",
       "55      M4C         East York   \n",
       "56      M6R      West Toronto   \n",
       "57      M5V  Downtown Toronto   \n",
       "58      M3C        North York   \n",
       "59      M4A        North York   \n",
       "60      M5M        North York   \n",
       "61      M1N       Scarborough   \n",
       "62      M9B         Etobicoke   \n",
       "63      M6J      West Toronto   \n",
       "64      M8Z         Etobicoke   \n",
       "65      M5R   Central Toronto   \n",
       "66      M2M        North York   \n",
       "67      M4E      East Toronto   \n",
       "68      M5P   Central Toronto   \n",
       "69      M8V         Etobicoke   \n",
       "70      M5E  Downtown Toronto   \n",
       "71      M1E       Scarborough   \n",
       "72      M5C  Downtown Toronto   \n",
       "73      M1S       Scarborough   \n",
       "74      M1P       Scarborough   \n",
       "75      M4J         East York   \n",
       "76      M4G         East York   \n",
       "\n",
       "                                        Neighbourhood   Latitude  Longitude  \n",
       "0                                    Islington Avenue  43.667856 -79.532242  \n",
       "1                                    Thorncliffe Park  43.705369 -79.349372  \n",
       "2                                      Rouge, Malvern  43.806686 -79.194353  \n",
       "3                                       Humber Summit  43.756303 -79.565963  \n",
       "4                                Church and Wellesley  43.665860 -79.383160  \n",
       "5                                              Weston  43.706876 -79.518188  \n",
       "6                     Northwood Park, York University  43.767980 -79.487262  \n",
       "7                                   Hillcrest Village  43.803762 -79.363452  \n",
       "8                                          Henry Farm  43.778517 -79.346556  \n",
       "9                               University of Toronto  43.662696 -79.400049  \n",
       "10                                      Tam O'Shanter  43.781638 -79.304302  \n",
       "11                                          Downsview  43.713756 -79.490074  \n",
       "12  Humber Bay, Mimico NE, Old Mill South, The Que...  43.636258 -79.498509  \n",
       "13                     Bathurst Manor, Wilson Heights  43.754328 -79.442259  \n",
       "14                                      Markland Wood  43.643515 -79.577201  \n",
       "15                                        CFB Toronto  43.737473 -79.464763  \n",
       "16                     Toronto Islands, Union Station  43.640816 -79.381752  \n",
       "17           Design Exchange, Toronto Dominion Centre  43.647177 -79.381576  \n",
       "18                                      Lawrence Park  43.728020 -79.388790  \n",
       "19                                         Moore Park  43.689574 -79.383160  \n",
       "20          Chinatown, Grange Park, Kensington Market  43.653206 -79.400049  \n",
       "21                   Lawrence Heights, Lawrence Manor  43.718518 -79.464763  \n",
       "22                                          Riverdale  43.679557 -79.352188  \n",
       "23                                       India Bazaar  43.668999 -79.315572  \n",
       "24                        Cabbagetown, St. James Town  43.667967 -79.367675  \n",
       "25             First Canadian Place, Underground city  43.648429 -79.382280  \n",
       "26                                 Runnymede, Swansea  43.651571 -79.484450  \n",
       "27                    Woodbine Gardens, Parkview Hill  43.706397 -79.309937  \n",
       "28                                    Bayview Village  43.786947 -79.385975  \n",
       "29                                         York Mills  43.757490 -79.374714  \n",
       "30                                   Emery, Humberlea  43.724766 -79.532242  \n",
       "31                                        Upper Rouge  43.836125 -79.205636  \n",
       "32                              Cliffcrest, Cliffside  43.716316 -79.239476  \n",
       "33                                 Dovercourt Village  43.669005 -79.442259  \n",
       "34                                           Rosedale  43.679563 -79.377529  \n",
       "35                                  Kingsview Village  43.688905 -79.554724  \n",
       "36                                     Downsview West  43.739015 -79.506944  \n",
       "37                 Exhibition Place, Parkdale Village  43.636847 -79.428191  \n",
       "38             Highland Creek, Rouge Hill, Port Union  43.784535 -79.160497  \n",
       "39  Beaumond Heights, Jamestown, Mount Olive, Silv...  43.739416 -79.588437  \n",
       "40                                          High Park  43.661608 -79.464763  \n",
       "41                                  Maryvale, Wexford  43.750072 -79.295849  \n",
       "42                             Alderwood, Long Branch  43.602414 -79.543484  \n",
       "43                                    Willowdale West  43.782736 -79.442259  \n",
       "44                          Harbourfront, Regent Park  43.654260 -79.360636  \n",
       "45                                          Parkwoods  43.753259 -79.329656  \n",
       "46                                Scarborough Village  43.744734 -79.239476  \n",
       "47              Keelesdale, Mount Dennis, Silverthorn  43.691116 -79.476013  \n",
       "48                          Agincourt North, Milliken  43.815252 -79.284577  \n",
       "49                    Clairlea, Golden Mile, Oakridge  43.711112 -79.284577  \n",
       "50                                             Woburn  43.770992 -79.216917  \n",
       "51                              Ionview, Kennedy Park  43.727929 -79.262029  \n",
       "52                                     Commerce Court  43.648198 -79.379817  \n",
       "53                   Deer Park, Rathnelly, South Hill  43.686412 -79.400049  \n",
       "54                                       The Kingsway  43.653654 -79.506944  \n",
       "55                                   Woodbine Heights  43.695344 -79.318389  \n",
       "56                             Parkdale, Roncesvalles  43.648960 -79.456325  \n",
       "57  CN Tower, King and Spadina, Railway Lands, Sou...  43.628947 -79.394420  \n",
       "58                                    Flemingdon Park  43.725900 -79.340923  \n",
       "59                                   Victoria Village  43.725882 -79.315572  \n",
       "60                                       Bedford Park  43.733283 -79.419750  \n",
       "61                                        Birch Cliff  43.692657 -79.264848  \n",
       "62       Islington, Princess Gardens, West Deane Park  43.650943 -79.554724  \n",
       "63                           Little Portugal, Trinity  43.647927 -79.419750  \n",
       "64                      Mimico NW, The Queensway West  43.628841 -79.520999  \n",
       "65                               The Annex, Yorkville  43.672710 -79.405678  \n",
       "66                            Newtonbrook, Willowdale  43.789053 -79.408493  \n",
       "67                                        The Beaches  43.676357 -79.293031  \n",
       "68                                  Forest Hill North  43.696948 -79.411307  \n",
       "69                                        New Toronto  43.605647 -79.501321  \n",
       "70                                        Berczy Park  43.644771 -79.373306  \n",
       "71                             Morningside, West Hill  43.763573 -79.188711  \n",
       "72                                     St. James Town  43.651494 -79.375418  \n",
       "73                                          Agincourt  43.794200 -79.262029  \n",
       "74  Dorset Park, Scarborough Town Centre, Wexford ...  43.757410 -79.273304  \n",
       "75                                       East Toronto  43.685347 -79.338106  \n",
       "76                                            Leaside  43.709060 -79.363452  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Merge Toronto and DF \n",
    "New_Toronto = pd.merge(toronto, df)\n",
    "New_Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(77, 5)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "New_Toronto.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
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}
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</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 0x7fdf30cf71d0>"
      ]
     },
     "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(New_Toronto['Latitude'], New_Toronto['Longitude'], New_Toronto['Borough'], New_Toronto['Neighbourhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_toronto)  \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Work with only boroughs that contain the word Toronto and then replicate the same analysis we did to the New York City data\n",
    "new_toronto_data = New_Toronto[New_Toronto['Borough'] == 'Downtown Toronto'].reset_index(drop=True)"
   ]
  },
  {
   "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>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>43.665860</td>\n",
       "      <td>-79.383160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto</td>\n",
       "      <td>43.662696</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Toronto Islands, Union Station</td>\n",
       "      <td>43.640816</td>\n",
       "      <td>-79.381752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
       "      <td>43.647177</td>\n",
       "      <td>-79.381576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>43.653206</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>43.667967</td>\n",
       "      <td>-79.367675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>43.648429</td>\n",
       "      <td>-79.382280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "      <td>43.679563</td>\n",
       "      <td>-79.377529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court</td>\n",
       "      <td>43.648198</td>\n",
       "      <td>-79.379817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, King and Spadina, Railway Lands, Sou...</td>\n",
       "      <td>43.628947</td>\n",
       "      <td>-79.394420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>43.644771</td>\n",
       "      <td>-79.373306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>43.651494</td>\n",
       "      <td>-79.375418</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Postcode           Borough  \\\n",
       "0       M4Y  Downtown Toronto   \n",
       "1       M5S  Downtown Toronto   \n",
       "2       M5J  Downtown Toronto   \n",
       "3       M5K  Downtown Toronto   \n",
       "4       M5T  Downtown Toronto   \n",
       "5       M4X  Downtown Toronto   \n",
       "6       M5X  Downtown Toronto   \n",
       "7       M4W  Downtown Toronto   \n",
       "8       M5A  Downtown Toronto   \n",
       "9       M5L  Downtown Toronto   \n",
       "10      M5V  Downtown Toronto   \n",
       "11      M5E  Downtown Toronto   \n",
       "12      M5C  Downtown Toronto   \n",
       "\n",
       "                                        Neighbourhood   Latitude  Longitude  \n",
       "0                                Church and Wellesley  43.665860 -79.383160  \n",
       "1                               University of Toronto  43.662696 -79.400049  \n",
       "2                      Toronto Islands, Union Station  43.640816 -79.381752  \n",
       "3            Design Exchange, Toronto Dominion Centre  43.647177 -79.381576  \n",
       "4           Chinatown, Grange Park, Kensington Market  43.653206 -79.400049  \n",
       "5                         Cabbagetown, St. James Town  43.667967 -79.367675  \n",
       "6              First Canadian Place, Underground city  43.648429 -79.382280  \n",
       "7                                            Rosedale  43.679563 -79.377529  \n",
       "8                           Harbourfront, Regent Park  43.654260 -79.360636  \n",
       "9                                      Commerce Court  43.648198 -79.379817  \n",
       "10  CN Tower, King and Spadina, Railway Lands, Sou...  43.628947 -79.394420  \n",
       "11                                        Berczy Park  43.644771 -79.373306  \n",
       "12                                     St. James Town  43.651494 -79.375418  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_toronto_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Downtown Toronto are 43.655115, -79.380219.\n"
     ]
    }
   ],
   "source": [
    "address = 'Downtown Toronto, CA'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"toronto_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Downtown Toronto are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
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</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 0x7fdf302c7ac8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of Downtown Toronto using latitude and longitude values\n",
    "map_downtown_toronto = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, label in zip(new_toronto_data['Latitude'], new_toronto_data['Longitude'], new_toronto_data['Neighbourhood']):\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_downtown_toronto)  \n",
    "    \n",
    "map_downtown_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now lets add the FourSquare API and being to make come inferences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: X50DKYIGFHOJH1CKDROCC4B4HVM5T5XBJ0WUSDSJMX4MTI1Z\n",
      "CLIENT_SECRET:RU4P12BLBQNMOHORRKTOPRR303C3LHFVF0U5OLBSNYTMCGTK\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'X50DKYIGFHOJH1CKDROCC4B4HVM5T5XBJ0WUSDSJMX4MTI1Z' # your Foursquare ID\n",
    "CLIENT_SECRET = 'RU4P12BLBQNMOHORRKTOPRR303C3LHFVF0U5OLBSNYTMCGTK' # your Foursquare Secret\n",
    "VERSION = '20180604'\n",
    "LIMIT = 30\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Italian .... OK!\n"
     ]
    }
   ],
   "source": [
    "#Let's Find that Italian Food!\n",
    "search_query = 'Italian'\n",
    "radius = 500\n",
    "print(search_query + ' .... OK!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://api.foursquare.com/v2/venues/search?client_id=X50DKYIGFHOJH1CKDROCC4B4HVM5T5XBJ0WUSDSJMX4MTI1Z&client_secret=RU4P12BLBQNMOHORRKTOPRR303C3LHFVF0U5OLBSNYTMCGTK&ll=43.655115,-79.380219&v=20180604&query=Italian&radius=500&limit=30'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Define URL\n",
    "url = 'https://api.foursquare.com/v2/venues/search?client_id={}&client_secret={}&ll={},{}&v={}&query={}&radius={}&limit={}'.format(CLIENT_ID, CLIENT_SECRET, latitude, longitude, VERSION, search_query, radius, LIMIT)\n",
    "url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'meta': {'code': 200, 'requestId': '5cd06399dd579724108b5aa5'},\n",
       " 'response': {'venues': [{'id': '52f6816f11d24a43115dc834',\n",
       "    'name': 'Scaddabush Italian Kitchen & Bar',\n",
       "    'location': {'address': '382 Yonge St. Unit #7',\n",
       "     'crossStreet': 'Gerrard',\n",
       "     'lat': 43.658920292028725,\n",
       "     'lng': -79.38289105381784,\n",
       "     'labeledLatLngs': [{'label': 'display',\n",
       "       'lat': 43.658920292028725,\n",
       "       'lng': -79.38289105381784}],\n",
       "     'distance': 475,\n",
       "     'postalCode': 'M5B 1S8',\n",
       "     'cc': 'CA',\n",
       "     'city': 'Toronto',\n",
       "     'state': 'ON',\n",
       "     'country': 'Canada',\n",
       "     'formattedAddress': ['382 Yonge St. Unit #7 (Gerrard)',\n",
       "      'Toronto ON M5B 1S8',\n",
       "      'Canada']},\n",
       "    'categories': [{'id': '4bf58dd8d48988d110941735',\n",
       "      'name': 'Italian Restaurant',\n",
       "      'pluralName': 'Italian Restaurants',\n",
       "      'shortName': 'Italian',\n",
       "      'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/italian_',\n",
       "       'suffix': '.png'},\n",
       "      'primary': True}],\n",
       "    'referralId': 'v-1557160857',\n",
       "    'hasPerk': False},\n",
       "   {'id': '573df789498e03dd8e54b166',\n",
       "    'name': 'Mustachio Italian Eatery',\n",
       "    'location': {'address': '595 Bay St',\n",
       "     'crossStreet': 'Dundas St',\n",
       "     'lat': 43.65616,\n",
       "     'lng': -79.38319,\n",
       "     'labeledLatLngs': [{'label': 'display',\n",
       "       'lat': 43.65616,\n",
       "       'lng': -79.38319}],\n",
       "     'distance': 266,\n",
       "     'postalCode': 'M5G 2C2',\n",
       "     'cc': 'CA',\n",
       "     'city': 'Toronto',\n",
       "     'state': 'ON',\n",
       "     'country': 'Canada',\n",
       "     'formattedAddress': ['595 Bay St (Dundas St)',\n",
       "      'Toronto ON M5G 2C2',\n",
       "      'Canada']},\n",
       "    'categories': [{'id': '4bf58dd8d48988d110941735',\n",
       "      'name': 'Italian Restaurant',\n",
       "      'pluralName': 'Italian Restaurants',\n",
       "      'shortName': 'Italian',\n",
       "      'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/italian_',\n",
       "       'suffix': '.png'},\n",
       "      'primary': True}],\n",
       "    'referralId': 'v-1557160857',\n",
       "    'hasPerk': False},\n",
       "   {'id': '4c787c9181bca0936180fa14',\n",
       "    'name': 'Classic italian style pizza food truck',\n",
       "    'location': {'address': 'CNE Midway',\n",
       "     'lat': 43.652144,\n",
       "     'lng': -79.381118,\n",
       "     'labeledLatLngs': [{'label': 'display',\n",
       "       'lat': 43.652144,\n",
       "       'lng': -79.381118}],\n",
       "     'distance': 338,\n",
       "     'cc': 'CA',\n",
       "     'city': 'Toronto',\n",
       "     'state': 'ON',\n",
       "     'country': 'Canada',\n",
       "     'formattedAddress': ['CNE Midway', 'Toronto ON', 'Canada']},\n",
       "    'categories': [{'id': '4bf58dd8d48988d1cb941735',\n",
       "      'name': 'Food Truck',\n",
       "      'pluralName': 'Food Trucks',\n",
       "      'shortName': 'Food Truck',\n",
       "      'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/streetfood_',\n",
       "       'suffix': '.png'},\n",
       "      'primary': True}],\n",
       "    'referralId': 'v-1557160857',\n",
       "    'hasPerk': False},\n",
       "   {'id': '51bf3866498e55ee55df8db0',\n",
       "    'name': 'The Fresh Italian',\n",
       "    'location': {'lat': 43.654991437465284,\n",
       "     'lng': -79.38789662900189,\n",
       "     'labeledLatLngs': [{'label': 'display',\n",
       "       'lat': 43.654991437465284,\n",
       "       'lng': -79.38789662900189}],\n",
       "     'distance': 618,\n",
       "     'cc': 'CA',\n",
       "     'city': 'Toronto',\n",
       "     'state': 'ON',\n",
       "     'country': 'Canada',\n",
       "     'formattedAddress': ['Toronto ON', 'Canada']},\n",
       "    'categories': [{'id': '4bf58dd8d48988d110941735',\n",
       "      'name': 'Italian Restaurant',\n",
       "      'pluralName': 'Italian Restaurants',\n",
       "      'shortName': 'Italian',\n",
       "      'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/italian_',\n",
       "       'suffix': '.png'},\n",
       "      'primary': True}],\n",
       "    'referralId': 'v-1557160857',\n",
       "    'hasPerk': False},\n",
       "   {'id': '4b4a2d09f964a520687d26e3',\n",
       "    'name': 'Sbarro',\n",
       "    'location': {'address': '220 Yonge St.',\n",
       "     'crossStreet': 'in Toronto Eaton Centre',\n",
       "     'lat': 43.655518,\n",
       "     'lng': -79.38103,\n",
       "     'labeledLatLngs': [{'label': 'display',\n",
       "       'lat': 43.655518,\n",
       "       'lng': -79.38103}],\n",
       "     'distance': 79,\n",
       "     'postalCode': 'M5B 2H1',\n",
       "     'cc': 'CA',\n",
       "     'city': 'Toronto',\n",
       "     'state': 'ON',\n",
       "     'country': 'Canada',\n",
       "     'formattedAddress': ['220 Yonge St. (in Toronto Eaton Centre)',\n",
       "      'Toronto ON M5B 2H1',\n",
       "      'Canada']},\n",
       "    'categories': [{'id': '4bf58dd8d48988d1ca941735',\n",
       "      'name': 'Pizza Place',\n",
       "      'pluralName': 'Pizza Places',\n",
       "      'shortName': 'Pizza',\n",
       "      'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/pizza_',\n",
       "       'suffix': '.png'},\n",
       "      'primary': True}],\n",
       "    'referralId': 'v-1557160857',\n",
       "    'hasPerk': False},\n",
       "   {'id': '516c1ef3e4b0b595c55461aa',\n",
       "    'name': 'Consolato Italiano',\n",
       "    'location': {'address': 'Beverly',\n",
       "     'crossStreet': 'Dundas',\n",
       "     'lat': 43.6540714381019,\n",
       "     'lng': -79.37584957705431,\n",
       "     'labeledLatLngs': [{'label': 'display',\n",
       "       'lat': 43.6540714381019,\n",
       "       'lng': -79.37584957705431}],\n",
       "     'distance': 370,\n",
       "     'cc': 'CA',\n",
       "     'city': 'Toronto',\n",
       "     'state': 'ON',\n",
       "     'country': 'Canada',\n",
       "     'formattedAddress': ['Beverly (Dundas)', 'Toronto ON', 'Canada']},\n",
       "    'categories': [{'id': '4bf58dd8d48988d126941735',\n",
       "      'name': 'Government Building',\n",
       "      'pluralName': 'Government Buildings',\n",
       "      'shortName': 'Government',\n",
       "      'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/building/government_',\n",
       "       'suffix': '.png'},\n",
       "      'primary': True}],\n",
       "    'referralId': 'v-1557160857',\n",
       "    'hasPerk': False}]}}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Send the GET request and examine results\n",
    "results = requests.get(url).json()\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>categories</th>\n",
       "      <th>hasPerk</th>\n",
       "      <th>id</th>\n",
       "      <th>location.address</th>\n",
       "      <th>location.cc</th>\n",
       "      <th>location.city</th>\n",
       "      <th>location.country</th>\n",
       "      <th>location.crossStreet</th>\n",
       "      <th>location.distance</th>\n",
       "      <th>location.formattedAddress</th>\n",
       "      <th>location.labeledLatLngs</th>\n",
       "      <th>location.lat</th>\n",
       "      <th>location.lng</th>\n",
       "      <th>location.postalCode</th>\n",
       "      <th>location.state</th>\n",
       "      <th>name</th>\n",
       "      <th>referralId</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[{'id': '4bf58dd8d48988d110941735', 'name': 'I...</td>\n",
       "      <td>False</td>\n",
       "      <td>52f6816f11d24a43115dc834</td>\n",
       "      <td>382 Yonge St. Unit #7</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Gerrard</td>\n",
       "      <td>475</td>\n",
       "      <td>[382 Yonge St. Unit #7 (Gerrard), Toronto ON M...</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.65892029202872...</td>\n",
       "      <td>43.658920</td>\n",
       "      <td>-79.382891</td>\n",
       "      <td>M5B 1S8</td>\n",
       "      <td>ON</td>\n",
       "      <td>Scaddabush Italian Kitchen &amp; Bar</td>\n",
       "      <td>v-1557160857</td>\n",
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       "    <tr>\n",
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       "      <td>[{'id': '4bf58dd8d48988d110941735', 'name': 'I...</td>\n",
       "      <td>False</td>\n",
       "      <td>573df789498e03dd8e54b166</td>\n",
       "      <td>595 Bay St</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Dundas St</td>\n",
       "      <td>266</td>\n",
       "      <td>[595 Bay St (Dundas St), Toronto ON M5G 2C2, C...</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.65616, 'lng': ...</td>\n",
       "      <td>43.656160</td>\n",
       "      <td>-79.383190</td>\n",
       "      <td>M5G 2C2</td>\n",
       "      <td>ON</td>\n",
       "      <td>Mustachio Italian Eatery</td>\n",
       "      <td>v-1557160857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[{'id': '4bf58dd8d48988d1cb941735', 'name': 'F...</td>\n",
       "      <td>False</td>\n",
       "      <td>4c787c9181bca0936180fa14</td>\n",
       "      <td>CNE Midway</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>NaN</td>\n",
       "      <td>338</td>\n",
       "      <td>[CNE Midway, Toronto ON, Canada]</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.652144, 'lng':...</td>\n",
       "      <td>43.652144</td>\n",
       "      <td>-79.381118</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ON</td>\n",
       "      <td>Classic italian style pizza food truck</td>\n",
       "      <td>v-1557160857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[{'id': '4bf58dd8d48988d110941735', 'name': 'I...</td>\n",
       "      <td>False</td>\n",
       "      <td>51bf3866498e55ee55df8db0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>NaN</td>\n",
       "      <td>618</td>\n",
       "      <td>[Toronto ON, Canada]</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.65499143746528...</td>\n",
       "      <td>43.654991</td>\n",
       "      <td>-79.387897</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ON</td>\n",
       "      <td>The Fresh Italian</td>\n",
       "      <td>v-1557160857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[{'id': '4bf58dd8d48988d1ca941735', 'name': 'P...</td>\n",
       "      <td>False</td>\n",
       "      <td>4b4a2d09f964a520687d26e3</td>\n",
       "      <td>220 Yonge St.</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>in Toronto Eaton Centre</td>\n",
       "      <td>79</td>\n",
       "      <td>[220 Yonge St. (in Toronto Eaton Centre), Toro...</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.655518, 'lng':...</td>\n",
       "      <td>43.655518</td>\n",
       "      <td>-79.381030</td>\n",
       "      <td>M5B 2H1</td>\n",
       "      <td>ON</td>\n",
       "      <td>Sbarro</td>\n",
       "      <td>v-1557160857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "                                          categories  hasPerk  \\\n",
       "0  [{'id': '4bf58dd8d48988d110941735', 'name': 'I...    False   \n",
       "1  [{'id': '4bf58dd8d48988d110941735', 'name': 'I...    False   \n",
       "2  [{'id': '4bf58dd8d48988d1cb941735', 'name': 'F...    False   \n",
       "3  [{'id': '4bf58dd8d48988d110941735', 'name': 'I...    False   \n",
       "4  [{'id': '4bf58dd8d48988d1ca941735', 'name': 'P...    False   \n",
       "\n",
       "                         id       location.address location.cc location.city  \\\n",
       "0  52f6816f11d24a43115dc834  382 Yonge St. Unit #7          CA       Toronto   \n",
       "1  573df789498e03dd8e54b166             595 Bay St          CA       Toronto   \n",
       "2  4c787c9181bca0936180fa14             CNE Midway          CA       Toronto   \n",
       "3  51bf3866498e55ee55df8db0                    NaN          CA       Toronto   \n",
       "4  4b4a2d09f964a520687d26e3          220 Yonge St.          CA       Toronto   \n",
       "\n",
       "  location.country     location.crossStreet  location.distance  \\\n",
       "0           Canada                  Gerrard                475   \n",
       "1           Canada                Dundas St                266   \n",
       "2           Canada                      NaN                338   \n",
       "3           Canada                      NaN                618   \n",
       "4           Canada  in Toronto Eaton Centre                 79   \n",
       "\n",
       "                           location.formattedAddress  \\\n",
       "0  [382 Yonge St. Unit #7 (Gerrard), Toronto ON M...   \n",
       "1  [595 Bay St (Dundas St), Toronto ON M5G 2C2, C...   \n",
       "2                   [CNE Midway, Toronto ON, Canada]   \n",
       "3                               [Toronto ON, Canada]   \n",
       "4  [220 Yonge St. (in Toronto Eaton Centre), Toro...   \n",
       "\n",
       "                             location.labeledLatLngs  location.lat  \\\n",
       "0  [{'label': 'display', 'lat': 43.65892029202872...     43.658920   \n",
       "1  [{'label': 'display', 'lat': 43.65616, 'lng': ...     43.656160   \n",
       "2  [{'label': 'display', 'lat': 43.652144, 'lng':...     43.652144   \n",
       "3  [{'label': 'display', 'lat': 43.65499143746528...     43.654991   \n",
       "4  [{'label': 'display', 'lat': 43.655518, 'lng':...     43.655518   \n",
       "\n",
       "   location.lng location.postalCode location.state  \\\n",
       "0    -79.382891             M5B 1S8             ON   \n",
       "1    -79.383190             M5G 2C2             ON   \n",
       "2    -79.381118                 NaN             ON   \n",
       "3    -79.387897                 NaN             ON   \n",
       "4    -79.381030             M5B 2H1             ON   \n",
       "\n",
       "                                     name    referralId  \n",
       "0        Scaddabush Italian Kitchen & Bar  v-1557160857  \n",
       "1                Mustachio Italian Eatery  v-1557160857  \n",
       "2  Classic italian style pizza food truck  v-1557160857  \n",
       "3                       The Fresh Italian  v-1557160857  \n",
       "4                                  Sbarro  v-1557160857  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Get relevant JSON data and transform to Pandas\n",
    "# assign relevant part of JSON to venues\n",
    "venues = results['response']['venues']\n",
    "\n",
    "# tranform venues into a dataframe\n",
    "dataframe = json_normalize(venues)\n",
    "dataframe.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
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       "      <th>cc</th>\n",
       "      <th>city</th>\n",
       "      <th>country</th>\n",
       "      <th>crossStreet</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Scaddabush Italian Kitchen &amp; Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>382 Yonge St. Unit #7</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Gerrard</td>\n",
       "      <td>475</td>\n",
       "      <td>[382 Yonge St. Unit #7 (Gerrard), Toronto ON M...</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.65892029202872...</td>\n",
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       "      <td>ON</td>\n",
       "      <td>52f6816f11d24a43115dc834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mustachio Italian Eatery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>595 Bay St</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Dundas St</td>\n",
       "      <td>266</td>\n",
       "      <td>[595 Bay St (Dundas St), Toronto ON M5G 2C2, C...</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.65616, 'lng': ...</td>\n",
       "      <td>43.656160</td>\n",
       "      <td>-79.383190</td>\n",
       "      <td>M5G 2C2</td>\n",
       "      <td>ON</td>\n",
       "      <td>573df789498e03dd8e54b166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Classic italian style pizza food truck</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>CNE Midway</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>NaN</td>\n",
       "      <td>338</td>\n",
       "      <td>[CNE Midway, Toronto ON, Canada]</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.652144, 'lng':...</td>\n",
       "      <td>43.652144</td>\n",
       "      <td>-79.381118</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ON</td>\n",
       "      <td>4c787c9181bca0936180fa14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Fresh Italian</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>NaN</td>\n",
       "      <td>618</td>\n",
       "      <td>[Toronto ON, Canada]</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.65499143746528...</td>\n",
       "      <td>43.654991</td>\n",
       "      <td>-79.387897</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ON</td>\n",
       "      <td>51bf3866498e55ee55df8db0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sbarro</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>220 Yonge St.</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>in Toronto Eaton Centre</td>\n",
       "      <td>79</td>\n",
       "      <td>[220 Yonge St. (in Toronto Eaton Centre), Toro...</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.655518, 'lng':...</td>\n",
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       "      <td>ON</td>\n",
       "      <td>4b4a2d09f964a520687d26e3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Consolato Italiano</td>\n",
       "      <td>Government Building</td>\n",
       "      <td>Beverly</td>\n",
       "      <td>CA</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Dundas</td>\n",
       "      <td>370</td>\n",
       "      <td>[Beverly (Dundas), Toronto ON, Canada]</td>\n",
       "      <td>[{'label': 'display', 'lat': 43.6540714381019,...</td>\n",
       "      <td>43.654071</td>\n",
       "      <td>-79.375850</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ON</td>\n",
       "      <td>516c1ef3e4b0b595c55461aa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     name           categories  \\\n",
       "0        Scaddabush Italian Kitchen & Bar   Italian Restaurant   \n",
       "1                Mustachio Italian Eatery   Italian Restaurant   \n",
       "2  Classic italian style pizza food truck           Food Truck   \n",
       "3                       The Fresh Italian   Italian Restaurant   \n",
       "4                                  Sbarro          Pizza Place   \n",
       "5                      Consolato Italiano  Government Building   \n",
       "\n",
       "                 address  cc     city country              crossStreet  \\\n",
       "0  382 Yonge St. Unit #7  CA  Toronto  Canada                  Gerrard   \n",
       "1             595 Bay St  CA  Toronto  Canada                Dundas St   \n",
       "2             CNE Midway  CA  Toronto  Canada                      NaN   \n",
       "3                    NaN  CA  Toronto  Canada                      NaN   \n",
       "4          220 Yonge St.  CA  Toronto  Canada  in Toronto Eaton Centre   \n",
       "5                Beverly  CA  Toronto  Canada                   Dundas   \n",
       "\n",
       "   distance                                   formattedAddress  \\\n",
       "0       475  [382 Yonge St. Unit #7 (Gerrard), Toronto ON M...   \n",
       "1       266  [595 Bay St (Dundas St), Toronto ON M5G 2C2, C...   \n",
       "2       338                   [CNE Midway, Toronto ON, Canada]   \n",
       "3       618                               [Toronto ON, Canada]   \n",
       "4        79  [220 Yonge St. (in Toronto Eaton Centre), Toro...   \n",
       "5       370             [Beverly (Dundas), Toronto ON, Canada]   \n",
       "\n",
       "                                      labeledLatLngs        lat        lng  \\\n",
       "0  [{'label': 'display', 'lat': 43.65892029202872...  43.658920 -79.382891   \n",
       "1  [{'label': 'display', 'lat': 43.65616, 'lng': ...  43.656160 -79.383190   \n",
       "2  [{'label': 'display', 'lat': 43.652144, 'lng':...  43.652144 -79.381118   \n",
       "3  [{'label': 'display', 'lat': 43.65499143746528...  43.654991 -79.387897   \n",
       "4  [{'label': 'display', 'lat': 43.655518, 'lng':...  43.655518 -79.381030   \n",
       "5  [{'label': 'display', 'lat': 43.6540714381019,...  43.654071 -79.375850   \n",
       "\n",
       "  postalCode state                        id  \n",
       "0    M5B 1S8    ON  52f6816f11d24a43115dc834  \n",
       "1    M5G 2C2    ON  573df789498e03dd8e54b166  \n",
       "2        NaN    ON  4c787c9181bca0936180fa14  \n",
       "3        NaN    ON  51bf3866498e55ee55df8db0  \n",
       "4    M5B 2H1    ON  4b4a2d09f964a520687d26e3  \n",
       "5        NaN    ON  516c1ef3e4b0b595c55461aa  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#This looks messy, lets filter the information and define what we want in this Dataframe\n",
    "# keep only columns that include venue name, and anything that is associated with location\n",
    "filtered_columns = ['name', 'categories'] + [col for col in dataframe.columns if col.startswith('location.')] + ['id']\n",
    "dataframe_filtered = dataframe.loc[:, filtered_columns]\n",
    "\n",
    "# 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']\n",
    "\n",
    "# filter the category for each row\n",
    "dataframe_filtered['categories'] = dataframe_filtered.apply(get_category_type, axis=1)\n",
    "\n",
    "# clean column names by keeping only last term\n",
    "dataframe_filtered.columns = [column.split('.')[-1] for column in dataframe_filtered.columns]\n",
    "\n",
    "dataframe_filtered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          Scaddabush Italian Kitchen & Bar\n",
       "1                  Mustachio Italian Eatery\n",
       "2    Classic italian style pizza food truck\n",
       "3                         The Fresh Italian\n",
       "4                                    Sbarro\n",
       "5                        Consolato Italiano\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#This looks much better. Lets visualize the Italian restaurants and map them.\n",
    "dataframe_filtered.name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
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     "execution_count": 31,
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   "source": [
    "venues_map = folium.Map(location=[latitude, longitude], zoom_start=13) # generate map centred around Downtown Toronto\n",
    "\n",
    "# add a red circle marker to represent center of Downtown\n",
    "folium.features.CircleMarker(\n",
    "    [latitude, longitude],\n",
    "    radius=10,\n",
    "    color='red',\n",
    "    popup='Downtown Toronto',\n",
    "    fill = True,\n",
    "    fill_color = 'red',\n",
    "    fill_opacity = 0.6\n",
    ").add_to(venues_map)\n",
    "\n",
    "# add the Italian restaurants as blue circle markers\n",
    "for lat, lng, label in zip(dataframe_filtered.lat, dataframe_filtered.lng, dataframe_filtered.categories):\n",
    "    folium.features.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        color='blue',\n",
    "        popup=label,\n",
    "        fill = True,\n",
    "        fill_color='blue',\n",
    "        fill_opacity=0.6\n",
    "    ).add_to(venues_map)\n",
    "\n",
    "# display map\n",
    "venues_map"
   ]
  },
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
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