SEGMENTING AND CLUSTERING OF NEIGHBORHOODS IN TORONTO.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SEGMENTING AND CLUSTERING NEIGHBORHOODS IN TORONTO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This  project requires scraping of the Wikipedia page for the postal codes of Canada, cleaning and processing of the data for clustering. Kmeans clustering was used here and the map was plotted using Folium Library. The Boroughs containing the name 'Toronto' in it are first plotted and then clustered and plotted again.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting folium\n",
      "  Downloading folium-0.11.0-py2.py3-none-any.whl (93 kB)\n",
      "\u001b[K     |████████████████████████████████| 93 kB 1.4 MB/s eta 0:00:011\n",
      "\u001b[?25hRequirement already satisfied: branca>=0.3.0 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from folium) (0.3.1)\n",
      "Requirement already satisfied: requests in /srv/conda/envs/notebook/lib/python3.7/site-packages (from folium) (2.24.0)\n",
      "Requirement already satisfied: jinja2>=2.9 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from folium) (2.11.2)\n",
      "Requirement already satisfied: numpy in /srv/conda/envs/notebook/lib/python3.7/site-packages (from folium) (1.19.1)\n",
      "Requirement already satisfied: six in /srv/conda/envs/notebook/lib/python3.7/site-packages (from branca>=0.3.0->folium) (1.15.0)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from requests->folium) (3.0.4)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from requests->folium) (1.25.10)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from requests->folium) (2020.6.20)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from requests->folium) (2.10)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jinja2>=2.9->folium) (1.1.1)\n",
      "Installing collected packages: folium\n",
      "Successfully installed folium-0.11.0\n",
      "Successful\n"
     ]
    }
   ],
   "source": [
    "! pip install folium\n",
    "print ('Successful')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Installing and importing important libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting geopy\n",
      "  Downloading geopy-2.0.0-py3-none-any.whl (111 kB)\n",
      "\u001b[K     |████████████████████████████████| 111 kB 3.2 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting geographiclib<2,>=1.49\n",
      "  Downloading geographiclib-1.50-py3-none-any.whl (38 kB)\n",
      "Installing collected packages: geographiclib, geopy\n",
      "Successfully installed geographiclib-1.50 geopy-2.0.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install geopy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting beautifulsoup4\n",
      "  Downloading beautifulsoup4-4.9.3-py3-none-any.whl (115 kB)\n",
      "\u001b[K     |████████████████████████████████| 115 kB 3.4 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting soupsieve>1.2; python_version >= \"3.0\"\n",
      "  Downloading soupsieve-2.0.1-py3-none-any.whl (32 kB)\n",
      "Installing collected packages: soupsieve, beautifulsoup4\n",
      "Successfully installed beautifulsoup4-4.9.3 soupsieve-2.0.1\n",
      "Collecting lxml\n",
      "  Downloading lxml-4.6.1-cp37-cp37m-manylinux1_x86_64.whl (5.5 MB)\n",
      "\u001b[K     |████████████████████████████████| 5.5 MB 3.3 MB/s eta 0:00:01\n",
      "\u001b[?25hInstalling collected packages: lxml\n",
      "Successfully installed lxml-4.6.1\n",
      "Collecting package metadata (current_repodata.json): done\n",
      "Solving environment: failed with initial frozen solve. Retrying with flexible solve.\n",
      "Collecting package metadata (repodata.json): done\n",
      "Solving environment: failed with initial frozen solve. Retrying with flexible solve.\n",
      "\n",
      "PackagesNotFoundError: The following packages are missing from the target environment:\n",
      "  - nodejs==11\n",
      "  - scikit-learn==0.21\n",
      "  - tensorflow==1.13\n",
      "\n",
      "\n",
      "Folium installed\n",
      "Libraries imported.\n"
     ]
    }
   ],
   "source": [
    "!pip install beautifulsoup4\n",
    "!pip install lxml\n",
    "\n",
    "import requests # library to handle requests\n",
    "import pandas as pd # library for data analsysis\n",
    "import numpy as np # library to handle data in a vectorized manner\n",
    "import random # library for random number generation\n",
    "\n",
    "#!conda install -c conda-forge geopy --yes \n",
    "from geopy.geocoders import Nominatim # module to convert an address into latitude and longitude values\n",
    "\n",
    "# libraries for displaying images\n",
    "from IPython.display import Image \n",
    "from IPython.core.display import HTML \n",
    "\n",
    "\n",
    "from IPython.display import display_html\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "    \n",
    "# tranforming json file into a pandas dataframe library\n",
    "from pandas.io.json import json_normalize\n",
    "\n",
    "!conda install -c conda-forge folium=0.5.0 --yes\n",
    "import folium # plotting library\n",
    "from bs4 import BeautifulSoup\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "print('Folium installed')\n",
    "print('Libraries imported.')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scraping of the wikipedia page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<title>List of postal codes of Canada: M - Wikipedia</title>\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"wikitable sortable\">\n",
       "<tbody><tr>\n",
       "<th>Postal Code\n",
       "</th>\n",
       "<th>Borough\n",
       "</th>\n",
       "<th>Neighbourhood\n",
       "</th></tr>\n",
       "<tr>\n",
       "<td>M1A\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2A\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3A\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Parkwoods\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4A\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Victoria Village\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5A\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Regent Park, Harbourfront\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6A\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Lawrence Manor, Lawrence Heights\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7A\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Queen's Park, Ontario Provincial Government\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8A\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9A\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>Islington Avenue, Humber Valley Village\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1B\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Malvern, Rouge\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2B\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3B\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Don Mills\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4B\n",
       "</td>\n",
       "<td>East York\n",
       "</td>\n",
       "<td>Parkview Hill, Woodbine Gardens\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5B\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Garden District, Ryerson\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6B\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Glencairn\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7B\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8B\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9B\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1C\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Rouge Hill, Port Union, Highland Creek\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2C\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3C\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Don Mills\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4C\n",
       "</td>\n",
       "<td>East York\n",
       "</td>\n",
       "<td>Woodbine Heights\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5C\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>St. James Town\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6C\n",
       "</td>\n",
       "<td>York\n",
       "</td>\n",
       "<td>Humewood-Cedarvale\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7C\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8C\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9C\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1E\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Guildwood, Morningside, West Hill\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2E\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3E\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4E\n",
       "</td>\n",
       "<td>East Toronto\n",
       "</td>\n",
       "<td>The Beaches\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5E\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Berczy Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6E\n",
       "</td>\n",
       "<td>York\n",
       "</td>\n",
       "<td>Caledonia-Fairbanks\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7E\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8E\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9E\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1G\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Woburn\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2G\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3G\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4G\n",
       "</td>\n",
       "<td>East York\n",
       "</td>\n",
       "<td>Leaside\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5G\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Central Bay Street\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6G\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Christie\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7G\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8G\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9G\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1H\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Cedarbrae\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2H\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Hillcrest Village\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3H\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Bathurst Manor, Wilson Heights, Downsview North\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4H\n",
       "</td>\n",
       "<td>East York\n",
       "</td>\n",
       "<td>Thorncliffe Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5H\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Richmond, Adelaide, King\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6H\n",
       "</td>\n",
       "<td>West Toronto\n",
       "</td>\n",
       "<td>Dufferin, Dovercourt Village\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7H\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8H\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9H\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1J\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Scarborough Village\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2J\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Fairview, Henry Farm, Oriole\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3J\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Northwood Park, York University\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4J\n",
       "</td>\n",
       "<td>East York\n",
       "</td>\n",
       "<td>East Toronto, Broadview North (Old East York)\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5J\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Harbourfront East, Union Station, Toronto Islands\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6J\n",
       "</td>\n",
       "<td>West Toronto\n",
       "</td>\n",
       "<td>Little Portugal, Trinity\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7J\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8J\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9J\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1K\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Kennedy Park, Ionview, East Birchmount Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2K\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Bayview Village\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3K\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Downsview\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4K\n",
       "</td>\n",
       "<td>East Toronto\n",
       "</td>\n",
       "<td>The Danforth West, Riverdale\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5K\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Toronto Dominion Centre, Design Exchange\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6K\n",
       "</td>\n",
       "<td>West Toronto\n",
       "</td>\n",
       "<td>Brockton, Parkdale Village, Exhibition Place\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7K\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8K\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9K\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1L\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Golden Mile, Clairlea, Oakridge\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2L\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>York Mills, Silver Hills\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3L\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Downsview\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4L\n",
       "</td>\n",
       "<td>East Toronto\n",
       "</td>\n",
       "<td>India Bazaar, The Beaches West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5L\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Commerce Court, Victoria Hotel\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6L\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>North Park, Maple Leaf Park, Upwood Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7L\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8L\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9L\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Humber Summit\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1M\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Cliffside, Cliffcrest, Scarborough Village West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2M\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Willowdale, Newtonbrook\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3M\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Downsview\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4M\n",
       "</td>\n",
       "<td>East Toronto\n",
       "</td>\n",
       "<td>Studio District\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5M\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Bedford Park, Lawrence Manor East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6M\n",
       "</td>\n",
       "<td>York\n",
       "</td>\n",
       "<td>Del Ray, Mount Dennis, Keelsdale and Silverthorn\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7M\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8M\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9M\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Humberlea, Emery\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1N\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Birch Cliff, Cliffside West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2N\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Willowdale, Willowdale East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3N\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Downsview\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4N\n",
       "</td>\n",
       "<td>Central Toronto\n",
       "</td>\n",
       "<td>Lawrence Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5N\n",
       "</td>\n",
       "<td>Central Toronto\n",
       "</td>\n",
       "<td>Roselawn\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6N\n",
       "</td>\n",
       "<td>York\n",
       "</td>\n",
       "<td>Runnymede, The Junction North\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7N\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8N\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9N\n",
       "</td>\n",
       "<td>York\n",
       "</td>\n",
       "<td>Weston\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1P\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Dorset Park, Wexford Heights, Scarborough Town Centre\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2P\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>York Mills West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3P\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4P\n",
       "</td>\n",
       "<td>Central Toronto\n",
       "</td>\n",
       "<td>Davisville North\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5P\n",
       "</td>\n",
       "<td>Central Toronto\n",
       "</td>\n",
       "<td>Forest Hill North &amp; West, Forest Hill Road Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6P\n",
       "</td>\n",
       "<td>West Toronto\n",
       "</td>\n",
       "<td>High Park, The Junction South\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7P\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8P\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9P\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>Westmount\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1R\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Wexford, Maryvale\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2R\n",
       "</td>\n",
       "<td>North York\n",
       "</td>\n",
       "<td>Willowdale, Willowdale West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3R\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4R\n",
       "</td>\n",
       "<td>Central Toronto\n",
       "</td>\n",
       "<td>North Toronto West,  Lawrence Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5R\n",
       "</td>\n",
       "<td>Central Toronto\n",
       "</td>\n",
       "<td>The Annex, North Midtown, Yorkville\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6R\n",
       "</td>\n",
       "<td>West Toronto\n",
       "</td>\n",
       "<td>Parkdale, Roncesvalles\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7R\n",
       "</td>\n",
       "<td>Mississauga\n",
       "</td>\n",
       "<td>Canada Post Gateway Processing Centre\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8R\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9R\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1S\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Agincourt\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2S\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3S\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4S\n",
       "</td>\n",
       "<td>Central Toronto\n",
       "</td>\n",
       "<td>Davisville\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5S\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>University of Toronto, Harbord\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6S\n",
       "</td>\n",
       "<td>West Toronto\n",
       "</td>\n",
       "<td>Runnymede, Swansea\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7S\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8S\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9S\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1T\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Clarks Corners, Tam O'Shanter, Sullivan\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2T\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3T\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4T\n",
       "</td>\n",
       "<td>Central Toronto\n",
       "</td>\n",
       "<td>Moore Park, Summerhill East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5T\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Kensington Market, Chinatown, Grange Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6T\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7T\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8T\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9T\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1V\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Milliken, Agincourt North, Steeles East, L'Amoreaux East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2V\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3V\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4V\n",
       "</td>\n",
       "<td>Central Toronto\n",
       "</td>\n",
       "<td>Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5V\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6V\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7V\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8V\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>New Toronto, Mimico South, Humber Bay Shores\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9V\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1W\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Steeles West, L'Amoreaux West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2W\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3W\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4W\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Rosedale\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5W\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Stn A PO Boxes\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6W\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7W\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8W\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>Alderwood, Long Branch\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9W\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>Northwest, West Humber - Clairville\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1X\n",
       "</td>\n",
       "<td>Scarborough\n",
       "</td>\n",
       "<td>Upper Rouge\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2X\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3X\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4X\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>St. James Town, Cabbagetown\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5X\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>First Canadian Place, Underground city\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6X\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7X\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8X\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>The Kingsway, Montgomery Road, Old Mill North\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9X\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1Y\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2Y\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3Y\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4Y\n",
       "</td>\n",
       "<td>Downtown Toronto\n",
       "</td>\n",
       "<td>Church and Wellesley\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5Y\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6Y\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7Y\n",
       "</td>\n",
       "<td>East Toronto\n",
       "</td>\n",
       "<td>Business reply mail Processing Centre, South Central Letter Processing Plant Toronto\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Y\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>Old Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9Y\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1Z\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2Z\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3Z\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4Z\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5Z\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6Z\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7Z\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Z\n",
       "</td>\n",
       "<td>Etobicoke\n",
       "</td>\n",
       "<td>Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9Z\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td>\n",
       "<td>Not assigned\n",
       "</td></tr></tbody></table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "source = requests.get('https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M').text\n",
    "soup=BeautifulSoup(source,'lxml')\n",
    "print(soup.title)\n",
    "from IPython.display import display_html\n",
    "tab = str(soup.table)\n",
    "display_html(tab,raw=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Displaying the data as a pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M2A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal Code           Borough              Neighbourhood\n",
       "0         M1A      Not assigned               Not assigned\n",
       "1         M2A      Not assigned               Not assigned\n",
       "2         M3A        North York                  Parkwoods\n",
       "3         M4A        North York           Victoria Village\n",
       "4         M5A  Downtown Toronto  Regent Park, Harbourfront"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs = pd.read_html(tab)\n",
    "df=dfs[0]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M2A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor, Lawrence Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park, Ontario Provincial Government</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M8A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue, Humber Valley Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Malvern, Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M2B</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Parkview Hill, Woodbine Gardens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Garden District, Ryerson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M6B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M7B</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M8B</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>West Deane Park, Princess Gardens, Martin Grov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge Hill, Port Union, Highland Creek</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2C</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M4C</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M6C</td>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M7C</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M8C</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Eringate, Bloordale Gardens, Old Burnhamthorpe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M2E</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3E</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>M7W</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>M9W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest, West Humber - Clairville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>M2X</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>M3X</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town, Cabbagetown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>M6X</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>M7X</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>M9X</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>M1Y</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>M2Y</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>M3Y</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>M5Y</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>M6Y</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing Centre, South C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>M9Y</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>M1Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>M2Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>M3Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>M4Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>M5Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>M6Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>M7Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>M9Z</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postcode           Borough  \\\n",
       "0        M1A      Not assigned   \n",
       "1        M2A      Not assigned   \n",
       "2        M3A        North York   \n",
       "3        M4A        North York   \n",
       "4        M5A  Downtown Toronto   \n",
       "5        M6A        North York   \n",
       "6        M7A  Downtown Toronto   \n",
       "7        M8A      Not assigned   \n",
       "8        M9A         Etobicoke   \n",
       "9        M1B       Scarborough   \n",
       "10       M2B      Not assigned   \n",
       "11       M3B        North York   \n",
       "12       M4B         East York   \n",
       "13       M5B  Downtown Toronto   \n",
       "14       M6B        North York   \n",
       "15       M7B      Not assigned   \n",
       "16       M8B      Not assigned   \n",
       "17       M9B         Etobicoke   \n",
       "18       M1C       Scarborough   \n",
       "19       M2C      Not assigned   \n",
       "20       M3C        North York   \n",
       "21       M4C         East York   \n",
       "22       M5C  Downtown Toronto   \n",
       "23       M6C              York   \n",
       "24       M7C      Not assigned   \n",
       "25       M8C      Not assigned   \n",
       "26       M9C         Etobicoke   \n",
       "27       M1E       Scarborough   \n",
       "28       M2E      Not assigned   \n",
       "29       M3E      Not assigned   \n",
       "..       ...               ...   \n",
       "150      M7W      Not assigned   \n",
       "151      M8W         Etobicoke   \n",
       "152      M9W         Etobicoke   \n",
       "153      M1X       Scarborough   \n",
       "154      M2X      Not assigned   \n",
       "155      M3X      Not assigned   \n",
       "156      M4X  Downtown Toronto   \n",
       "157      M5X  Downtown Toronto   \n",
       "158      M6X      Not assigned   \n",
       "159      M7X      Not assigned   \n",
       "160      M8X         Etobicoke   \n",
       "161      M9X      Not assigned   \n",
       "162      M1Y      Not assigned   \n",
       "163      M2Y      Not assigned   \n",
       "164      M3Y      Not assigned   \n",
       "165      M4Y  Downtown Toronto   \n",
       "166      M5Y      Not assigned   \n",
       "167      M6Y      Not assigned   \n",
       "168      M7Y      East Toronto   \n",
       "169      M8Y         Etobicoke   \n",
       "170      M9Y      Not assigned   \n",
       "171      M1Z      Not assigned   \n",
       "172      M2Z      Not assigned   \n",
       "173      M3Z      Not assigned   \n",
       "174      M4Z      Not assigned   \n",
       "175      M5Z      Not assigned   \n",
       "176      M6Z      Not assigned   \n",
       "177      M7Z      Not assigned   \n",
       "178      M8Z         Etobicoke   \n",
       "179      M9Z      Not assigned   \n",
       "\n",
       "                                         Neighbourhood  \n",
       "0                                         Not assigned  \n",
       "1                                         Not assigned  \n",
       "2                                            Parkwoods  \n",
       "3                                     Victoria Village  \n",
       "4                            Regent Park, Harbourfront  \n",
       "5                     Lawrence Manor, Lawrence Heights  \n",
       "6          Queen's Park, Ontario Provincial Government  \n",
       "7                                         Not assigned  \n",
       "8              Islington Avenue, Humber Valley Village  \n",
       "9                                       Malvern, Rouge  \n",
       "10                                        Not assigned  \n",
       "11                                           Don Mills  \n",
       "12                     Parkview Hill, Woodbine Gardens  \n",
       "13                            Garden District, Ryerson  \n",
       "14                                           Glencairn  \n",
       "15                                        Not assigned  \n",
       "16                                        Not assigned  \n",
       "17   West Deane Park, Princess Gardens, Martin Grov...  \n",
       "18              Rouge Hill, Port Union, Highland Creek  \n",
       "19                                        Not assigned  \n",
       "20                                           Don Mills  \n",
       "21                                    Woodbine Heights  \n",
       "22                                      St. James Town  \n",
       "23                                  Humewood-Cedarvale  \n",
       "24                                        Not assigned  \n",
       "25                                        Not assigned  \n",
       "26   Eringate, Bloordale Gardens, Old Burnhamthorpe...  \n",
       "27                   Guildwood, Morningside, West Hill  \n",
       "28                                        Not assigned  \n",
       "29                                        Not assigned  \n",
       "..                                                 ...  \n",
       "150                                       Not assigned  \n",
       "151                             Alderwood, Long Branch  \n",
       "152                Northwest, West Humber - Clairville  \n",
       "153                                        Upper Rouge  \n",
       "154                                       Not assigned  \n",
       "155                                       Not assigned  \n",
       "156                        St. James Town, Cabbagetown  \n",
       "157             First Canadian Place, Underground city  \n",
       "158                                       Not assigned  \n",
       "159                                       Not assigned  \n",
       "160      The Kingsway, Montgomery Road, Old Mill North  \n",
       "161                                       Not assigned  \n",
       "162                                       Not assigned  \n",
       "163                                       Not assigned  \n",
       "164                                       Not assigned  \n",
       "165                               Church and Wellesley  \n",
       "166                                       Not assigned  \n",
       "167                                       Not assigned  \n",
       "168  Business reply mail Processing Centre, South C...  \n",
       "169  Old Mill South, King's Mill Park, Sunnylea, Hu...  \n",
       "170                                       Not assigned  \n",
       "171                                       Not assigned  \n",
       "172                                       Not assigned  \n",
       "173                                       Not assigned  \n",
       "174                                       Not assigned  \n",
       "175                                       Not assigned  \n",
       "176                                       Not assigned  \n",
       "177                                       Not assigned  \n",
       "178  Mimico NW, The Queensway West, South of Bloor,...  \n",
       "179                                       Not assigned  \n",
       "\n",
       "[180 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#renaming 'Postal Code' to 'Postcode'\n",
    "df.rename(columns = {'Postal Code': 'Postcode'}, inplace = True)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor, Lawrence Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park, Ontario Provincial Government</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue, Humber Valley Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Malvern, Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Parkview Hill, Woodbine Gardens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Garden District, Ryerson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M6B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>West Deane Park, Princess Gardens, Martin Grov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge Hill, Port Union, Highland Creek</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M4C</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M6C</td>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Eringate, Bloordale Gardens, Old Burnhamthorpe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M6E</td>\n",
       "      <td>York</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M4G</td>\n",
       "      <td>East York</td>\n",
       "      <td>Leaside</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M4H</td>\n",
       "      <td>East York</td>\n",
       "      <td>Thorncliffe Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M4R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West, Lawrence Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M7R</td>\n",
       "      <td>Mississauga</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village, St. Phillips, Martin Grove ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M4S</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto, Harbord</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners, Tam O'Shanter, Sullivan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Kensington Market, Chinatown, Grange Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Milliken, Agincourt North, Steeles East, L'Amo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Summerhill West, Rathnelly, South Hill, Forest...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>New Toronto, Mimico South, Humber Bay Shores</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>South Steeles, Silverstone, Humbergate, Jamest...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Steeles West, L'Amoreaux West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>M9W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest, West Humber - Clairville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town, Cabbagetown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing Centre, South C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>103 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postcode           Borough  \\\n",
       "0        M3A        North York   \n",
       "1        M4A        North York   \n",
       "2        M5A  Downtown Toronto   \n",
       "3        M6A        North York   \n",
       "4        M7A  Downtown Toronto   \n",
       "5        M9A         Etobicoke   \n",
       "6        M1B       Scarborough   \n",
       "7        M3B        North York   \n",
       "8        M4B         East York   \n",
       "9        M5B  Downtown Toronto   \n",
       "10       M6B        North York   \n",
       "11       M9B         Etobicoke   \n",
       "12       M1C       Scarborough   \n",
       "13       M3C        North York   \n",
       "14       M4C         East York   \n",
       "15       M5C  Downtown Toronto   \n",
       "16       M6C              York   \n",
       "17       M9C         Etobicoke   \n",
       "18       M1E       Scarborough   \n",
       "19       M4E      East Toronto   \n",
       "20       M5E  Downtown Toronto   \n",
       "21       M6E              York   \n",
       "22       M1G       Scarborough   \n",
       "23       M4G         East York   \n",
       "24       M5G  Downtown Toronto   \n",
       "25       M6G  Downtown Toronto   \n",
       "26       M1H       Scarborough   \n",
       "27       M2H        North York   \n",
       "28       M3H        North York   \n",
       "29       M4H         East York   \n",
       "..       ...               ...   \n",
       "73       M4R   Central Toronto   \n",
       "74       M5R   Central Toronto   \n",
       "75       M6R      West Toronto   \n",
       "76       M7R       Mississauga   \n",
       "77       M9R         Etobicoke   \n",
       "78       M1S       Scarborough   \n",
       "79       M4S   Central Toronto   \n",
       "80       M5S  Downtown Toronto   \n",
       "81       M6S      West Toronto   \n",
       "82       M1T       Scarborough   \n",
       "83       M4T   Central Toronto   \n",
       "84       M5T  Downtown Toronto   \n",
       "85       M1V       Scarborough   \n",
       "86       M4V   Central Toronto   \n",
       "87       M5V  Downtown Toronto   \n",
       "88       M8V         Etobicoke   \n",
       "89       M9V         Etobicoke   \n",
       "90       M1W       Scarborough   \n",
       "91       M4W  Downtown Toronto   \n",
       "92       M5W  Downtown Toronto   \n",
       "93       M8W         Etobicoke   \n",
       "94       M9W         Etobicoke   \n",
       "95       M1X       Scarborough   \n",
       "96       M4X  Downtown Toronto   \n",
       "97       M5X  Downtown Toronto   \n",
       "98       M8X         Etobicoke   \n",
       "99       M4Y  Downtown Toronto   \n",
       "100      M7Y      East Toronto   \n",
       "101      M8Y         Etobicoke   \n",
       "102      M8Z         Etobicoke   \n",
       "\n",
       "                                         Neighbourhood  \n",
       "0                                            Parkwoods  \n",
       "1                                     Victoria Village  \n",
       "2                            Regent Park, Harbourfront  \n",
       "3                     Lawrence Manor, Lawrence Heights  \n",
       "4          Queen's Park, Ontario Provincial Government  \n",
       "5              Islington Avenue, Humber Valley Village  \n",
       "6                                       Malvern, Rouge  \n",
       "7                                            Don Mills  \n",
       "8                      Parkview Hill, Woodbine Gardens  \n",
       "9                             Garden District, Ryerson  \n",
       "10                                           Glencairn  \n",
       "11   West Deane Park, Princess Gardens, Martin Grov...  \n",
       "12              Rouge Hill, Port Union, Highland Creek  \n",
       "13                                           Don Mills  \n",
       "14                                    Woodbine Heights  \n",
       "15                                      St. James Town  \n",
       "16                                  Humewood-Cedarvale  \n",
       "17   Eringate, Bloordale Gardens, Old Burnhamthorpe...  \n",
       "18                   Guildwood, Morningside, West Hill  \n",
       "19                                         The Beaches  \n",
       "20                                         Berczy Park  \n",
       "21                                 Caledonia-Fairbanks  \n",
       "22                                              Woburn  \n",
       "23                                             Leaside  \n",
       "24                                  Central Bay Street  \n",
       "25                                            Christie  \n",
       "26                                           Cedarbrae  \n",
       "27                                   Hillcrest Village  \n",
       "28     Bathurst Manor, Wilson Heights, Downsview North  \n",
       "29                                    Thorncliffe Park  \n",
       "..                                                 ...  \n",
       "73                   North Toronto West, Lawrence Park  \n",
       "74                 The Annex, North Midtown, Yorkville  \n",
       "75                              Parkdale, Roncesvalles  \n",
       "76               Canada Post Gateway Processing Centre  \n",
       "77   Kingsview Village, St. Phillips, Martin Grove ...  \n",
       "78                                           Agincourt  \n",
       "79                                          Davisville  \n",
       "80                      University of Toronto, Harbord  \n",
       "81                                  Runnymede, Swansea  \n",
       "82             Clarks Corners, Tam O'Shanter, Sullivan  \n",
       "83                         Moore Park, Summerhill East  \n",
       "84           Kensington Market, Chinatown, Grange Park  \n",
       "85   Milliken, Agincourt North, Steeles East, L'Amo...  \n",
       "86   Summerhill West, Rathnelly, South Hill, Forest...  \n",
       "87   CN Tower, King and Spadina, Railway Lands, Har...  \n",
       "88        New Toronto, Mimico South, Humber Bay Shores  \n",
       "89   South Steeles, Silverstone, Humbergate, Jamest...  \n",
       "90                       Steeles West, L'Amoreaux West  \n",
       "91                                            Rosedale  \n",
       "92                                      Stn A PO Boxes  \n",
       "93                              Alderwood, Long Branch  \n",
       "94                 Northwest, West Humber - Clairville  \n",
       "95                                         Upper Rouge  \n",
       "96                         St. James Town, Cabbagetown  \n",
       "97              First Canadian Place, Underground city  \n",
       "98       The Kingsway, Montgomery Road, Old Mill North  \n",
       "99                                Church and Wellesley  \n",
       "100  Business reply mail Processing Centre, South C...  \n",
       "101  Old Mill South, King's Mill Park, Sunnylea, Hu...  \n",
       "102  Mimico NW, The Queensway West, South of Bloor,...  \n",
       "\n",
       "[103 rows x 3 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dropping rows where Borough is 'Not assigned'\n",
    "df1 = df[df.Borough != 'Not assigned']\n",
    "\n",
    "# Combining the neighbourhoods with same Postalcode\n",
    "df2 = df1.groupby(['Postcode','Borough'], sort=False).agg(', '.join)\n",
    "df2.reset_index(inplace=True)\n",
    "\n",
    "# Replacing the name of the neighbourhoods which are 'Not assigned' with names of Borough\n",
    "df2['Neighbourhood'] = np.where(df2['Neighbourhood'] == 'Not assigned',df2['Borough'], df2['Neighbourhood'])\n",
    "\n",
    "df2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Shape of data frame\n",
    "df2.shape\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PART 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing the csv file that contains both the latitude and longitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat_lon = pd.read_csv('https://cocl.us/Geospatial_data')\n",
    "lat_lon.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Renaming 'Postal code' to 'Postcode' and merging the two tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.753259</td>\n",
       "      <td>-79.329656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.725882</td>\n",
       "      <td>-79.315572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor, Lawrence Heights</td>\n",
       "      <td>43.718518</td>\n",
       "      <td>-79.464763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park, Ontario Provincial Government</td>\n",
       "      <td>43.662301</td>\n",
       "      <td>-79.389494</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode           Borough                                Neighbourhood  \\\n",
       "0      M3A        North York                                    Parkwoods   \n",
       "1      M4A        North York                             Victoria Village   \n",
       "2      M5A  Downtown Toronto                    Regent Park, Harbourfront   \n",
       "3      M6A        North York             Lawrence Manor, Lawrence Heights   \n",
       "4      M7A  Downtown Toronto  Queen's Park, Ontario Provincial Government   \n",
       "\n",
       "    Latitude  Longitude  \n",
       "0  43.753259 -79.329656  \n",
       "1  43.725882 -79.315572  \n",
       "2  43.654260 -79.360636  \n",
       "3  43.718518 -79.464763  \n",
       "4  43.662301 -79.389494  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lat_lon.rename(columns={'Postal Code':'Postcode'},inplace=True)\n",
    "df3 = pd.merge(df2,lat_lon,on='Postcode')\n",
    "df3.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PART 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting all the rows that contain Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>2</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park, Ontario Provincial Government</td>\n",
       "      <td>43.662301</td>\n",
       "      <td>-79.389494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Garden District, Ryerson</td>\n",
       "      <td>43.657162</td>\n",
       "      <td>-79.378937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</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>19</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>20</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>24</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>43.657952</td>\n",
       "      <td>-79.387383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>43.669542</td>\n",
       "      <td>-79.422564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M5H</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Richmond, Adelaide, King</td>\n",
       "      <td>43.650571</td>\n",
       "      <td>-79.384568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dufferin, Dovercourt Village</td>\n",
       "      <td>43.669005</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East, Union Station, Toronto Islands</td>\n",
       "      <td>43.640816</td>\n",
       "      <td>-79.381752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</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>41</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Toronto Dominion Centre, Design Exchange</td>\n",
       "      <td>43.647177</td>\n",
       "      <td>-79.381576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton, Parkdale Village, Exhibition Place</td>\n",
       "      <td>43.636847</td>\n",
       "      <td>-79.428191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>India Bazaar, The Beaches West</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>43.648198</td>\n",
       "      <td>-79.379817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</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>62</th>\n",
       "      <td>M5N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "      <td>43.711695</td>\n",
       "      <td>-79.416936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>M4P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>43.712751</td>\n",
       "      <td>-79.390197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North &amp; West, Forest Hill Road Park</td>\n",
       "      <td>43.696948</td>\n",
       "      <td>-79.411307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>43.661608</td>\n",
       "      <td>-79.464763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M4R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West, Lawrence Park</td>\n",
       "      <td>43.715383</td>\n",
       "      <td>-79.405678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>43.672710</td>\n",
       "      <td>-79.405678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</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>79</th>\n",
       "      <td>M4S</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "      <td>43.704324</td>\n",
       "      <td>-79.388790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto, Harbord</td>\n",
       "      <td>43.662696</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</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>83</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
       "      <td>43.689574</td>\n",
       "      <td>-79.383160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Kensington Market, Chinatown, Grange Park</td>\n",
       "      <td>43.653206</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Summerhill West, Rathnelly, South Hill, Forest...</td>\n",
       "      <td>43.686412</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n",
       "      <td>43.628947</td>\n",
       "      <td>-79.394420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</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>92</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "      <td>43.646435</td>\n",
       "      <td>-79.374846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town, Cabbagetown</td>\n",
       "      <td>43.667967</td>\n",
       "      <td>-79.367675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</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>99</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>100</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing Centre, South C...</td>\n",
       "      <td>43.662744</td>\n",
       "      <td>-79.321558</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postcode           Borough  \\\n",
       "2        M5A  Downtown Toronto   \n",
       "4        M7A  Downtown Toronto   \n",
       "9        M5B  Downtown Toronto   \n",
       "15       M5C  Downtown Toronto   \n",
       "19       M4E      East Toronto   \n",
       "20       M5E  Downtown Toronto   \n",
       "24       M5G  Downtown Toronto   \n",
       "25       M6G  Downtown Toronto   \n",
       "30       M5H  Downtown Toronto   \n",
       "31       M6H      West Toronto   \n",
       "36       M5J  Downtown Toronto   \n",
       "37       M6J      West Toronto   \n",
       "41       M4K      East Toronto   \n",
       "42       M5K  Downtown Toronto   \n",
       "43       M6K      West Toronto   \n",
       "47       M4L      East Toronto   \n",
       "48       M5L  Downtown Toronto   \n",
       "54       M4M      East Toronto   \n",
       "61       M4N   Central Toronto   \n",
       "62       M5N   Central Toronto   \n",
       "67       M4P   Central Toronto   \n",
       "68       M5P   Central Toronto   \n",
       "69       M6P      West Toronto   \n",
       "73       M4R   Central Toronto   \n",
       "74       M5R   Central Toronto   \n",
       "75       M6R      West Toronto   \n",
       "79       M4S   Central Toronto   \n",
       "80       M5S  Downtown Toronto   \n",
       "81       M6S      West Toronto   \n",
       "83       M4T   Central Toronto   \n",
       "84       M5T  Downtown Toronto   \n",
       "86       M4V   Central Toronto   \n",
       "87       M5V  Downtown Toronto   \n",
       "91       M4W  Downtown Toronto   \n",
       "92       M5W  Downtown Toronto   \n",
       "96       M4X  Downtown Toronto   \n",
       "97       M5X  Downtown Toronto   \n",
       "99       M4Y  Downtown Toronto   \n",
       "100      M7Y      East Toronto   \n",
       "\n",
       "                                         Neighbourhood   Latitude  Longitude  \n",
       "2                            Regent Park, Harbourfront  43.654260 -79.360636  \n",
       "4          Queen's Park, Ontario Provincial Government  43.662301 -79.389494  \n",
       "9                             Garden District, Ryerson  43.657162 -79.378937  \n",
       "15                                      St. James Town  43.651494 -79.375418  \n",
       "19                                         The Beaches  43.676357 -79.293031  \n",
       "20                                         Berczy Park  43.644771 -79.373306  \n",
       "24                                  Central Bay Street  43.657952 -79.387383  \n",
       "25                                            Christie  43.669542 -79.422564  \n",
       "30                            Richmond, Adelaide, King  43.650571 -79.384568  \n",
       "31                        Dufferin, Dovercourt Village  43.669005 -79.442259  \n",
       "36   Harbourfront East, Union Station, Toronto Islands  43.640816 -79.381752  \n",
       "37                            Little Portugal, Trinity  43.647927 -79.419750  \n",
       "41                        The Danforth West, Riverdale  43.679557 -79.352188  \n",
       "42            Toronto Dominion Centre, Design Exchange  43.647177 -79.381576  \n",
       "43        Brockton, Parkdale Village, Exhibition Place  43.636847 -79.428191  \n",
       "47                      India Bazaar, The Beaches West  43.668999 -79.315572  \n",
       "48                      Commerce Court, Victoria Hotel  43.648198 -79.379817  \n",
       "54                                     Studio District  43.659526 -79.340923  \n",
       "61                                       Lawrence Park  43.728020 -79.388790  \n",
       "62                                            Roselawn  43.711695 -79.416936  \n",
       "67                                    Davisville North  43.712751 -79.390197  \n",
       "68     Forest Hill North & West, Forest Hill Road Park  43.696948 -79.411307  \n",
       "69                       High Park, The Junction South  43.661608 -79.464763  \n",
       "73                   North Toronto West, Lawrence Park  43.715383 -79.405678  \n",
       "74                 The Annex, North Midtown, Yorkville  43.672710 -79.405678  \n",
       "75                              Parkdale, Roncesvalles  43.648960 -79.456325  \n",
       "79                                          Davisville  43.704324 -79.388790  \n",
       "80                      University of Toronto, Harbord  43.662696 -79.400049  \n",
       "81                                  Runnymede, Swansea  43.651571 -79.484450  \n",
       "83                         Moore Park, Summerhill East  43.689574 -79.383160  \n",
       "84           Kensington Market, Chinatown, Grange Park  43.653206 -79.400049  \n",
       "86   Summerhill West, Rathnelly, South Hill, Forest...  43.686412 -79.400049  \n",
       "87   CN Tower, King and Spadina, Railway Lands, Har...  43.628947 -79.394420  \n",
       "91                                            Rosedale  43.679563 -79.377529  \n",
       "92                                      Stn A PO Boxes  43.646435 -79.374846  \n",
       "96                         St. James Town, Cabbagetown  43.667967 -79.367675  \n",
       "97              First Canadian Place, Underground city  43.648429 -79.382280  \n",
       "99                                Church and Wellesley  43.665860 -79.383160  \n",
       "100  Business reply mail Processing Centre, South C...  43.662744 -79.321558  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4 = df3[df3['Borough'].str.contains('Toronto',regex=False)]\n",
    "df4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the neighborhood using folium to dispaly map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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 0x7f63a9c76690>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_toronto = folium.Map(location=[43.651070,-79.347015],zoom_start=10)\n",
    "\n",
    "for lat,lng,borough,neighbourhood in zip(df4['Latitude'],df4['Longitude'],df4['Borough'],df4['Neighbourhood']):\n",
    "    label = '{}, {}'.format(neighbourhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "    [lat,lng],\n",
    "    radius=5,\n",
    "    popup=label,\n",
    "    color='red',\n",
    "    fill=True,\n",
    "    fill_color='#3186cc',\n",
    "    fill_opacity=0.7,\n",
    "    parse_html=False).add_to(map_toronto)\n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Please check the read me for the map if you cant see it here"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering the neighborhoods using K means Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 2, 0, 0, 3, 0, 4], dtype=int32)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 5\n",
    "\n",
    "toronto_clustering = df4.drop(['Postcode','Borough','Neighbourhood'],1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(toronto_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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>Cluster Labels</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>2</th>\n",
       "      <td>0</td>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park, Ontario Provincial Government</td>\n",
       "      <td>43.662301</td>\n",
       "      <td>-79.389494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Garden District, Ryerson</td>\n",
       "      <td>43.657162</td>\n",
       "      <td>-79.378937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\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>19</th>\n",
       "      <td>4</td>\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>20</th>\n",
       "      <td>0</td>\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>24</th>\n",
       "      <td>0</td>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>43.657952</td>\n",
       "      <td>-79.387383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3</td>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>43.669542</td>\n",
       "      <td>-79.422564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0</td>\n",
       "      <td>M5H</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Richmond, Adelaide, King</td>\n",
       "      <td>43.650571</td>\n",
       "      <td>-79.384568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1</td>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dufferin, Dovercourt Village</td>\n",
       "      <td>43.669005</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0</td>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East, Union Station, Toronto Islands</td>\n",
       "      <td>43.640816</td>\n",
       "      <td>-79.381752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>3</td>\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>41</th>\n",
       "      <td>4</td>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0</td>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Toronto Dominion Centre, Design Exchange</td>\n",
       "      <td>43.647177</td>\n",
       "      <td>-79.381576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>3</td>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton, Parkdale Village, Exhibition Place</td>\n",
       "      <td>43.636847</td>\n",
       "      <td>-79.428191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>4</td>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>India Bazaar, The Beaches West</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0</td>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>43.648198</td>\n",
       "      <td>-79.379817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>4</td>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2</td>\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>62</th>\n",
       "      <td>2</td>\n",
       "      <td>M5N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "      <td>43.711695</td>\n",
       "      <td>-79.416936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2</td>\n",
       "      <td>M4P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>43.712751</td>\n",
       "      <td>-79.390197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2</td>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North &amp; West, Forest Hill Road Park</td>\n",
       "      <td>43.696948</td>\n",
       "      <td>-79.411307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1</td>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>43.661608</td>\n",
       "      <td>-79.464763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2</td>\n",
       "      <td>M4R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West, Lawrence Park</td>\n",
       "      <td>43.715383</td>\n",
       "      <td>-79.405678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>3</td>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>43.672710</td>\n",
       "      <td>-79.405678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1</td>\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>79</th>\n",
       "      <td>2</td>\n",
       "      <td>M4S</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "      <td>43.704324</td>\n",
       "      <td>-79.388790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>3</td>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>University of Toronto, Harbord</td>\n",
       "      <td>43.662696</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1</td>\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>83</th>\n",
       "      <td>2</td>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
       "      <td>43.689574</td>\n",
       "      <td>-79.383160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>3</td>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Kensington Market, Chinatown, Grange Park</td>\n",
       "      <td>43.653206</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2</td>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Summerhill West, Rathnelly, South Hill, Forest...</td>\n",
       "      <td>43.686412</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0</td>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n",
       "      <td>43.628947</td>\n",
       "      <td>-79.394420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0</td>\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>92</th>\n",
       "      <td>0</td>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "      <td>43.646435</td>\n",
       "      <td>-79.374846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0</td>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town, Cabbagetown</td>\n",
       "      <td>43.667967</td>\n",
       "      <td>-79.367675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0</td>\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>99</th>\n",
       "      <td>0</td>\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>100</th>\n",
       "      <td>4</td>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing Centre, South C...</td>\n",
       "      <td>43.662744</td>\n",
       "      <td>-79.321558</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "     Cluster Labels Postcode           Borough  \\\n",
       "2                 0      M5A  Downtown Toronto   \n",
       "4                 0      M7A  Downtown Toronto   \n",
       "9                 0      M5B  Downtown Toronto   \n",
       "15                0      M5C  Downtown Toronto   \n",
       "19                4      M4E      East Toronto   \n",
       "20                0      M5E  Downtown Toronto   \n",
       "24                0      M5G  Downtown Toronto   \n",
       "25                3      M6G  Downtown Toronto   \n",
       "30                0      M5H  Downtown Toronto   \n",
       "31                1      M6H      West Toronto   \n",
       "36                0      M5J  Downtown Toronto   \n",
       "37                3      M6J      West Toronto   \n",
       "41                4      M4K      East Toronto   \n",
       "42                0      M5K  Downtown Toronto   \n",
       "43                3      M6K      West Toronto   \n",
       "47                4      M4L      East Toronto   \n",
       "48                0      M5L  Downtown Toronto   \n",
       "54                4      M4M      East Toronto   \n",
       "61                2      M4N   Central Toronto   \n",
       "62                2      M5N   Central Toronto   \n",
       "67                2      M4P   Central Toronto   \n",
       "68                2      M5P   Central Toronto   \n",
       "69                1      M6P      West Toronto   \n",
       "73                2      M4R   Central Toronto   \n",
       "74                3      M5R   Central Toronto   \n",
       "75                1      M6R      West Toronto   \n",
       "79                2      M4S   Central Toronto   \n",
       "80                3      M5S  Downtown Toronto   \n",
       "81                1      M6S      West Toronto   \n",
       "83                2      M4T   Central Toronto   \n",
       "84                3      M5T  Downtown Toronto   \n",
       "86                2      M4V   Central Toronto   \n",
       "87                0      M5V  Downtown Toronto   \n",
       "91                0      M4W  Downtown Toronto   \n",
       "92                0      M5W  Downtown Toronto   \n",
       "96                0      M4X  Downtown Toronto   \n",
       "97                0      M5X  Downtown Toronto   \n",
       "99                0      M4Y  Downtown Toronto   \n",
       "100               4      M7Y      East Toronto   \n",
       "\n",
       "                                         Neighbourhood   Latitude  Longitude  \n",
       "2                            Regent Park, Harbourfront  43.654260 -79.360636  \n",
       "4          Queen's Park, Ontario Provincial Government  43.662301 -79.389494  \n",
       "9                             Garden District, Ryerson  43.657162 -79.378937  \n",
       "15                                      St. James Town  43.651494 -79.375418  \n",
       "19                                         The Beaches  43.676357 -79.293031  \n",
       "20                                         Berczy Park  43.644771 -79.373306  \n",
       "24                                  Central Bay Street  43.657952 -79.387383  \n",
       "25                                            Christie  43.669542 -79.422564  \n",
       "30                            Richmond, Adelaide, King  43.650571 -79.384568  \n",
       "31                        Dufferin, Dovercourt Village  43.669005 -79.442259  \n",
       "36   Harbourfront East, Union Station, Toronto Islands  43.640816 -79.381752  \n",
       "37                            Little Portugal, Trinity  43.647927 -79.419750  \n",
       "41                        The Danforth West, Riverdale  43.679557 -79.352188  \n",
       "42            Toronto Dominion Centre, Design Exchange  43.647177 -79.381576  \n",
       "43        Brockton, Parkdale Village, Exhibition Place  43.636847 -79.428191  \n",
       "47                      India Bazaar, The Beaches West  43.668999 -79.315572  \n",
       "48                      Commerce Court, Victoria Hotel  43.648198 -79.379817  \n",
       "54                                     Studio District  43.659526 -79.340923  \n",
       "61                                       Lawrence Park  43.728020 -79.388790  \n",
       "62                                            Roselawn  43.711695 -79.416936  \n",
       "67                                    Davisville North  43.712751 -79.390197  \n",
       "68     Forest Hill North & West, Forest Hill Road Park  43.696948 -79.411307  \n",
       "69                       High Park, The Junction South  43.661608 -79.464763  \n",
       "73                   North Toronto West, Lawrence Park  43.715383 -79.405678  \n",
       "74                 The Annex, North Midtown, Yorkville  43.672710 -79.405678  \n",
       "75                              Parkdale, Roncesvalles  43.648960 -79.456325  \n",
       "79                                          Davisville  43.704324 -79.388790  \n",
       "80                      University of Toronto, Harbord  43.662696 -79.400049  \n",
       "81                                  Runnymede, Swansea  43.651571 -79.484450  \n",
       "83                         Moore Park, Summerhill East  43.689574 -79.383160  \n",
       "84           Kensington Market, Chinatown, Grange Park  43.653206 -79.400049  \n",
       "86   Summerhill West, Rathnelly, South Hill, Forest...  43.686412 -79.400049  \n",
       "87   CN Tower, King and Spadina, Railway Lands, Har...  43.628947 -79.394420  \n",
       "91                                            Rosedale  43.679563 -79.377529  \n",
       "92                                      Stn A PO Boxes  43.646435 -79.374846  \n",
       "96                         St. James Town, Cabbagetown  43.667967 -79.367675  \n",
       "97              First Canadian Place, Underground city  43.648429 -79.382280  \n",
       "99                                Church and Wellesley  43.665860 -79.383160  \n",
       "100  Business reply mail Processing Centre, South C...  43.662744 -79.321558  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_7af12a91854c4f3bb342b92758277501 = L.popup({"maxWidth": "100%"});

        
            var html_d7487ddbc3f64fbaa5ea03dd57c28d5a = $(`<div id="html_d7487ddbc3f64fbaa5ea03dd57c28d5a" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_7af12a91854c4f3bb342b92758277501.setContent(html_d7487ddbc3f64fbaa5ea03dd57c28d5a);
        

        circle_marker_06fccb6eb50b43d48773f6045f17f7d7.bindPopup(popup_7af12a91854c4f3bb342b92758277501)
        ;

        
    
    
            var circle_marker_b1b1fa2a49044dd4a0250805cc23200a = L.circleMarker(
                [43.66900510000001, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_38bf3b282cba4dcb8d8c92a073e44b2b = L.popup({"maxWidth": "100%"});

        
            var html_3a171ac83316476d8e63b5587f9724e0 = $(`<div id="html_3a171ac83316476d8e63b5587f9724e0" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_38bf3b282cba4dcb8d8c92a073e44b2b.setContent(html_3a171ac83316476d8e63b5587f9724e0);
        

        circle_marker_b1b1fa2a49044dd4a0250805cc23200a.bindPopup(popup_38bf3b282cba4dcb8d8c92a073e44b2b)
        ;

        
    
    
            var circle_marker_8ac2b7f22ada4b00b82cf8846f6dd74b = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_2ee7a9eb82df4bb995b17c6767519c64 = L.popup({"maxWidth": "100%"});

        
            var html_3943231ffe9c41f385e4839d3d07814d = $(`<div id="html_3943231ffe9c41f385e4839d3d07814d" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_2ee7a9eb82df4bb995b17c6767519c64.setContent(html_3943231ffe9c41f385e4839d3d07814d);
        

        circle_marker_8ac2b7f22ada4b00b82cf8846f6dd74b.bindPopup(popup_2ee7a9eb82df4bb995b17c6767519c64)
        ;

        
    
    
            var circle_marker_22a6893a325a48e2bf0ddc8d504952f0 = L.circleMarker(
                [43.647926700000006, -79.4197497],
                {"bubblingMouseEvents": true, "color": "#4df3ce", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#4df3ce", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_26a4f365faa642ee874a3a3001a978c7 = L.popup({"maxWidth": "100%"});

        
            var html_d89816380f7542f39401e64dca0d7875 = $(`<div id="html_d89816380f7542f39401e64dca0d7875" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>`)[0];
            popup_26a4f365faa642ee874a3a3001a978c7.setContent(html_d89816380f7542f39401e64dca0d7875);
        

        circle_marker_22a6893a325a48e2bf0ddc8d504952f0.bindPopup(popup_26a4f365faa642ee874a3a3001a978c7)
        ;

        
    
    
            var circle_marker_0439c1c113f14b9d9d131e7e84f93a88 = L.circleMarker(
                [43.6795571, -79.352188],
                {"bubblingMouseEvents": true, "color": "#b2f396", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#b2f396", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_6f917e86b910462c929d3abc6f9905a0 = L.popup({"maxWidth": "100%"});

        
            var html_b6ad0eb2da2246988c40358a1e5473f7 = $(`<div id="html_b6ad0eb2da2246988c40358a1e5473f7" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>`)[0];
            popup_6f917e86b910462c929d3abc6f9905a0.setContent(html_b6ad0eb2da2246988c40358a1e5473f7);
        

        circle_marker_0439c1c113f14b9d9d131e7e84f93a88.bindPopup(popup_6f917e86b910462c929d3abc6f9905a0)
        ;

        
    
    
            var circle_marker_1900492597ee4da6862212a75d2bab14 = L.circleMarker(
                [43.6471768, -79.38157640000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_31eb40f240264c0e88e8ac0587421e5b = L.popup({"maxWidth": "100%"});

        
            var html_a3bbdfeff987489d96ccc4ba601d2a82 = $(`<div id="html_a3bbdfeff987489d96ccc4ba601d2a82" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_31eb40f240264c0e88e8ac0587421e5b.setContent(html_a3bbdfeff987489d96ccc4ba601d2a82);
        

        circle_marker_1900492597ee4da6862212a75d2bab14.bindPopup(popup_31eb40f240264c0e88e8ac0587421e5b)
        ;

        
    
    
            var circle_marker_1e41f4d3173240d39302db303f71ef9a = L.circleMarker(
                [43.6368472, -79.42819140000002],
                {"bubblingMouseEvents": true, "color": "#4df3ce", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#4df3ce", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_9da5e640e64448c9a926c785e240c016 = L.popup({"maxWidth": "100%"});

        
            var html_c1090516c8264e9f928fe8d745a1ae1a = $(`<div id="html_c1090516c8264e9f928fe8d745a1ae1a" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>`)[0];
            popup_9da5e640e64448c9a926c785e240c016.setContent(html_c1090516c8264e9f928fe8d745a1ae1a);
        

        circle_marker_1e41f4d3173240d39302db303f71ef9a.bindPopup(popup_9da5e640e64448c9a926c785e240c016)
        ;

        
    
    
            var circle_marker_1e885f28fd974765a4fdd9fef386d8ba = L.circleMarker(
                [43.6689985, -79.31557159999998],
                {"bubblingMouseEvents": true, "color": "#b2f396", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#b2f396", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_1718df50645f4c1892c0a0973722dc9c = L.popup({"maxWidth": "100%"});

        
            var html_aa6a9f8fec8b4e879e2c9d258dd1a074 = $(`<div id="html_aa6a9f8fec8b4e879e2c9d258dd1a074" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>`)[0];
            popup_1718df50645f4c1892c0a0973722dc9c.setContent(html_aa6a9f8fec8b4e879e2c9d258dd1a074);
        

        circle_marker_1e885f28fd974765a4fdd9fef386d8ba.bindPopup(popup_1718df50645f4c1892c0a0973722dc9c)
        ;

        
    
    
            var circle_marker_f6f7a5b06e1e4be39b88b0bc04a43bbd = L.circleMarker(
                [43.6481985, -79.37981690000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_aac7968e9d264682b3752b4cd3c01a05 = L.popup({"maxWidth": "100%"});

        
            var html_8c2f9205ce6d440991965cb6570590a3 = $(`<div id="html_8c2f9205ce6d440991965cb6570590a3" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_aac7968e9d264682b3752b4cd3c01a05.setContent(html_8c2f9205ce6d440991965cb6570590a3);
        

        circle_marker_f6f7a5b06e1e4be39b88b0bc04a43bbd.bindPopup(popup_aac7968e9d264682b3752b4cd3c01a05)
        ;

        
    
    
            var circle_marker_7ac94b1568f8483ba0f1fe73144a7770 = L.circleMarker(
                [43.6595255, -79.340923],
                {"bubblingMouseEvents": true, "color": "#b2f396", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#b2f396", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_a08865123452429fab4c8710de6a2e89 = L.popup({"maxWidth": "100%"});

        
            var html_c6b18a3db6ff41918e3ebf8556bc4ac0 = $(`<div id="html_c6b18a3db6ff41918e3ebf8556bc4ac0" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>`)[0];
            popup_a08865123452429fab4c8710de6a2e89.setContent(html_c6b18a3db6ff41918e3ebf8556bc4ac0);
        

        circle_marker_7ac94b1568f8483ba0f1fe73144a7770.bindPopup(popup_a08865123452429fab4c8710de6a2e89)
        ;

        
    
    
            var circle_marker_4f962df6358d42af92fdc809e4dfd19a = L.circleMarker(
                [43.7280205, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#1996f3", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#1996f3", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_4c50f6dc42c347748b3db80fd877b3d9 = L.popup({"maxWidth": "100%"});

        
            var html_e08bce2150be40b1a98cab032635c785 = $(`<div id="html_e08bce2150be40b1a98cab032635c785" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
            popup_4c50f6dc42c347748b3db80fd877b3d9.setContent(html_e08bce2150be40b1a98cab032635c785);
        

        circle_marker_4f962df6358d42af92fdc809e4dfd19a.bindPopup(popup_4c50f6dc42c347748b3db80fd877b3d9)
        ;

        
    
    
            var circle_marker_1fe6968b6b6048a99dfbd64ce63f1ce9 = L.circleMarker(
                [43.7116948, -79.41693559999999],
                {"bubblingMouseEvents": true, "color": "#1996f3", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#1996f3", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_48db251c8d2b4b2e837f06907ec925b2 = L.popup({"maxWidth": "100%"});

        
            var html_233986e4a3814125a8c7e0fac875d2ba = $(`<div id="html_233986e4a3814125a8c7e0fac875d2ba" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
            popup_48db251c8d2b4b2e837f06907ec925b2.setContent(html_233986e4a3814125a8c7e0fac875d2ba);
        

        circle_marker_1fe6968b6b6048a99dfbd64ce63f1ce9.bindPopup(popup_48db251c8d2b4b2e837f06907ec925b2)
        ;

        
    
    
            var circle_marker_038b0aee758a4618af5dc4cca6ceb4bb = L.circleMarker(
                [43.7127511, -79.3901975],
                {"bubblingMouseEvents": true, "color": "#1996f3", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#1996f3", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_f5e0d75694e04102a346cf351fd359ae = L.popup({"maxWidth": "100%"});

        
            var html_0d149eefddfc45d0b57042f360546152 = $(`<div id="html_0d149eefddfc45d0b57042f360546152" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
            popup_f5e0d75694e04102a346cf351fd359ae.setContent(html_0d149eefddfc45d0b57042f360546152);
        

        circle_marker_038b0aee758a4618af5dc4cca6ceb4bb.bindPopup(popup_f5e0d75694e04102a346cf351fd359ae)
        ;

        
    
    
            var circle_marker_59b0b6ff438b47e1b48e84cf2a908885 = L.circleMarker(
                [43.6969476, -79.41130720000001],
                {"bubblingMouseEvents": true, "color": "#1996f3", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#1996f3", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_03e53ea4da5a48009a93b0d9d1a2641c = L.popup({"maxWidth": "100%"});

        
            var html_a6e8f238f48d40f8941cc00c5fbf47af = $(`<div id="html_a6e8f238f48d40f8941cc00c5fbf47af" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
            popup_03e53ea4da5a48009a93b0d9d1a2641c.setContent(html_a6e8f238f48d40f8941cc00c5fbf47af);
        

        circle_marker_59b0b6ff438b47e1b48e84cf2a908885.bindPopup(popup_03e53ea4da5a48009a93b0d9d1a2641c)
        ;

        
    
    
            var circle_marker_812e92fc778b4ab195ccc5a2d9f469fc = L.circleMarker(
                [43.6616083, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_a1de40dec1f7434791bf37c17bf49d7b = L.popup({"maxWidth": "100%"});

        
            var html_6e032fe2d75142a98aac2d3ea862f1df = $(`<div id="html_6e032fe2d75142a98aac2d3ea862f1df" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_a1de40dec1f7434791bf37c17bf49d7b.setContent(html_6e032fe2d75142a98aac2d3ea862f1df);
        

        circle_marker_812e92fc778b4ab195ccc5a2d9f469fc.bindPopup(popup_a1de40dec1f7434791bf37c17bf49d7b)
        ;

        
    
    
            var circle_marker_f2072e78b0b045ae99660c0cbb652da3 = L.circleMarker(
                [43.7153834, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "#1996f3", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#1996f3", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_a3de4358372c4dcf83987616ac86c90c = L.popup({"maxWidth": "100%"});

        
            var html_29937b51ddcc4bb881c3c1979fda9e43 = $(`<div id="html_29937b51ddcc4bb881c3c1979fda9e43" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
            popup_a3de4358372c4dcf83987616ac86c90c.setContent(html_29937b51ddcc4bb881c3c1979fda9e43);
        

        circle_marker_f2072e78b0b045ae99660c0cbb652da3.bindPopup(popup_a3de4358372c4dcf83987616ac86c90c)
        ;

        
    
    
            var circle_marker_9a7657dfdc3449009172afb9e6e8d77a = L.circleMarker(
                [43.6727097, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "#4df3ce", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#4df3ce", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_73d73bc62cfc4e33bb42c74b0d03e383 = L.popup({"maxWidth": "100%"});

        
            var html_f6154341af744cddbe8e032706c20cb7 = $(`<div id="html_f6154341af744cddbe8e032706c20cb7" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>`)[0];
            popup_73d73bc62cfc4e33bb42c74b0d03e383.setContent(html_f6154341af744cddbe8e032706c20cb7);
        

        circle_marker_9a7657dfdc3449009172afb9e6e8d77a.bindPopup(popup_73d73bc62cfc4e33bb42c74b0d03e383)
        ;

        
    
    
            var circle_marker_7a69cf24b7814f3a9ee195e282c02246 = L.circleMarker(
                [43.6489597, -79.456325],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_d1345d45ee7f43ee98fd488b3ded6acc = L.popup({"maxWidth": "100%"});

        
            var html_7259c87f63a844128b6308f9c519a67e = $(`<div id="html_7259c87f63a844128b6308f9c519a67e" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_d1345d45ee7f43ee98fd488b3ded6acc.setContent(html_7259c87f63a844128b6308f9c519a67e);
        

        circle_marker_7a69cf24b7814f3a9ee195e282c02246.bindPopup(popup_d1345d45ee7f43ee98fd488b3ded6acc)
        ;

        
    
    
            var circle_marker_3f3a0a50c8144384864f460bb87a3dc2 = L.circleMarker(
                [43.7043244, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#1996f3", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#1996f3", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_a8b47066fbb84e4abbc602786ffa8aad = L.popup({"maxWidth": "100%"});

        
            var html_070e46495be2456ea26ae783c8cda494 = $(`<div id="html_070e46495be2456ea26ae783c8cda494" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
            popup_a8b47066fbb84e4abbc602786ffa8aad.setContent(html_070e46495be2456ea26ae783c8cda494);
        

        circle_marker_3f3a0a50c8144384864f460bb87a3dc2.bindPopup(popup_a8b47066fbb84e4abbc602786ffa8aad)
        ;

        
    
    
            var circle_marker_5ae01a6274f94fd7bd6a72cffd2eeee0 = L.circleMarker(
                [43.6626956, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#4df3ce", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#4df3ce", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_2db0411f67a940ff863b7e94f4008fe8 = L.popup({"maxWidth": "100%"});

        
            var html_4c009f55bab84d3993ecbf1f0752e9cd = $(`<div id="html_4c009f55bab84d3993ecbf1f0752e9cd" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>`)[0];
            popup_2db0411f67a940ff863b7e94f4008fe8.setContent(html_4c009f55bab84d3993ecbf1f0752e9cd);
        

        circle_marker_5ae01a6274f94fd7bd6a72cffd2eeee0.bindPopup(popup_2db0411f67a940ff863b7e94f4008fe8)
        ;

        
    
    
            var circle_marker_c812246b3cec4638b5042ebb8ad267e3 = L.circleMarker(
                [43.6515706, -79.4844499],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_61142ebfc91a4fd0a51a6ebb6d46836e = L.popup({"maxWidth": "100%"});

        
            var html_75542f5640124acb8721bf4e7929792e = $(`<div id="html_75542f5640124acb8721bf4e7929792e" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>`)[0];
            popup_61142ebfc91a4fd0a51a6ebb6d46836e.setContent(html_75542f5640124acb8721bf4e7929792e);
        

        circle_marker_c812246b3cec4638b5042ebb8ad267e3.bindPopup(popup_61142ebfc91a4fd0a51a6ebb6d46836e)
        ;

        
    
    
            var circle_marker_18b9100bdb2b4944b5265b91bcc31a06 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#1996f3", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#1996f3", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_b9051f54c9354531a4e21ef1eb7a2771 = L.popup({"maxWidth": "100%"});

        
            var html_ad735a1f9a914e24a0b2ebff442a174c = $(`<div id="html_ad735a1f9a914e24a0b2ebff442a174c" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
            popup_b9051f54c9354531a4e21ef1eb7a2771.setContent(html_ad735a1f9a914e24a0b2ebff442a174c);
        

        circle_marker_18b9100bdb2b4944b5265b91bcc31a06.bindPopup(popup_b9051f54c9354531a4e21ef1eb7a2771)
        ;

        
    
    
            var circle_marker_18230fa0092942b0a4c2e57d42dd9de7 = L.circleMarker(
                [43.6532057, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#4df3ce", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#4df3ce", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_60d41de788344bba837f0773780b1608 = L.popup({"maxWidth": "100%"});

        
            var html_9204040ae20242cbad39ed099cce1a45 = $(`<div id="html_9204040ae20242cbad39ed099cce1a45" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>`)[0];
            popup_60d41de788344bba837f0773780b1608.setContent(html_9204040ae20242cbad39ed099cce1a45);
        

        circle_marker_18230fa0092942b0a4c2e57d42dd9de7.bindPopup(popup_60d41de788344bba837f0773780b1608)
        ;

        
    
    
            var circle_marker_fab23d03196a4e5b9aeaa5e2f2dbbb02 = L.circleMarker(
                [43.68641229999999, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#1996f3", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#1996f3", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_ce1e3c9690fa48eaa281a4009b365f86 = L.popup({"maxWidth": "100%"});

        
            var html_ab814e89f7c14b9d933c4d656a1ce4ae = $(`<div id="html_ab814e89f7c14b9d933c4d656a1ce4ae" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>`)[0];
            popup_ce1e3c9690fa48eaa281a4009b365f86.setContent(html_ab814e89f7c14b9d933c4d656a1ce4ae);
        

        circle_marker_fab23d03196a4e5b9aeaa5e2f2dbbb02.bindPopup(popup_ce1e3c9690fa48eaa281a4009b365f86)
        ;

        
    
    
            var circle_marker_e2f05be012fa4b6bb17fb4bdee32a8b4 = L.circleMarker(
                [43.6289467, -79.3944199],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_8b68b28fa394410f8535b697f913c12c = L.popup({"maxWidth": "100%"});

        
            var html_ba56415267014fe5ac807ac76f9154e2 = $(`<div id="html_ba56415267014fe5ac807ac76f9154e2" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_8b68b28fa394410f8535b697f913c12c.setContent(html_ba56415267014fe5ac807ac76f9154e2);
        

        circle_marker_e2f05be012fa4b6bb17fb4bdee32a8b4.bindPopup(popup_8b68b28fa394410f8535b697f913c12c)
        ;

        
    
    
            var circle_marker_e65ba10ef806462d8fd7086484cbafd1 = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_995410a4abf14ea6b964beb1863634b2 = L.popup({"maxWidth": "100%"});

        
            var html_8cee389344dc4baa93cc246cb1a85547 = $(`<div id="html_8cee389344dc4baa93cc246cb1a85547" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_995410a4abf14ea6b964beb1863634b2.setContent(html_8cee389344dc4baa93cc246cb1a85547);
        

        circle_marker_e65ba10ef806462d8fd7086484cbafd1.bindPopup(popup_995410a4abf14ea6b964beb1863634b2)
        ;

        
    
    
            var circle_marker_4fac97b3de404845b3c2eb060a6aab96 = L.circleMarker(
                [43.6464352, -79.37484599999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_b12b33d2e0684ce99592dd89ee1c7ad5 = L.popup({"maxWidth": "100%"});

        
            var html_b70e2a5f70a6487ebbb2b94af4c357e2 = $(`<div id="html_b70e2a5f70a6487ebbb2b94af4c357e2" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_b12b33d2e0684ce99592dd89ee1c7ad5.setContent(html_b70e2a5f70a6487ebbb2b94af4c357e2);
        

        circle_marker_4fac97b3de404845b3c2eb060a6aab96.bindPopup(popup_b12b33d2e0684ce99592dd89ee1c7ad5)
        ;

        
    
    
            var circle_marker_05cefe7e0b1347f29e7b5a847def1d28 = L.circleMarker(
                [43.667967, -79.3676753],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_48106dfe639a4933aa521658ff80ae95 = L.popup({"maxWidth": "100%"});

        
            var html_a23864cb270e489f8a3d16f65c9f5d2c = $(`<div id="html_a23864cb270e489f8a3d16f65c9f5d2c" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_48106dfe639a4933aa521658ff80ae95.setContent(html_a23864cb270e489f8a3d16f65c9f5d2c);
        

        circle_marker_05cefe7e0b1347f29e7b5a847def1d28.bindPopup(popup_48106dfe639a4933aa521658ff80ae95)
        ;

        
    
    
            var circle_marker_51e90a27c78b4e1cab9255579f779626 = L.circleMarker(
                [43.6484292, -79.3822802],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_8c3366ef74ab4549a4d712201265fd80 = L.popup({"maxWidth": "100%"});

        
            var html_ad7a38a358dd4b8aa711c039fa1a927c = $(`<div id="html_ad7a38a358dd4b8aa711c039fa1a927c" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_8c3366ef74ab4549a4d712201265fd80.setContent(html_ad7a38a358dd4b8aa711c039fa1a927c);
        

        circle_marker_51e90a27c78b4e1cab9255579f779626.bindPopup(popup_8c3366ef74ab4549a4d712201265fd80)
        ;

        
    
    
            var circle_marker_ea691e0b0e924225bbae206355a61ef0 = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_c5ac514fbef4484aa2d1891bc7191364 = L.popup({"maxWidth": "100%"});

        
            var html_12a103d7675645ee88f4d20224323c06 = $(`<div id="html_12a103d7675645ee88f4d20224323c06" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>`)[0];
            popup_c5ac514fbef4484aa2d1891bc7191364.setContent(html_12a103d7675645ee88f4d20224323c06);
        

        circle_marker_ea691e0b0e924225bbae206355a61ef0.bindPopup(popup_c5ac514fbef4484aa2d1891bc7191364)
        ;

        
    
    
            var circle_marker_0b6ddd3ffdac4df283fe047a92dc0d10 = L.circleMarker(
                [43.6627439, -79.321558],
                {"bubblingMouseEvents": true, "color": "#b2f396", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#b2f396", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_dfeb0e236ea34932b6ba40da11f6ce51);
        
    
        var popup_ba0abb6b14f24c108e9f0570d3172cab = L.popup({"maxWidth": "100%"});

        
            var html_07d548dfc863450b8841137f72471733 = $(`<div id="html_07d548dfc863450b8841137f72471733" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>`)[0];
            popup_ba0abb6b14f24c108e9f0570d3172cab.setContent(html_07d548dfc863450b8841137f72471733);
        

        circle_marker_0b6ddd3ffdac4df283fe047a92dc0d10.bindPopup(popup_ba0abb6b14f24c108e9f0570d3172cab)
        ;

        
    
</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 0x7f63aa00a2d0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[43.651070,-79.347015],zoom_start=10)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(k)\n",
    "ys = [i + x + (i*x)**2 for i in range(k)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, neighbourhood, cluster in zip(df4['Latitude'], df4['Longitude'], df4['Neighbourhood'], df4['Cluster Labels']):\n",
    "    label = folium.Popup(' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "version": 3
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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