Geospatial_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import geocoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge,Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek,Rouge Hill,Port Union</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood,Morningside,West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>East Birchmount Park,Ionview,Kennedy Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clairlea,Golden Mile,Oakridge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffcrest,Cliffside,Scarborough Village West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff,Cliffside West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park,Scarborough Town Centre,Wexford He...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale,Wexford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners,Sullivan,Tam O'Shanter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt North,L'Amoreaux East,Milliken,Steel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>L'Amoreaux West,Steeles West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview,Henry Farm,Oriole</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Silver Hills,York Mills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Newtonbrook,Willowdale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M2P</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale West</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Flemingdon Park,Don Mills South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor,Downsview North,Wilson Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park,York University</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M6C</td>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M6E</td>\n",
       "      <td>York</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village,Dufferin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal,Trinity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton,Exhibition Place,Parkdale Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Maple Leaf Park,North Park,Upwood Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray,Keelsdale,Mount Dennis,Silverthorn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6N</td>\n",
       "      <td>York</td>\n",
       "      <td>The Junction North,Runnymede</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park,The Junction South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale,Roncesvalles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede,Swansea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>Queen's Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M7R</td>\n",
       "      <td>Mississauga</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing Centre969 Eastern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay Shores,Mimico South,New Toronto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood,Long Branch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway,Montgomery Road,Old Mill North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay,King's Mill Park,Kingsway Park Sout...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsway Park South West,Mimico NW,The Queensw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Cloverdale,Islington,Martin Grove,Princess Gar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Bloordale Gardens,Eringate,Markland Wood,Old B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Emery,Humberlea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M9N</td>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M9P</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Westmount</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village,Martin Grove Gardens,Richvie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Albion Gardens,Beaumond Heights,Humbergate,Jam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M9W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>103 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postcode           Borough  \\\n",
       "0        M1B       Scarborough   \n",
       "1        M1C       Scarborough   \n",
       "2        M1E       Scarborough   \n",
       "3        M1G       Scarborough   \n",
       "4        M1H       Scarborough   \n",
       "5        M1J       Scarborough   \n",
       "6        M1K       Scarborough   \n",
       "7        M1L       Scarborough   \n",
       "8        M1M       Scarborough   \n",
       "9        M1N       Scarborough   \n",
       "10       M1P       Scarborough   \n",
       "11       M1R       Scarborough   \n",
       "12       M1S       Scarborough   \n",
       "13       M1T       Scarborough   \n",
       "14       M1V       Scarborough   \n",
       "15       M1W       Scarborough   \n",
       "16       M1X       Scarborough   \n",
       "17       M2H        North York   \n",
       "18       M2J        North York   \n",
       "19       M2K        North York   \n",
       "20       M2L        North York   \n",
       "21       M2M        North York   \n",
       "22       M2N        North York   \n",
       "23       M2P        North York   \n",
       "24       M2R        North York   \n",
       "25       M3A        North York   \n",
       "26       M3B        North York   \n",
       "27       M3C        North York   \n",
       "28       M3H        North York   \n",
       "29       M3J        North York   \n",
       "..       ...               ...   \n",
       "73       M6C              York   \n",
       "74       M6E              York   \n",
       "75       M6G  Downtown Toronto   \n",
       "76       M6H      West Toronto   \n",
       "77       M6J      West Toronto   \n",
       "78       M6K      West Toronto   \n",
       "79       M6L        North York   \n",
       "80       M6M              York   \n",
       "81       M6N              York   \n",
       "82       M6P      West Toronto   \n",
       "83       M6R      West Toronto   \n",
       "84       M6S      West Toronto   \n",
       "85       M7A      Queen's Park   \n",
       "86       M7R       Mississauga   \n",
       "87       M7Y      East Toronto   \n",
       "88       M8V         Etobicoke   \n",
       "89       M8W         Etobicoke   \n",
       "90       M8X         Etobicoke   \n",
       "91       M8Y         Etobicoke   \n",
       "92       M8Z         Etobicoke   \n",
       "93       M9A         Etobicoke   \n",
       "94       M9B         Etobicoke   \n",
       "95       M9C         Etobicoke   \n",
       "96       M9L        North York   \n",
       "97       M9M        North York   \n",
       "98       M9N              York   \n",
       "99       M9P         Etobicoke   \n",
       "100      M9R         Etobicoke   \n",
       "101      M9V         Etobicoke   \n",
       "102      M9W         Etobicoke   \n",
       "\n",
       "                                         Neighbourhood  \n",
       "0                                        Rouge,Malvern  \n",
       "1                 Highland Creek,Rouge Hill,Port Union  \n",
       "2                      Guildwood,Morningside,West Hill  \n",
       "3                                               Woburn  \n",
       "4                                            Cedarbrae  \n",
       "5                                  Scarborough Village  \n",
       "6            East Birchmount Park,Ionview,Kennedy Park  \n",
       "7                        Clairlea,Golden Mile,Oakridge  \n",
       "8        Cliffcrest,Cliffside,Scarborough Village West  \n",
       "9                           Birch Cliff,Cliffside West  \n",
       "10   Dorset Park,Scarborough Town Centre,Wexford He...  \n",
       "11                                    Maryvale,Wexford  \n",
       "12                                           Agincourt  \n",
       "13               Clarks Corners,Sullivan,Tam O'Shanter  \n",
       "14   Agincourt North,L'Amoreaux East,Milliken,Steel...  \n",
       "15                        L'Amoreaux West,Steeles West  \n",
       "16                                         Upper Rouge  \n",
       "17                                   Hillcrest Village  \n",
       "18                          Fairview,Henry Farm,Oriole  \n",
       "19                                     Bayview Village  \n",
       "20                             Silver Hills,York Mills  \n",
       "21                              Newtonbrook,Willowdale  \n",
       "22                                    Willowdale South  \n",
       "23                                     York Mills West  \n",
       "24                                     Willowdale West  \n",
       "25                                           Parkwoods  \n",
       "26                                     Don Mills North  \n",
       "27                     Flemingdon Park,Don Mills South  \n",
       "28       Bathurst Manor,Downsview North,Wilson Heights  \n",
       "29                      Northwood Park,York University  \n",
       "..                                                 ...  \n",
       "73                                  Humewood-Cedarvale  \n",
       "74                                 Caledonia-Fairbanks  \n",
       "75                                            Christie  \n",
       "76                         Dovercourt Village,Dufferin  \n",
       "77                             Little Portugal,Trinity  \n",
       "78          Brockton,Exhibition Place,Parkdale Village  \n",
       "79              Maple Leaf Park,North Park,Upwood Park  \n",
       "80          Del Ray,Keelsdale,Mount Dennis,Silverthorn  \n",
       "81                        The Junction North,Runnymede  \n",
       "82                        High Park,The Junction South  \n",
       "83                               Parkdale,Roncesvalles  \n",
       "84                                   Runnymede,Swansea  \n",
       "85                                        Queen's Park  \n",
       "86               Canada Post Gateway Processing Centre  \n",
       "87    Business reply mail Processing Centre969 Eastern  \n",
       "88          Humber Bay Shores,Mimico South,New Toronto  \n",
       "89                               Alderwood,Long Branch  \n",
       "90         The Kingsway,Montgomery Road,Old Mill North  \n",
       "91   Humber Bay,King's Mill Park,Kingsway Park Sout...  \n",
       "92   Kingsway Park South West,Mimico NW,The Queensw...  \n",
       "93                                    Islington Avenue  \n",
       "94   Cloverdale,Islington,Martin Grove,Princess Gar...  \n",
       "95   Bloordale Gardens,Eringate,Markland Wood,Old B...  \n",
       "96                                       Humber Summit  \n",
       "97                                     Emery,Humberlea  \n",
       "98                                              Weston  \n",
       "99                                           Westmount  \n",
       "100  Kingsview Village,Martin Grove Gardens,Richvie...  \n",
       "101  Albion Gardens,Beaumond Heights,Humbergate,Jam...  \n",
       "102                                          Northwest  \n",
       "\n",
       "[103 rows x 3 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfc = pd.read_csv('toronto.csv')\n",
    "dfc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## This takes a lot of time and didn't work"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat_lng_coords = None\n",
    "postal_code = 'M1B'\n",
    "#coords= []\n",
    "#for i,pcode in enumerate(dfc[\"Postcode\"]):\n",
    "while (lat_lng_coords is None):\n",
    "    g = geocoder.google('{}, Toronto, Ontario'.format(postal_code))\n",
    "    lat_lng_coords = g.latlng\n",
    "    #coords.append( [lat_lng_coords[0],lat_lng_coords[1]] )\n",
    "    #lat_lng_coords\n",
    "latitude = lat_lng_coords[0]\n",
    "longitude = lat_lng_coords[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Therefore, I will use the csv file provided"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M1J</td>\n",
       "      <td>43.744734</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1K</td>\n",
       "      <td>43.727929</td>\n",
       "      <td>-79.262029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>43.711112</td>\n",
       "      <td>-79.284577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>43.716316</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M1N</td>\n",
       "      <td>43.692657</td>\n",
       "      <td>-79.264848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1P</td>\n",
       "      <td>43.757410</td>\n",
       "      <td>-79.273304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>43.750072</td>\n",
       "      <td>-79.295849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M1S</td>\n",
       "      <td>43.794200</td>\n",
       "      <td>-79.262029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M1T</td>\n",
       "      <td>43.781638</td>\n",
       "      <td>-79.304302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>43.815252</td>\n",
       "      <td>-79.284577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>43.799525</td>\n",
       "      <td>-79.318389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M1X</td>\n",
       "      <td>43.836125</td>\n",
       "      <td>-79.205636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>43.803762</td>\n",
       "      <td>-79.363452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>43.778517</td>\n",
       "      <td>-79.346556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>43.786947</td>\n",
       "      <td>-79.385975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>43.757490</td>\n",
       "      <td>-79.374714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>43.789053</td>\n",
       "      <td>-79.408493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>43.770120</td>\n",
       "      <td>-79.408493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M2P</td>\n",
       "      <td>43.752758</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M2R</td>\n",
       "      <td>43.782736</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M3A</td>\n",
       "      <td>43.753259</td>\n",
       "      <td>-79.329656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M3B</td>\n",
       "      <td>43.745906</td>\n",
       "      <td>-79.352188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>43.725900</td>\n",
       "      <td>-79.340923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>43.754328</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3J</td>\n",
       "      <td>43.767980</td>\n",
       "      <td>-79.487262</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>M6C</td>\n",
       "      <td>43.693781</td>\n",
       "      <td>-79.428191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M6E</td>\n",
       "      <td>43.689026</td>\n",
       "      <td>-79.453512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M6G</td>\n",
       "      <td>43.669542</td>\n",
       "      <td>-79.422564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M6H</td>\n",
       "      <td>43.669005</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>M6J</td>\n",
       "      <td>43.647927</td>\n",
       "      <td>-79.419750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>M6K</td>\n",
       "      <td>43.636847</td>\n",
       "      <td>-79.428191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>43.713756</td>\n",
       "      <td>-79.490074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6M</td>\n",
       "      <td>43.691116</td>\n",
       "      <td>-79.476013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6N</td>\n",
       "      <td>43.673185</td>\n",
       "      <td>-79.487262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>M6P</td>\n",
       "      <td>43.661608</td>\n",
       "      <td>-79.464763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>M6R</td>\n",
       "      <td>43.648960</td>\n",
       "      <td>-79.456325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M6S</td>\n",
       "      <td>43.651571</td>\n",
       "      <td>-79.484450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>M7A</td>\n",
       "      <td>43.662301</td>\n",
       "      <td>-79.389494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M7R</td>\n",
       "      <td>43.636966</td>\n",
       "      <td>-79.615819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>43.662744</td>\n",
       "      <td>-79.321558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>43.605647</td>\n",
       "      <td>-79.501321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>M8W</td>\n",
       "      <td>43.602414</td>\n",
       "      <td>-79.543484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>M8X</td>\n",
       "      <td>43.653654</td>\n",
       "      <td>-79.506944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>43.636258</td>\n",
       "      <td>-79.498509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>43.628841</td>\n",
       "      <td>-79.520999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>M9A</td>\n",
       "      <td>43.667856</td>\n",
       "      <td>-79.532242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>M9B</td>\n",
       "      <td>43.650943</td>\n",
       "      <td>-79.554724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9C</td>\n",
       "      <td>43.643515</td>\n",
       "      <td>-79.577201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9L</td>\n",
       "      <td>43.756303</td>\n",
       "      <td>-79.565963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9M</td>\n",
       "      <td>43.724766</td>\n",
       "      <td>-79.532242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M9N</td>\n",
       "      <td>43.706876</td>\n",
       "      <td>-79.518188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M9P</td>\n",
       "      <td>43.696319</td>\n",
       "      <td>-79.532242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M9R</td>\n",
       "      <td>43.688905</td>\n",
       "      <td>-79.554724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M9V</td>\n",
       "      <td>43.739416</td>\n",
       "      <td>-79.588437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M9W</td>\n",
       "      <td>43.706748</td>\n",
       "      <td>-79.594054</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>103 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postal Code   Latitude  Longitude\n",
       "0           M1B  43.806686 -79.194353\n",
       "1           M1C  43.784535 -79.160497\n",
       "2           M1E  43.763573 -79.188711\n",
       "3           M1G  43.770992 -79.216917\n",
       "4           M1H  43.773136 -79.239476\n",
       "5           M1J  43.744734 -79.239476\n",
       "6           M1K  43.727929 -79.262029\n",
       "7           M1L  43.711112 -79.284577\n",
       "8           M1M  43.716316 -79.239476\n",
       "9           M1N  43.692657 -79.264848\n",
       "10          M1P  43.757410 -79.273304\n",
       "11          M1R  43.750072 -79.295849\n",
       "12          M1S  43.794200 -79.262029\n",
       "13          M1T  43.781638 -79.304302\n",
       "14          M1V  43.815252 -79.284577\n",
       "15          M1W  43.799525 -79.318389\n",
       "16          M1X  43.836125 -79.205636\n",
       "17          M2H  43.803762 -79.363452\n",
       "18          M2J  43.778517 -79.346556\n",
       "19          M2K  43.786947 -79.385975\n",
       "20          M2L  43.757490 -79.374714\n",
       "21          M2M  43.789053 -79.408493\n",
       "22          M2N  43.770120 -79.408493\n",
       "23          M2P  43.752758 -79.400049\n",
       "24          M2R  43.782736 -79.442259\n",
       "25          M3A  43.753259 -79.329656\n",
       "26          M3B  43.745906 -79.352188\n",
       "27          M3C  43.725900 -79.340923\n",
       "28          M3H  43.754328 -79.442259\n",
       "29          M3J  43.767980 -79.487262\n",
       "..          ...        ...        ...\n",
       "73          M6C  43.693781 -79.428191\n",
       "74          M6E  43.689026 -79.453512\n",
       "75          M6G  43.669542 -79.422564\n",
       "76          M6H  43.669005 -79.442259\n",
       "77          M6J  43.647927 -79.419750\n",
       "78          M6K  43.636847 -79.428191\n",
       "79          M6L  43.713756 -79.490074\n",
       "80          M6M  43.691116 -79.476013\n",
       "81          M6N  43.673185 -79.487262\n",
       "82          M6P  43.661608 -79.464763\n",
       "83          M6R  43.648960 -79.456325\n",
       "84          M6S  43.651571 -79.484450\n",
       "85          M7A  43.662301 -79.389494\n",
       "86          M7R  43.636966 -79.615819\n",
       "87          M7Y  43.662744 -79.321558\n",
       "88          M8V  43.605647 -79.501321\n",
       "89          M8W  43.602414 -79.543484\n",
       "90          M8X  43.653654 -79.506944\n",
       "91          M8Y  43.636258 -79.498509\n",
       "92          M8Z  43.628841 -79.520999\n",
       "93          M9A  43.667856 -79.532242\n",
       "94          M9B  43.650943 -79.554724\n",
       "95          M9C  43.643515 -79.577201\n",
       "96          M9L  43.756303 -79.565963\n",
       "97          M9M  43.724766 -79.532242\n",
       "98          M9N  43.706876 -79.518188\n",
       "99          M9P  43.696319 -79.532242\n",
       "100         M9R  43.688905 -79.554724\n",
       "101         M9V  43.739416 -79.588437\n",
       "102         M9W  43.706748 -79.594054\n",
       "\n",
       "[103 rows x 3 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lat = pd.read_csv('Geospatial_Coordinates.csv')\n",
    "lat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge,Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek,Rouge Hill,Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood,Morningside,West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>43.744734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>East Birchmount Park,Ionview,Kennedy Park</td>\n",
       "      <td>43.727929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clairlea,Golden Mile,Oakridge</td>\n",
       "      <td>43.711112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffcrest,Cliffside,Scarborough Village West</td>\n",
       "      <td>43.716316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff,Cliffside West</td>\n",
       "      <td>43.692657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park,Scarborough Town Centre,Wexford He...</td>\n",
       "      <td>43.757410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale,Wexford</td>\n",
       "      <td>43.750072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>43.794200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners,Sullivan,Tam O'Shanter</td>\n",
       "      <td>43.781638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt North,L'Amoreaux East,Milliken,Steel...</td>\n",
       "      <td>43.815252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>L'Amoreaux West,Steeles West</td>\n",
       "      <td>43.799525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "      <td>43.836125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.803762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview,Henry Farm,Oriole</td>\n",
       "      <td>43.778517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>43.786947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Silver Hills,York Mills</td>\n",
       "      <td>43.757490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Newtonbrook,Willowdale</td>\n",
       "      <td>43.789053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale South</td>\n",
       "      <td>43.770120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M2P</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>43.752758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale West</td>\n",
       "      <td>43.782736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.753259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills North</td>\n",
       "      <td>43.745906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Flemingdon Park,Don Mills South</td>\n",
       "      <td>43.725900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor,Downsview North,Wilson Heights</td>\n",
       "      <td>43.754328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park,York University</td>\n",
       "      <td>43.767980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M6C</td>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "      <td>43.693781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M6E</td>\n",
       "      <td>York</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>43.689026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>43.669542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village,Dufferin</td>\n",
       "      <td>43.669005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal,Trinity</td>\n",
       "      <td>43.647927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton,Exhibition Place,Parkdale Village</td>\n",
       "      <td>43.636847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Maple Leaf Park,North Park,Upwood Park</td>\n",
       "      <td>43.713756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray,Keelsdale,Mount Dennis,Silverthorn</td>\n",
       "      <td>43.691116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6N</td>\n",
       "      <td>York</td>\n",
       "      <td>The Junction North,Runnymede</td>\n",
       "      <td>43.673185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park,The Junction South</td>\n",
       "      <td>43.661608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale,Roncesvalles</td>\n",
       "      <td>43.648960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede,Swansea</td>\n",
       "      <td>43.651571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>43.662301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M7R</td>\n",
       "      <td>Mississauga</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>43.636966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing Centre969 Eastern</td>\n",
       "      <td>43.662744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay Shores,Mimico South,New Toronto</td>\n",
       "      <td>43.605647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood,Long Branch</td>\n",
       "      <td>43.602414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway,Montgomery Road,Old Mill North</td>\n",
       "      <td>43.653654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay,King's Mill Park,Kingsway Park Sout...</td>\n",
       "      <td>43.636258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsway Park South West,Mimico NW,The Queensw...</td>\n",
       "      <td>43.628841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "      <td>43.667856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Cloverdale,Islington,Martin Grove,Princess Gar...</td>\n",
       "      <td>43.650943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Bloordale Gardens,Eringate,Markland Wood,Old B...</td>\n",
       "      <td>43.643515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>43.756303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Emery,Humberlea</td>\n",
       "      <td>43.724766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M9N</td>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "      <td>43.706876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M9P</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Westmount</td>\n",
       "      <td>43.696319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village,Martin Grove Gardens,Richvie...</td>\n",
       "      <td>43.688905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Albion Gardens,Beaumond Heights,Humbergate,Jam...</td>\n",
       "      <td>43.739416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M9W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest</td>\n",
       "      <td>43.706748</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>103 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postcode           Borough  \\\n",
       "0        M1B       Scarborough   \n",
       "1        M1C       Scarborough   \n",
       "2        M1E       Scarborough   \n",
       "3        M1G       Scarborough   \n",
       "4        M1H       Scarborough   \n",
       "5        M1J       Scarborough   \n",
       "6        M1K       Scarborough   \n",
       "7        M1L       Scarborough   \n",
       "8        M1M       Scarborough   \n",
       "9        M1N       Scarborough   \n",
       "10       M1P       Scarborough   \n",
       "11       M1R       Scarborough   \n",
       "12       M1S       Scarborough   \n",
       "13       M1T       Scarborough   \n",
       "14       M1V       Scarborough   \n",
       "15       M1W       Scarborough   \n",
       "16       M1X       Scarborough   \n",
       "17       M2H        North York   \n",
       "18       M2J        North York   \n",
       "19       M2K        North York   \n",
       "20       M2L        North York   \n",
       "21       M2M        North York   \n",
       "22       M2N        North York   \n",
       "23       M2P        North York   \n",
       "24       M2R        North York   \n",
       "25       M3A        North York   \n",
       "26       M3B        North York   \n",
       "27       M3C        North York   \n",
       "28       M3H        North York   \n",
       "29       M3J        North York   \n",
       "..       ...               ...   \n",
       "73       M6C              York   \n",
       "74       M6E              York   \n",
       "75       M6G  Downtown Toronto   \n",
       "76       M6H      West Toronto   \n",
       "77       M6J      West Toronto   \n",
       "78       M6K      West Toronto   \n",
       "79       M6L        North York   \n",
       "80       M6M              York   \n",
       "81       M6N              York   \n",
       "82       M6P      West Toronto   \n",
       "83       M6R      West Toronto   \n",
       "84       M6S      West Toronto   \n",
       "85       M7A      Queen's Park   \n",
       "86       M7R       Mississauga   \n",
       "87       M7Y      East Toronto   \n",
       "88       M8V         Etobicoke   \n",
       "89       M8W         Etobicoke   \n",
       "90       M8X         Etobicoke   \n",
       "91       M8Y         Etobicoke   \n",
       "92       M8Z         Etobicoke   \n",
       "93       M9A         Etobicoke   \n",
       "94       M9B         Etobicoke   \n",
       "95       M9C         Etobicoke   \n",
       "96       M9L        North York   \n",
       "97       M9M        North York   \n",
       "98       M9N              York   \n",
       "99       M9P         Etobicoke   \n",
       "100      M9R         Etobicoke   \n",
       "101      M9V         Etobicoke   \n",
       "102      M9W         Etobicoke   \n",
       "\n",
       "                                         Neighbourhood   Latitude  \n",
       "0                                        Rouge,Malvern  43.806686  \n",
       "1                 Highland Creek,Rouge Hill,Port Union  43.784535  \n",
       "2                      Guildwood,Morningside,West Hill  43.763573  \n",
       "3                                               Woburn  43.770992  \n",
       "4                                            Cedarbrae  43.773136  \n",
       "5                                  Scarborough Village  43.744734  \n",
       "6            East Birchmount Park,Ionview,Kennedy Park  43.727929  \n",
       "7                        Clairlea,Golden Mile,Oakridge  43.711112  \n",
       "8        Cliffcrest,Cliffside,Scarborough Village West  43.716316  \n",
       "9                           Birch Cliff,Cliffside West  43.692657  \n",
       "10   Dorset Park,Scarborough Town Centre,Wexford He...  43.757410  \n",
       "11                                    Maryvale,Wexford  43.750072  \n",
       "12                                           Agincourt  43.794200  \n",
       "13               Clarks Corners,Sullivan,Tam O'Shanter  43.781638  \n",
       "14   Agincourt North,L'Amoreaux East,Milliken,Steel...  43.815252  \n",
       "15                        L'Amoreaux West,Steeles West  43.799525  \n",
       "16                                         Upper Rouge  43.836125  \n",
       "17                                   Hillcrest Village  43.803762  \n",
       "18                          Fairview,Henry Farm,Oriole  43.778517  \n",
       "19                                     Bayview Village  43.786947  \n",
       "20                             Silver Hills,York Mills  43.757490  \n",
       "21                              Newtonbrook,Willowdale  43.789053  \n",
       "22                                    Willowdale South  43.770120  \n",
       "23                                     York Mills West  43.752758  \n",
       "24                                     Willowdale West  43.782736  \n",
       "25                                           Parkwoods  43.753259  \n",
       "26                                     Don Mills North  43.745906  \n",
       "27                     Flemingdon Park,Don Mills South  43.725900  \n",
       "28       Bathurst Manor,Downsview North,Wilson Heights  43.754328  \n",
       "29                      Northwood Park,York University  43.767980  \n",
       "..                                                 ...        ...  \n",
       "73                                  Humewood-Cedarvale  43.693781  \n",
       "74                                 Caledonia-Fairbanks  43.689026  \n",
       "75                                            Christie  43.669542  \n",
       "76                         Dovercourt Village,Dufferin  43.669005  \n",
       "77                             Little Portugal,Trinity  43.647927  \n",
       "78          Brockton,Exhibition Place,Parkdale Village  43.636847  \n",
       "79              Maple Leaf Park,North Park,Upwood Park  43.713756  \n",
       "80          Del Ray,Keelsdale,Mount Dennis,Silverthorn  43.691116  \n",
       "81                        The Junction North,Runnymede  43.673185  \n",
       "82                        High Park,The Junction South  43.661608  \n",
       "83                               Parkdale,Roncesvalles  43.648960  \n",
       "84                                   Runnymede,Swansea  43.651571  \n",
       "85                                        Queen's Park  43.662301  \n",
       "86               Canada Post Gateway Processing Centre  43.636966  \n",
       "87    Business reply mail Processing Centre969 Eastern  43.662744  \n",
       "88          Humber Bay Shores,Mimico South,New Toronto  43.605647  \n",
       "89                               Alderwood,Long Branch  43.602414  \n",
       "90         The Kingsway,Montgomery Road,Old Mill North  43.653654  \n",
       "91   Humber Bay,King's Mill Park,Kingsway Park Sout...  43.636258  \n",
       "92   Kingsway Park South West,Mimico NW,The Queensw...  43.628841  \n",
       "93                                    Islington Avenue  43.667856  \n",
       "94   Cloverdale,Islington,Martin Grove,Princess Gar...  43.650943  \n",
       "95   Bloordale Gardens,Eringate,Markland Wood,Old B...  43.643515  \n",
       "96                                       Humber Summit  43.756303  \n",
       "97                                     Emery,Humberlea  43.724766  \n",
       "98                                              Weston  43.706876  \n",
       "99                                           Westmount  43.696319  \n",
       "100  Kingsview Village,Martin Grove Gardens,Richvie...  43.688905  \n",
       "101  Albion Gardens,Beaumond Heights,Humbergate,Jam...  43.739416  \n",
       "102                                          Northwest  43.706748  \n",
       "\n",
       "[103 rows x 4 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfc['Latitude'] = lat['Latitude']\n",
    "dfc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "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>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge,Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek,Rouge Hill,Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood,Morningside,West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>43.744734</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>East Birchmount Park,Ionview,Kennedy Park</td>\n",
       "      <td>43.727929</td>\n",
       "      <td>-79.262029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clairlea,Golden Mile,Oakridge</td>\n",
       "      <td>43.711112</td>\n",
       "      <td>-79.284577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffcrest,Cliffside,Scarborough Village West</td>\n",
       "      <td>43.716316</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff,Cliffside West</td>\n",
       "      <td>43.692657</td>\n",
       "      <td>-79.264848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park,Scarborough Town Centre,Wexford He...</td>\n",
       "      <td>43.757410</td>\n",
       "      <td>-79.273304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale,Wexford</td>\n",
       "      <td>43.750072</td>\n",
       "      <td>-79.295849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>43.794200</td>\n",
       "      <td>-79.262029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners,Sullivan,Tam O'Shanter</td>\n",
       "      <td>43.781638</td>\n",
       "      <td>-79.304302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt North,L'Amoreaux East,Milliken,Steel...</td>\n",
       "      <td>43.815252</td>\n",
       "      <td>-79.284577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>L'Amoreaux West,Steeles West</td>\n",
       "      <td>43.799525</td>\n",
       "      <td>-79.318389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "      <td>43.836125</td>\n",
       "      <td>-79.205636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.803762</td>\n",
       "      <td>-79.363452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview,Henry Farm,Oriole</td>\n",
       "      <td>43.778517</td>\n",
       "      <td>-79.346556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>43.786947</td>\n",
       "      <td>-79.385975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Silver Hills,York Mills</td>\n",
       "      <td>43.757490</td>\n",
       "      <td>-79.374714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Newtonbrook,Willowdale</td>\n",
       "      <td>43.789053</td>\n",
       "      <td>-79.408493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale South</td>\n",
       "      <td>43.770120</td>\n",
       "      <td>-79.408493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M2P</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>43.752758</td>\n",
       "      <td>-79.400049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale West</td>\n",
       "      <td>43.782736</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</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>26</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills North</td>\n",
       "      <td>43.745906</td>\n",
       "      <td>-79.352188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Flemingdon Park,Don Mills South</td>\n",
       "      <td>43.725900</td>\n",
       "      <td>-79.340923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor,Downsview North,Wilson Heights</td>\n",
       "      <td>43.754328</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park,York University</td>\n",
       "      <td>43.767980</td>\n",
       "      <td>-79.487262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M6C</td>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "      <td>43.693781</td>\n",
       "      <td>-79.428191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M6E</td>\n",
       "      <td>York</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>43.689026</td>\n",
       "      <td>-79.453512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>43.669542</td>\n",
       "      <td>-79.422564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village,Dufferin</td>\n",
       "      <td>43.669005</td>\n",
       "      <td>-79.442259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal,Trinity</td>\n",
       "      <td>43.647927</td>\n",
       "      <td>-79.419750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton,Exhibition Place,Parkdale Village</td>\n",
       "      <td>43.636847</td>\n",
       "      <td>-79.428191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Maple Leaf Park,North Park,Upwood Park</td>\n",
       "      <td>43.713756</td>\n",
       "      <td>-79.490074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray,Keelsdale,Mount Dennis,Silverthorn</td>\n",
       "      <td>43.691116</td>\n",
       "      <td>-79.476013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6N</td>\n",
       "      <td>York</td>\n",
       "      <td>The Junction North,Runnymede</td>\n",
       "      <td>43.673185</td>\n",
       "      <td>-79.487262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park,The Junction South</td>\n",
       "      <td>43.661608</td>\n",
       "      <td>-79.464763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale,Roncesvalles</td>\n",
       "      <td>43.648960</td>\n",
       "      <td>-79.456325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede,Swansea</td>\n",
       "      <td>43.651571</td>\n",
       "      <td>-79.484450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>43.662301</td>\n",
       "      <td>-79.389494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M7R</td>\n",
       "      <td>Mississauga</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>43.636966</td>\n",
       "      <td>-79.615819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business reply mail Processing Centre969 Eastern</td>\n",
       "      <td>43.662744</td>\n",
       "      <td>-79.321558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay Shores,Mimico South,New Toronto</td>\n",
       "      <td>43.605647</td>\n",
       "      <td>-79.501321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood,Long Branch</td>\n",
       "      <td>43.602414</td>\n",
       "      <td>-79.543484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway,Montgomery Road,Old Mill North</td>\n",
       "      <td>43.653654</td>\n",
       "      <td>-79.506944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay,King's Mill Park,Kingsway Park Sout...</td>\n",
       "      <td>43.636258</td>\n",
       "      <td>-79.498509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsway Park South West,Mimico NW,The Queensw...</td>\n",
       "      <td>43.628841</td>\n",
       "      <td>-79.520999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "      <td>43.667856</td>\n",
       "      <td>-79.532242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Cloverdale,Islington,Martin Grove,Princess Gar...</td>\n",
       "      <td>43.650943</td>\n",
       "      <td>-79.554724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Bloordale Gardens,Eringate,Markland Wood,Old B...</td>\n",
       "      <td>43.643515</td>\n",
       "      <td>-79.577201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>43.756303</td>\n",
       "      <td>-79.565963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Emery,Humberlea</td>\n",
       "      <td>43.724766</td>\n",
       "      <td>-79.532242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M9N</td>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "      <td>43.706876</td>\n",
       "      <td>-79.518188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M9P</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Westmount</td>\n",
       "      <td>43.696319</td>\n",
       "      <td>-79.532242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village,Martin Grove Gardens,Richvie...</td>\n",
       "      <td>43.688905</td>\n",
       "      <td>-79.554724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Albion Gardens,Beaumond Heights,Humbergate,Jam...</td>\n",
       "      <td>43.739416</td>\n",
       "      <td>-79.588437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M9W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest</td>\n",
       "      <td>43.706748</td>\n",
       "      <td>-79.594054</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>103 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Postcode           Borough  \\\n",
       "0        M1B       Scarborough   \n",
       "1        M1C       Scarborough   \n",
       "2        M1E       Scarborough   \n",
       "3        M1G       Scarborough   \n",
       "4        M1H       Scarborough   \n",
       "5        M1J       Scarborough   \n",
       "6        M1K       Scarborough   \n",
       "7        M1L       Scarborough   \n",
       "8        M1M       Scarborough   \n",
       "9        M1N       Scarborough   \n",
       "10       M1P       Scarborough   \n",
       "11       M1R       Scarborough   \n",
       "12       M1S       Scarborough   \n",
       "13       M1T       Scarborough   \n",
       "14       M1V       Scarborough   \n",
       "15       M1W       Scarborough   \n",
       "16       M1X       Scarborough   \n",
       "17       M2H        North York   \n",
       "18       M2J        North York   \n",
       "19       M2K        North York   \n",
       "20       M2L        North York   \n",
       "21       M2M        North York   \n",
       "22       M2N        North York   \n",
       "23       M2P        North York   \n",
       "24       M2R        North York   \n",
       "25       M3A        North York   \n",
       "26       M3B        North York   \n",
       "27       M3C        North York   \n",
       "28       M3H        North York   \n",
       "29       M3J        North York   \n",
       "..       ...               ...   \n",
       "73       M6C              York   \n",
       "74       M6E              York   \n",
       "75       M6G  Downtown Toronto   \n",
       "76       M6H      West Toronto   \n",
       "77       M6J      West Toronto   \n",
       "78       M6K      West Toronto   \n",
       "79       M6L        North York   \n",
       "80       M6M              York   \n",
       "81       M6N              York   \n",
       "82       M6P      West Toronto   \n",
       "83       M6R      West Toronto   \n",
       "84       M6S      West Toronto   \n",
       "85       M7A      Queen's Park   \n",
       "86       M7R       Mississauga   \n",
       "87       M7Y      East Toronto   \n",
       "88       M8V         Etobicoke   \n",
       "89       M8W         Etobicoke   \n",
       "90       M8X         Etobicoke   \n",
       "91       M8Y         Etobicoke   \n",
       "92       M8Z         Etobicoke   \n",
       "93       M9A         Etobicoke   \n",
       "94       M9B         Etobicoke   \n",
       "95       M9C         Etobicoke   \n",
       "96       M9L        North York   \n",
       "97       M9M        North York   \n",
       "98       M9N              York   \n",
       "99       M9P         Etobicoke   \n",
       "100      M9R         Etobicoke   \n",
       "101      M9V         Etobicoke   \n",
       "102      M9W         Etobicoke   \n",
       "\n",
       "                                         Neighbourhood   Latitude  Longitude  \n",
       "0                                        Rouge,Malvern  43.806686 -79.194353  \n",
       "1                 Highland Creek,Rouge Hill,Port Union  43.784535 -79.160497  \n",
       "2                      Guildwood,Morningside,West Hill  43.763573 -79.188711  \n",
       "3                                               Woburn  43.770992 -79.216917  \n",
       "4                                            Cedarbrae  43.773136 -79.239476  \n",
       "5                                  Scarborough Village  43.744734 -79.239476  \n",
       "6            East Birchmount Park,Ionview,Kennedy Park  43.727929 -79.262029  \n",
       "7                        Clairlea,Golden Mile,Oakridge  43.711112 -79.284577  \n",
       "8        Cliffcrest,Cliffside,Scarborough Village West  43.716316 -79.239476  \n",
       "9                           Birch Cliff,Cliffside West  43.692657 -79.264848  \n",
       "10   Dorset Park,Scarborough Town Centre,Wexford He...  43.757410 -79.273304  \n",
       "11                                    Maryvale,Wexford  43.750072 -79.295849  \n",
       "12                                           Agincourt  43.794200 -79.262029  \n",
       "13               Clarks Corners,Sullivan,Tam O'Shanter  43.781638 -79.304302  \n",
       "14   Agincourt North,L'Amoreaux East,Milliken,Steel...  43.815252 -79.284577  \n",
       "15                        L'Amoreaux West,Steeles West  43.799525 -79.318389  \n",
       "16                                         Upper Rouge  43.836125 -79.205636  \n",
       "17                                   Hillcrest Village  43.803762 -79.363452  \n",
       "18                          Fairview,Henry Farm,Oriole  43.778517 -79.346556  \n",
       "19                                     Bayview Village  43.786947 -79.385975  \n",
       "20                             Silver Hills,York Mills  43.757490 -79.374714  \n",
       "21                              Newtonbrook,Willowdale  43.789053 -79.408493  \n",
       "22                                    Willowdale South  43.770120 -79.408493  \n",
       "23                                     York Mills West  43.752758 -79.400049  \n",
       "24                                     Willowdale West  43.782736 -79.442259  \n",
       "25                                           Parkwoods  43.753259 -79.329656  \n",
       "26                                     Don Mills North  43.745906 -79.352188  \n",
       "27                     Flemingdon Park,Don Mills South  43.725900 -79.340923  \n",
       "28       Bathurst Manor,Downsview North,Wilson Heights  43.754328 -79.442259  \n",
       "29                      Northwood Park,York University  43.767980 -79.487262  \n",
       "..                                                 ...        ...        ...  \n",
       "73                                  Humewood-Cedarvale  43.693781 -79.428191  \n",
       "74                                 Caledonia-Fairbanks  43.689026 -79.453512  \n",
       "75                                            Christie  43.669542 -79.422564  \n",
       "76                         Dovercourt Village,Dufferin  43.669005 -79.442259  \n",
       "77                             Little Portugal,Trinity  43.647927 -79.419750  \n",
       "78          Brockton,Exhibition Place,Parkdale Village  43.636847 -79.428191  \n",
       "79              Maple Leaf Park,North Park,Upwood Park  43.713756 -79.490074  \n",
       "80          Del Ray,Keelsdale,Mount Dennis,Silverthorn  43.691116 -79.476013  \n",
       "81                        The Junction North,Runnymede  43.673185 -79.487262  \n",
       "82                        High Park,The Junction South  43.661608 -79.464763  \n",
       "83                               Parkdale,Roncesvalles  43.648960 -79.456325  \n",
       "84                                   Runnymede,Swansea  43.651571 -79.484450  \n",
       "85                                        Queen's Park  43.662301 -79.389494  \n",
       "86               Canada Post Gateway Processing Centre  43.636966 -79.615819  \n",
       "87    Business reply mail Processing Centre969 Eastern  43.662744 -79.321558  \n",
       "88          Humber Bay Shores,Mimico South,New Toronto  43.605647 -79.501321  \n",
       "89                               Alderwood,Long Branch  43.602414 -79.543484  \n",
       "90         The Kingsway,Montgomery Road,Old Mill North  43.653654 -79.506944  \n",
       "91   Humber Bay,King's Mill Park,Kingsway Park Sout...  43.636258 -79.498509  \n",
       "92   Kingsway Park South West,Mimico NW,The Queensw...  43.628841 -79.520999  \n",
       "93                                    Islington Avenue  43.667856 -79.532242  \n",
       "94   Cloverdale,Islington,Martin Grove,Princess Gar...  43.650943 -79.554724  \n",
       "95   Bloordale Gardens,Eringate,Markland Wood,Old B...  43.643515 -79.577201  \n",
       "96                                       Humber Summit  43.756303 -79.565963  \n",
       "97                                     Emery,Humberlea  43.724766 -79.532242  \n",
       "98                                              Weston  43.706876 -79.518188  \n",
       "99                                           Westmount  43.696319 -79.532242  \n",
       "100  Kingsview Village,Martin Grove Gardens,Richvie...  43.688905 -79.554724  \n",
       "101  Albion Gardens,Beaumond Heights,Humbergate,Jam...  43.739416 -79.588437  \n",
       "102                                          Northwest  43.706748 -79.594054  \n",
       "\n",
       "[103 rows x 5 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfc['Longitude'] = lat['Longitude']\n",
    "dfc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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