{"cells": [{"metadata": {}, "cell_type": "markdown", "source": " # Segmenting and Clustering of Neighborhoods in Toronto City\n\n As Github does not support folium map, so if you want to see fully rendered notebook, click on this link \n https://nbviewer.jupyter.org/github/Mr-Piyush-Kumar/Data_Science_Projects/blob/master/Toronto_City_Neighborhood_Clustring/TorrontoCityNeighborhoodClustring.ipynb"}, {"metadata": {}, "cell_type": "markdown", "source": "### Introduction\n\nThis Notebook is the part of IBM Data Science Capastone Project. In This project, I am going to explore the nearby venues of Toronto City and after I will use machine learning to create clusters of these neighborhoods and will show all these clusters in the map of Toronto City.\n### Created By:- Piyush Kumar"}, {"metadata": {}, "cell_type": "markdown", "source": "# Part - 1 of this Project"}, {"metadata": {}, "cell_type": "markdown", "source": "### Objective\nDisplaying Toronto City Neighborhoods dataset after scrapping and cleaning from wikipedia a page."}, {"metadata": {}, "cell_type": "code", "source": "# Importing libraries.\nimport pandas as pd\nimport numpy as np", "execution_count": 1, "outputs": []}, {"metadata": {}, "cell_type": "code", "source": "# This line of code will fetch all the tables in this 'https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M' \n# wikipedia page.\n\ntabels = pd.read_html('https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M')", "execution_count": 2, "outputs": []}, {"metadata": {}, "cell_type": "code", "source": "len(tabels)", "execution_count": 3, "outputs": [{"output_type": "execute_result", "execution_count": 3, "data": {"text/plain": "3"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "As we can see there are three tabels. Lets check which table is reqiured for us."}, {"metadata": {}, "cell_type": "code", "source": "# 1st Table, \n# NOTE:- each element in tabels list is a DataFrame.\n\ntabels[0].head()", "execution_count": 4, "outputs": [{"output_type": "execute_result", "execution_count": 4, "data": {"text/plain": " Postcode Borough Neighbourhood\n0 M1A Not assigned Not assigned\n1 M2A Not assigned Not assigned\n2 M3A North York Parkwoods\n3 M4A North York Victoria Village\n4 M5A Downtown Toronto Harbourfront", "text/html": "
\n | Postcode | \nBorough | \nNeighbourhood | \n
---|---|---|---|
0 | \nM1A | \nNot assigned | \nNot assigned | \n
1 | \nM2A | \nNot assigned | \nNot assigned | \n
2 | \nM3A | \nNorth York | \nParkwoods | \n
3 | \nM4A | \nNorth York | \nVictoria Village | \n
4 | \nM5A | \nDowntown Toronto | \nHarbourfront | \n
\n | Postcode | \nBorough | \nNeighbourhood | \n
---|---|---|---|
0 | \nM1A | \nNot assigned | \nNot assigned | \n
1 | \nM2A | \nNot assigned | \nNot assigned | \n
2 | \nM3A | \nNorth York | \nParkwoods | \n
3 | \nM4A | \nNorth York | \nVictoria Village | \n
4 | \nM5A | \nDowntown Toronto | \nHarbourfront | \n
\n | PostalCode | \nBorough | \nNeighborhood | \n
---|---|---|---|
0 | \nM1B | \nScarborough | \nRouge, Malvern | \n
1 | \nM1C | \nScarborough | \nRouge Hill, Highland Creek, Port Union | \n
2 | \nM1E | \nScarborough | \nGuildwood, Morningside, West Hill | \n
3 | \nM1G | \nScarborough | \nWoburn | \n
4 | \nM1H | \nScarborough | \nCedarbrae | \n
5 | \nM1J | \nScarborough | \nScarborough Village | \n
6 | \nM1K | \nScarborough | \nKennedy Park, East Birchmount Park, Ionview | \n
7 | \nM1L | \nScarborough | \nOakridge, Clairlea, Golden Mile | \n
8 | \nM1M | \nScarborough | \nScarborough Village West, Cliffcrest, Cliffside | \n
9 | \nM1N | \nScarborough | \nCliffside West, Birch Cliff | \n
10 | \nM1P | \nScarborough | \nDorset Park, Wexford Heights, Scarborough Town... | \n
11 | \nM1R | \nScarborough | \nWexford, Maryvale | \n
12 | \nM1S | \nScarborough | \nAgincourt | \n
13 | \nM1T | \nScarborough | \nTam O'Shanter, Clarks Corners, Sullivan | \n
14 | \nM1V | \nScarborough | \nSteeles East, L'Amoreaux East, Milliken, Aginc... | \n
15 | \nM1W | \nScarborough | \nL'Amoreaux West | \n
16 | \nM1X | \nScarborough | \nUpper Rouge | \n
17 | \nM2H | \nNorth York | \nHillcrest Village | \n
18 | \nM2J | \nNorth York | \nOriole, Fairview, Henry Farm | \n
19 | \nM2K | \nNorth York | \nBayview Village | \n
20 | \nM2L | \nNorth York | \nSilver Hills, York Mills | \n
21 | \nM2M | \nNorth York | \nWillowdale, Newtonbrook | \n
22 | \nM2N | \nNorth York | \nWillowdale South | \n
23 | \nM2P | \nNorth York | \nYork Mills West | \n
24 | \nM2R | \nNorth York | \nWillowdale West | \n
25 | \nM3A | \nNorth York | \nParkwoods | \n
26 | \nM3B | \nNorth York | \nDon Mills North | \n
27 | \nM3C | \nNorth York | \nFlemingdon Park, Don Mills South | \n
28 | \nM3H | \nNorth York | \nDownsview North, Wilson Heights, Bathurst Manor | \n
29 | \nM3J | \nNorth York | \nNorthwood Park, York University | \n
... | \n... | \n... | \n... | \n
73 | \nM6C | \nYork | \nHumewood-Cedarvale | \n
74 | \nM6E | \nYork | \nCaledonia-Fairbanks | \n
75 | \nM6G | \nDowntown Toronto | \nChristie | \n
76 | \nM6H | \nWest Toronto | \nDovercourt Village, Dufferin | \n
77 | \nM6J | \nWest Toronto | \nTrinity, Little Portugal | \n
78 | \nM6K | \nWest Toronto | \nParkdale Village, Brockton, Exhibition Place | \n
79 | \nM6L | \nNorth York | \nDownsview, North Park, Upwood Park | \n
80 | \nM6M | \nYork | \nSilverthorn, Mount Dennis, Keelesdale, Del Ray | \n
81 | \nM6N | \nYork | \nThe Junction North, Runnymede | \n
82 | \nM6P | \nWest Toronto | \nThe Junction South, High Park | \n
83 | \nM6R | \nWest Toronto | \nParkdale, Roncesvalles | \n
84 | \nM6S | \nWest Toronto | \nSwansea, Runnymede | \n
85 | \nM7A | \nDowntown Toronto | \nQueen's Park | \n
86 | \nM7R | \nMississauga | \nCanada Post Gateway Processing Centre | \n
87 | \nM7Y | \nEast Toronto | \nBusiness Reply Mail Processing Centre 969 Eastern | \n
88 | \nM8V | \nEtobicoke | \nNew Toronto, Mimico South, Humber Bay Shores | \n
89 | \nM8W | \nEtobicoke | \nAlderwood, Long Branch | \n
90 | \nM8X | \nEtobicoke | \nThe Kingsway, Old Mill North, Montgomery Road | \n
91 | \nM8Y | \nEtobicoke | \nMimico NE, Royal York South East, Sunnylea, Ki... | \n
92 | \nM8Z | \nEtobicoke | \nRoyal York South West, Mimico NW, The Queenswa... | \n
93 | \nM9A | \nQueen's Park | \nQueen's Park | \n
94 | \nM9B | \nEtobicoke | \nWest Deane Park, Cloverdale, Martin Grove, Pri... | \n
95 | \nM9C | \nEtobicoke | \nBloordale Gardens, Old Burnhamthorpe, Eringate... | \n
96 | \nM9L | \nNorth York | \nHumber Summit | \n
97 | \nM9M | \nNorth York | \nHumberlea, Emery | \n
98 | \nM9N | \nYork | \nWeston | \n
99 | \nM9P | \nEtobicoke | \nWestmount | \n
100 | \nM9R | \nEtobicoke | \nMartin Grove Gardens, Kingsview Village, St. P... | \n
101 | \nM9V | \nEtobicoke | \nAlbion Gardens, Mount Olive, Jamestown, Beaumo... | \n
102 | \nM9W | \nEtobicoke | \nNorthwest | \n
103 rows \u00d7 3 columns
\n\n | PostalCode | \nLatitude | \nLongitude | \n
---|---|---|---|
0 | \nM1B | \n43.806686 | \n-79.194353 | \n
1 | \nM1C | \n43.784535 | \n-79.160497 | \n
2 | \nM1E | \n43.763573 | \n-79.188711 | \n
3 | \nM1G | \n43.770992 | \n-79.216917 | \n
4 | \nM1H | \n43.773136 | \n-79.239476 | \n
\n | PostalCode | \nBorough | \nNeighborhood | \nLatitude | \nLongitude | \n
---|---|---|---|---|---|
0 | \nM1B | \nScarborough | \nRouge, Malvern | \n43.806686 | \n-79.194353 | \n
1 | \nM1C | \nScarborough | \nRouge Hill, Highland Creek, Port Union | \n43.784535 | \n-79.160497 | \n
2 | \nM1E | \nScarborough | \nGuildwood, Morningside, West Hill | \n43.763573 | \n-79.188711 | \n
3 | \nM1G | \nScarborough | \nWoburn | \n43.770992 | \n-79.216917 | \n
4 | \nM1H | \nScarborough | \nCedarbrae | \n43.773136 | \n-79.239476 | \n
5 | \nM1J | \nScarborough | \nScarborough Village | \n43.744734 | \n-79.239476 | \n
6 | \nM1K | \nScarborough | \nKennedy Park, East Birchmount Park, Ionview | \n43.727929 | \n-79.262029 | \n
7 | \nM1L | \nScarborough | \nOakridge, Clairlea, Golden Mile | \n43.711112 | \n-79.284577 | \n
8 | \nM1M | \nScarborough | \nScarborough Village West, Cliffcrest, Cliffside | \n43.716316 | \n-79.239476 | \n
9 | \nM1N | \nScarborough | \nCliffside West, Birch Cliff | \n43.692657 | \n-79.264848 | \n
10 | \nM1P | \nScarborough | \nDorset Park, Wexford Heights, Scarborough Town... | \n43.757410 | \n-79.273304 | \n
11 | \nM1R | \nScarborough | \nWexford, Maryvale | \n43.750072 | \n-79.295849 | \n
12 | \nM1S | \nScarborough | \nAgincourt | \n43.794200 | \n-79.262029 | \n
13 | \nM1T | \nScarborough | \nTam O'Shanter, Clarks Corners, Sullivan | \n43.781638 | \n-79.304302 | \n
14 | \nM1V | \nScarborough | \nSteeles East, L'Amoreaux East, Milliken, Aginc... | \n43.815252 | \n-79.284577 | \n
15 | \nM1W | \nScarborough | \nL'Amoreaux West | \n43.799525 | \n-79.318389 | \n
16 | \nM1X | \nScarborough | \nUpper Rouge | \n43.836125 | \n-79.205636 | \n
17 | \nM2H | \nNorth York | \nHillcrest Village | \n43.803762 | \n-79.363452 | \n
18 | \nM2J | \nNorth York | \nOriole, Fairview, Henry Farm | \n43.778517 | \n-79.346556 | \n
19 | \nM2K | \nNorth York | \nBayview Village | \n43.786947 | \n-79.385975 | \n
20 | \nM2L | \nNorth York | \nSilver Hills, York Mills | \n43.757490 | \n-79.374714 | \n
21 | \nM2M | \nNorth York | \nWillowdale, Newtonbrook | \n43.789053 | \n-79.408493 | \n
22 | \nM2N | \nNorth York | \nWillowdale South | \n43.770120 | \n-79.408493 | \n
23 | \nM2P | \nNorth York | \nYork Mills West | \n43.752758 | \n-79.400049 | \n
24 | \nM2R | \nNorth York | \nWillowdale West | \n43.782736 | \n-79.442259 | \n
25 | \nM3A | \nNorth York | \nParkwoods | \n43.753259 | \n-79.329656 | \n
26 | \nM3B | \nNorth York | \nDon Mills North | \n43.745906 | \n-79.352188 | \n
27 | \nM3C | \nNorth York | \nFlemingdon Park, Don Mills South | \n43.725900 | \n-79.340923 | \n
28 | \nM3H | \nNorth York | \nDownsview North, Wilson Heights, Bathurst Manor | \n43.754328 | \n-79.442259 | \n
29 | \nM3J | \nNorth York | \nNorthwood Park, York University | \n43.767980 | \n-79.487262 | \n
... | \n... | \n... | \n... | \n... | \n... | \n
73 | \nM6C | \nYork | \nHumewood-Cedarvale | \n43.693781 | \n-79.428191 | \n
74 | \nM6E | \nYork | \nCaledonia-Fairbanks | \n43.689026 | \n-79.453512 | \n
75 | \nM6G | \nDowntown Toronto | \nChristie | \n43.669542 | \n-79.422564 | \n
76 | \nM6H | \nWest Toronto | \nDovercourt Village, Dufferin | \n43.669005 | \n-79.442259 | \n
77 | \nM6J | \nWest Toronto | \nTrinity, Little Portugal | \n43.647927 | \n-79.419750 | \n
78 | \nM6K | \nWest Toronto | \nParkdale Village, Brockton, Exhibition Place | \n43.636847 | \n-79.428191 | \n
79 | \nM6L | \nNorth York | \nDownsview, North Park, Upwood Park | \n43.713756 | \n-79.490074 | \n
80 | \nM6M | \nYork | \nSilverthorn, Mount Dennis, Keelesdale, Del Ray | \n43.691116 | \n-79.476013 | \n
81 | \nM6N | \nYork | \nThe Junction North, Runnymede | \n43.673185 | \n-79.487262 | \n
82 | \nM6P | \nWest Toronto | \nThe Junction South, High Park | \n43.661608 | \n-79.464763 | \n
83 | \nM6R | \nWest Toronto | \nParkdale, Roncesvalles | \n43.648960 | \n-79.456325 | \n
84 | \nM6S | \nWest Toronto | \nSwansea, Runnymede | \n43.651571 | \n-79.484450 | \n
85 | \nM7A | \nDowntown Toronto | \nQueen's Park | \n43.662301 | \n-79.389494 | \n
86 | \nM7R | \nMississauga | \nCanada Post Gateway Processing Centre | \n43.636966 | \n-79.615819 | \n
87 | \nM7Y | \nEast Toronto | \nBusiness Reply Mail Processing Centre 969 Eastern | \n43.662744 | \n-79.321558 | \n
88 | \nM8V | \nEtobicoke | \nNew Toronto, Mimico South, Humber Bay Shores | \n43.605647 | \n-79.501321 | \n
89 | \nM8W | \nEtobicoke | \nAlderwood, Long Branch | \n43.602414 | \n-79.543484 | \n
90 | \nM8X | \nEtobicoke | \nThe Kingsway, Old Mill North, Montgomery Road | \n43.653654 | \n-79.506944 | \n
91 | \nM8Y | \nEtobicoke | \nMimico NE, Royal York South East, Sunnylea, Ki... | \n43.636258 | \n-79.498509 | \n
92 | \nM8Z | \nEtobicoke | \nRoyal York South West, Mimico NW, The Queenswa... | \n43.628841 | \n-79.520999 | \n
93 | \nM9A | \nQueen's Park | \nQueen's Park | \n43.667856 | \n-79.532242 | \n
94 | \nM9B | \nEtobicoke | \nWest Deane Park, Cloverdale, Martin Grove, Pri... | \n43.650943 | \n-79.554724 | \n
95 | \nM9C | \nEtobicoke | \nBloordale Gardens, Old Burnhamthorpe, Eringate... | \n43.643515 | \n-79.577201 | \n
96 | \nM9L | \nNorth York | \nHumber Summit | \n43.756303 | \n-79.565963 | \n
97 | \nM9M | \nNorth York | \nHumberlea, Emery | \n43.724766 | \n-79.532242 | \n
98 | \nM9N | \nYork | \nWeston | \n43.706876 | \n-79.518188 | \n
99 | \nM9P | \nEtobicoke | \nWestmount | \n43.696319 | \n-79.532242 | \n
100 | \nM9R | \nEtobicoke | \nMartin Grove Gardens, Kingsview Village, St. P... | \n43.688905 | \n-79.554724 | \n
101 | \nM9V | \nEtobicoke | \nAlbion Gardens, Mount Olive, Jamestown, Beaumo... | \n43.739416 | \n-79.588437 | \n
102 | \nM9W | \nEtobicoke | \nNorthwest | \n43.706748 | \n-79.594054 | \n
103 rows \u00d7 5 columns
\n\n | PostalCode | \nBorough | \nNeighborhood | \nLatitude | \nLongitude | \n
---|---|---|---|---|---|
37 | \nM4E | \nEast Toronto | \nThe Beaches | \n43.676357 | \n-79.293031 | \n
41 | \nM4K | \nEast Toronto | \nRiverdale, The Danforth West | \n43.679557 | \n-79.352188 | \n
42 | \nM4L | \nEast Toronto | \nThe Beaches West, India Bazaar | \n43.668999 | \n-79.315572 | \n
43 | \nM4M | \nEast Toronto | \nStudio District | \n43.659526 | \n-79.340923 | \n
44 | \nM4N | \nCentral Toronto | \nLawrence Park | \n43.728020 | \n-79.388790 | \n
\n | name | \ncategories | \nlat | \nlng | \n
---|---|---|---|---|
0 | \nGlen Manor Ravine | \nTrail | \n43.676821 | \n-79.293942 | \n
1 | \nThe Big Carrot Natural Food Market | \nHealth Food Store | \n43.678879 | \n-79.297734 | \n
2 | \nGrover Pub and Grub | \nPub | \n43.679181 | \n-79.297215 | \n
3 | \nUpper Beaches | \nNeighborhood | \n43.680563 | \n-79.292869 | \n
4 | \nSeaspray Restaurant | \nAsian Restaurant | \n43.678888 | \n-79.298167 | \n
\n | Neighborhood | \nNeighborhood Latitude | \nNeighborhood Longitude | \nVenue | \nVenue Latitude | \nVenue Longitude | \nVenue Category | \n
---|---|---|---|---|---|---|---|
0 | \nThe Beaches | \n43.676357 | \n-79.293031 | \nGlen Manor Ravine | \n43.676821 | \n-79.293942 | \nTrail | \n
1 | \nThe Beaches | \n43.676357 | \n-79.293031 | \nThe Big Carrot Natural Food Market | \n43.678879 | \n-79.297734 | \nHealth Food Store | \n
2 | \nThe Beaches | \n43.676357 | \n-79.293031 | \nGrover Pub and Grub | \n43.679181 | \n-79.297215 | \nPub | \n
3 | \nThe Beaches | \n43.676357 | \n-79.293031 | \nUpper Beaches | \n43.680563 | \n-79.292869 | \nNeighborhood | \n
4 | \nThe Beaches | \n43.676357 | \n-79.293031 | \nSeaspray Restaurant | \n43.678888 | \n-79.298167 | \nAsian Restaurant | \n
\n | Yoga Studio | \nAfghan Restaurant | \nAirport | \nAirport Food Court | \nAirport Gate | \nAirport Lounge | \nAirport Service | \nAirport Terminal | \nAmerican Restaurant | \nAntique Shop | \n... | \nTheater | \nTheme Restaurant | \nToy / Game Store | \nTrail | \nTrain Station | \nVegetarian / Vegan Restaurant | \nVideo Game Store | \nVietnamese Restaurant | \nWine Bar | \nWomen's Store | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n... | \n0 | \n0 | \n0 | \n1 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n
1 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n... | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n
2 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n... | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n
3 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n... | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n
4 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n... | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n0 | \n
5 rows \u00d7 230 columns
\n\n | Neighborhood | \nYoga Studio | \nAfghan Restaurant | \nAirport | \nAirport Food Court | \nAirport Gate | \nAirport Lounge | \nAirport Service | \nAirport Terminal | \nAmerican Restaurant | \n... | \nTheater | \nTheme Restaurant | \nToy / Game Store | \nTrail | \nTrain Station | \nVegetarian / Vegan Restaurant | \nVideo Game Store | \nVietnamese Restaurant | \nWine Bar | \nWomen's Store | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \nBerczy Park | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.017857 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
1 | \nBusiness Reply Mail Processing Centre 969 Eastern | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
2 | \nCentral Bay Street | \n0.012048 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.012048 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.012048 | \n0.000000 | \n0.000000 | \n0.012048 | \n0.00 | \n
3 | \nChinatown, Kensington Market, Grange Park | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.045977 | \n0.000000 | \n0.068966 | \n0.011494 | \n0.00 | \n
4 | \nChristie | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
5 | \nChurch and Wellesley | \n0.012195 | \n0.012195 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.012195 | \n... | \n0.012195 | \n0.012195 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
6 | \nDavisville | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.03125 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
7 | \nDavisville North | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
8 | \nDesign Exchange, Toronto Dominion Centre | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.020000 | \n... | \n0.010000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.01 | \n0.010000 | \n0.000000 | \n0.000000 | \n0.010000 | \n0.00 | \n
9 | \nDovercourt Village, Dufferin | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
10 | \nFirst Canadian Place, Underground city | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.020000 | \n... | \n0.010000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.01 | \n0.010000 | \n0.000000 | \n0.000000 | \n0.010000 | \n0.00 | \n
11 | \nForest Hill West, Forest Hill North | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.25000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
12 | \nHarbord, University of Toronto | \n0.027027 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.027027 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.027027 | \n0.000000 | \n0.000000 | \n0.00 | \n
13 | \nHarbourfront | \n0.021277 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.021277 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
14 | \nHarbourfront West, CN Tower, Island airport, R... | \n0.000000 | \n0.000000 | \n0.0625 | \n0.0625 | \n0.0625 | \n0.125 | \n0.125 | \n0.125 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
15 | \nLawrence Park | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
16 | \nNorth Toronto West | \n0.047619 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
17 | \nParkdale Village, Brockton, Exhibition Place | \n0.043478 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
18 | \nParkdale, Roncesvalles | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
19 | \nQueen's Park | \n0.025641 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.025641 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
20 | \nRichmond, Adelaide, King | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.020000 | \n... | \n0.010000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.020000 | \n0.000000 | \n0.000000 | \n0.010000 | \n0.01 | \n
21 | \nRiverdale, The Danforth West | \n0.023810 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.023810 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.02381 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
22 | \nRosedale | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.25000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
23 | \nRoselawn | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
24 | \nRyerson, Garden District | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.010000 | \n... | \n0.020000 | \n0.000000 | \n0.01000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.010000 | \n0.010000 | \n0.010000 | \n0.00 | \n
25 | \nSouth Hill, Summerhill West, Rathnelly, Forest... | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.066667 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.066667 | \n0.000000 | \n0.00 | \n
26 | \nSt. James Town | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.030000 | \n... | \n0.010000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.010000 | \n0.000000 | \n0.000000 | \n0.010000 | \n0.00 | \n
27 | \nSt. James Town, Cabbagetown | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.021277 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
28 | \nStn A PO Boxes 25 The Esplanade | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.010526 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
29 | \nStudio District | \n0.023810 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.047619 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.023810 | \n0.00 | \n
30 | \nSummerhill East, Moore Park | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
31 | \nSwansea, Runnymede | \n0.025000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.025000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
32 | \nThe Annex, North Midtown, Yorkville | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.045455 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.045455 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
33 | \nThe Beaches | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.20000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
34 | \nThe Beaches West, India Bazaar | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
35 | \nThe Junction South, High Park | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.000000 | \n0.00 | \n
36 | \nToronto Islands, Harbourfront East, Union Station | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.010000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.01 | \n0.010000 | \n0.000000 | \n0.000000 | \n0.010000 | \n0.00 | \n
37 | \nTrinity, Little Portugal | \n0.018868 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.000000 | \n... | \n0.018868 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.018868 | \n0.000000 | \n0.037736 | \n0.018868 | \n0.00 | \n
38 | \nVictoria Hotel, Commerce Court | \n0.000000 | \n0.000000 | \n0.0000 | \n0.0000 | \n0.0000 | \n0.000 | \n0.000 | \n0.000 | \n0.030000 | \n... | \n0.000000 | \n0.000000 | \n0.00000 | \n0.00000 | \n0.00 | \n0.020000 | \n0.000000 | \n0.000000 | \n0.010000 | \n0.00 | \n
39 rows \u00d7 230 columns
\n\n | Neighborhood | \n1st Most Common Venue | \n2nd Most Common Venue | \n3rd Most Common Venue | \n4th Most Common Venue | \n5th Most Common Venue | \n6th Most Common Venue | \n7th Most Common Venue | \n8th Most Common Venue | \n9th Most Common Venue | \n10th Most Common Venue | \n
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \nBerczy Park | \nCoffee Shop | \nCocktail Bar | \nBakery | \nCheese Shop | \nBeer Bar | \nSeafood Restaurant | \nFarmers Market | \nSteakhouse | \nCaf\u00e9 | \nGourmet Shop | \n
1 | \nBusiness Reply Mail Processing Centre 969 Eastern | \nPark | \nAuto Workshop | \nComic Shop | \nPizza Place | \nBurrito Place | \nRestaurant | \nBrewery | \nLight Rail Station | \nSmoke Shop | \nFarmers Market | \n
2 | \nCentral Bay Street | \nCoffee Shop | \nItalian Restaurant | \nCaf\u00e9 | \nIce Cream Shop | \nJuice Bar | \nSandwich Place | \nBurger Joint | \nJapanese Restaurant | \nSalad Place | \nDepartment Store | \n
3 | \nChinatown, Kensington Market, Grange Park | \nCaf\u00e9 | \nVietnamese Restaurant | \nBar | \nChinese Restaurant | \nCoffee Shop | \nVegetarian / Vegan Restaurant | \nDumpling Restaurant | \nMexican Restaurant | \nCocktail Bar | \nBurger Joint | \n
4 | \nChristie | \nGrocery Store | \nCaf\u00e9 | \nPark | \nRestaurant | \nCandy Store | \nNightclub | \nBaby Store | \nGas Station | \nCoffee Shop | \nBank | \n
\n | PostalCode | \nBorough | \nNeighborhood | \nLatitude | \nLongitude | \nCluster Labels | \n1st Most Common Venue | \n2nd Most Common Venue | \n3rd Most Common Venue | \n4th Most Common Venue | \n5th Most Common Venue | \n6th Most Common Venue | \n7th Most Common Venue | \n8th Most Common Venue | \n9th Most Common Venue | \n10th Most Common Venue | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \nM4E | \nEast Toronto | \nThe Beaches | \n43.676357 | \n-79.293031 | \n0 | \nAsian Restaurant | \nHealth Food Store | \nPub | \nTrail | \nDessert Shop | \nDim Sum Restaurant | \nDiner | \nDiscount Store | \nDog Run | \nDoner Restaurant | \n
1 | \nM4K | \nEast Toronto | \nRiverdale, The Danforth West | \n43.679557 | \n-79.352188 | \n0 | \nGreek Restaurant | \nCoffee Shop | \nItalian Restaurant | \nIce Cream Shop | \nFurniture / Home Store | \nRestaurant | \nBookstore | \nGrocery Store | \nPub | \nPizza Place | \n
2 | \nM4L | \nEast Toronto | \nThe Beaches West, India Bazaar | \n43.668999 | \n-79.315572 | \n0 | \nSandwich Place | \nItalian Restaurant | \nSteakhouse | \nFast Food Restaurant | \nSushi Restaurant | \nIce Cream Shop | \nLiquor Store | \nBurrito Place | \nBurger Joint | \nFish & Chips Shop | \n
3 | \nM4M | \nEast Toronto | \nStudio District | \n43.659526 | \n-79.340923 | \n0 | \nCaf\u00e9 | \nCoffee Shop | \nGastropub | \nBrewery | \nBakery | \nItalian Restaurant | \nAmerican Restaurant | \nComfort Food Restaurant | \nSandwich Place | \nCheese Shop | \n
4 | \nM4N | \nCentral Toronto | \nLawrence Park | \n43.728020 | \n-79.388790 | \n4 | \nPark | \nBus Line | \nSwim School | \nEvent Space | \nEthiopian Restaurant | \nElectronics Store | \nEastern European Restaurant | \nDumpling Restaurant | \nDonut Shop | \nDoner Restaurant | \n
\n | Borough | \nCluster Labels | \n1st Most Common Venue | \n2nd Most Common Venue | \n3rd Most Common Venue | \n4th Most Common Venue | \n5th Most Common Venue | \n6th Most Common Venue | \n7th Most Common Venue | \n8th Most Common Venue | \n9th Most Common Venue | \n10th Most Common Venue | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \nEast Toronto | \n0 | \nAsian Restaurant | \nHealth Food Store | \nPub | \nTrail | \nDessert Shop | \nDim Sum Restaurant | \nDiner | \nDiscount Store | \nDog Run | \nDoner Restaurant | \n
1 | \nEast Toronto | \n0 | \nGreek Restaurant | \nCoffee Shop | \nItalian Restaurant | \nIce Cream Shop | \nFurniture / Home Store | \nRestaurant | \nBookstore | \nGrocery Store | \nPub | \nPizza Place | \n
2 | \nEast Toronto | \n0 | \nSandwich Place | \nItalian Restaurant | \nSteakhouse | \nFast Food Restaurant | \nSushi Restaurant | \nIce Cream Shop | \nLiquor Store | \nBurrito Place | \nBurger Joint | \nFish & Chips Shop | \n
3 | \nEast Toronto | \n0 | \nCaf\u00e9 | \nCoffee Shop | \nGastropub | \nBrewery | \nBakery | \nItalian Restaurant | \nAmerican Restaurant | \nComfort Food Restaurant | \nSandwich Place | \nCheese Shop | \n
5 | \nCentral Toronto | \n0 | \nHotel | \nPark | \nGym | \nBreakfast Spot | \nDance Studio | \nSandwich Place | \nDepartment Store | \nFood & Drink Shop | \nDiner | \nDessert Shop | \n
6 | \nCentral Toronto | \n0 | \nClothing Store | \nCoffee Shop | \nYoga Studio | \nBagel Shop | \nFast Food Restaurant | \nDiner | \nDessert Shop | \nMexican Restaurant | \nChinese Restaurant | \nCaf\u00e9 | \n
7 | \nCentral Toronto | \n0 | \nSandwich Place | \nDessert Shop | \nPizza Place | \nCoffee Shop | \nItalian Restaurant | \nGym | \nCaf\u00e9 | \nSushi Restaurant | \nPharmacy | \nBrewery | \n
9 | \nCentral Toronto | \n0 | \nCoffee Shop | \nPub | \nSushi Restaurant | \nPizza Place | \nSports Bar | \nSupermarket | \nFried Chicken Joint | \nHealth & Beauty Service | \nAmerican Restaurant | \nRestaurant | \n
11 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nPark | \nPub | \nRestaurant | \nItalian Restaurant | \nCaf\u00e9 | \nMarket | \nBakery | \nPizza Place | \nBeer Store | \n
12 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nSushi Restaurant | \nGay Bar | \nJapanese Restaurant | \nRestaurant | \nHotel | \nFast Food Restaurant | \nGastropub | \nBurger Joint | \nGym | \n
13 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nBakery | \nPark | \nPub | \nCaf\u00e9 | \nBreakfast Spot | \nMexican Restaurant | \nRestaurant | \nDessert Shop | \nBank | \n
14 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nClothing Store | \nJapanese Restaurant | \nCaf\u00e9 | \nCosmetics Shop | \nDiner | \nFast Food Restaurant | \nElectronics Store | \nBubble Tea Shop | \nBakery | \n
15 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nCaf\u00e9 | \nRestaurant | \nAmerican Restaurant | \nBreakfast Spot | \nCocktail Bar | \nBeer Bar | \nCosmetics Shop | \nBakery | \nItalian Restaurant | \n
16 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nCocktail Bar | \nBakery | \nCheese Shop | \nBeer Bar | \nSeafood Restaurant | \nFarmers Market | \nSteakhouse | \nCaf\u00e9 | \nGourmet Shop | \n
17 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nItalian Restaurant | \nCaf\u00e9 | \nIce Cream Shop | \nJuice Bar | \nSandwich Place | \nBurger Joint | \nJapanese Restaurant | \nSalad Place | \nDepartment Store | \n
18 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nCaf\u00e9 | \nSteakhouse | \nCosmetics Shop | \nBakery | \nBreakfast Spot | \nBurger Joint | \nAsian Restaurant | \nThai Restaurant | \nBar | \n
19 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nAquarium | \nCaf\u00e9 | \nItalian Restaurant | \nHotel | \nScenic Lookout | \nBrewery | \nSporting Goods Shop | \nRestaurant | \nFried Chicken Joint | \n
20 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nCaf\u00e9 | \nHotel | \nRestaurant | \nSteakhouse | \nDeli / Bodega | \nSeafood Restaurant | \nGastropub | \nBar | \nJapanese Restaurant | \n
21 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nCaf\u00e9 | \nRestaurant | \nHotel | \nGastropub | \nSteakhouse | \nBakery | \nItalian Restaurant | \nGym | \nAmerican Restaurant | \n
24 | \nCentral Toronto | \n0 | \nSandwich Place | \nCaf\u00e9 | \nCoffee Shop | \nPark | \nHistory Museum | \nLiquor Store | \nBurger Joint | \nIndian Restaurant | \nPub | \nFlower Shop | \n
25 | \nDowntown Toronto | \n0 | \nCaf\u00e9 | \nBakery | \nJapanese Restaurant | \nSandwich Place | \nRestaurant | \nBookstore | \nBar | \nCollege Arts Building | \nCoffee Shop | \nChinese Restaurant | \n
26 | \nDowntown Toronto | \n0 | \nCaf\u00e9 | \nVietnamese Restaurant | \nBar | \nChinese Restaurant | \nCoffee Shop | \nVegetarian / Vegan Restaurant | \nDumpling Restaurant | \nMexican Restaurant | \nCocktail Bar | \nBurger Joint | \n
27 | \nDowntown Toronto | \n0 | \nAirport Terminal | \nAirport Lounge | \nAirport Service | \nPlane | \nRental Car Location | \nBoat or Ferry | \nHarbor / Marina | \nBoutique | \nBar | \nAirport Gate | \n
28 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nCaf\u00e9 | \nHotel | \nItalian Restaurant | \nBeer Bar | \nSeafood Restaurant | \nRestaurant | \nCocktail Bar | \nJapanese Restaurant | \nArt Gallery | \n
29 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nCaf\u00e9 | \nSteakhouse | \nRestaurant | \nDeli / Bodega | \nGastropub | \nBar | \nAsian Restaurant | \nGym | \nSeafood Restaurant | \n
30 | \nDowntown Toronto | \n0 | \nGrocery Store | \nCaf\u00e9 | \nPark | \nRestaurant | \nCandy Store | \nNightclub | \nBaby Store | \nGas Station | \nCoffee Shop | \nBank | \n
31 | \nWest Toronto | \n0 | \nPharmacy | \nBakery | \nPark | \nSupermarket | \nBar | \nMiddle Eastern Restaurant | \nCaf\u00e9 | \nRecording Studio | \nFast Food Restaurant | \nGym / Fitness Center | \n
32 | \nWest Toronto | \n0 | \nBar | \nCoffee Shop | \nAsian Restaurant | \nRestaurant | \nVietnamese Restaurant | \nPizza Place | \nMen's Store | \nCaf\u00e9 | \nGreek Restaurant | \nJuice Bar | \n
33 | \nWest Toronto | \n0 | \nCoffee Shop | \nBreakfast Spot | \nCaf\u00e9 | \nNightclub | \nPet Store | \nBar | \nBurrito Place | \nRestaurant | \nClimbing Gym | \nPerforming Arts Venue | \n
34 | \nWest Toronto | \n0 | \nMexican Restaurant | \nCaf\u00e9 | \nThai Restaurant | \nBar | \nPark | \nFried Chicken Joint | \nMusic Venue | \nDiner | \nCajun / Creole Restaurant | \nBookstore | \n
35 | \nWest Toronto | \n0 | \nGift Shop | \nBreakfast Spot | \nCuban Restaurant | \nEastern European Restaurant | \nItalian Restaurant | \nBar | \nDog Run | \nRestaurant | \nMovie Theater | \nDessert Shop | \n
36 | \nWest Toronto | \n0 | \nCaf\u00e9 | \nPizza Place | \nCoffee Shop | \nItalian Restaurant | \nSushi Restaurant | \nBookstore | \nElectronics Store | \nBurrito Place | \nPub | \nPost Office | \n
37 | \nDowntown Toronto | \n0 | \nCoffee Shop | \nGym | \nPark | \nDiner | \nBeer Bar | \nSeafood Restaurant | \nSandwich Place | \nSalad Place | \nJuice Bar | \nRestaurant | \n
38 | \nEast Toronto | \n0 | \nPark | \nAuto Workshop | \nComic Shop | \nPizza Place | \nBurrito Place | \nRestaurant | \nBrewery | \nLight Rail Station | \nSmoke Shop | \nFarmers Market | \n
\n | Borough | \nCluster Labels | \n1st Most Common Venue | \n2nd Most Common Venue | \n3rd Most Common Venue | \n4th Most Common Venue | \n5th Most Common Venue | \n6th Most Common Venue | \n7th Most Common Venue | \n8th Most Common Venue | \n9th Most Common Venue | \n10th Most Common Venue | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|
22 | \nCentral Toronto | \n1 | \nGarden | \nHome Service | \nIce Cream Shop | \nWomen's Store | \nDepartment Store | \nEthiopian Restaurant | \nElectronics Store | \nEastern European Restaurant | \nDumpling Restaurant | \nDonut Shop | \n
\n | Borough | \nCluster Labels | \n1st Most Common Venue | \n2nd Most Common Venue | \n3rd Most Common Venue | \n4th Most Common Venue | \n5th Most Common Venue | \n6th Most Common Venue | \n7th Most Common Venue | \n8th Most Common Venue | \n9th Most Common Venue | \n10th Most Common Venue | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|
23 | \nCentral Toronto | \n2 | \nJewelry Store | \nTrail | \nMexican Restaurant | \nSushi Restaurant | \nWomen's Store | \nDepartment Store | \nElectronics Store | \nEastern European Restaurant | \nDumpling Restaurant | \nDonut Shop | \n
\n | Borough | \nCluster Labels | \n1st Most Common Venue | \n2nd Most Common Venue | \n3rd Most Common Venue | \n4th Most Common Venue | \n5th Most Common Venue | \n6th Most Common Venue | \n7th Most Common Venue | \n8th Most Common Venue | \n9th Most Common Venue | \n10th Most Common Venue | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|
8 | \nCentral Toronto | \n3 | \nTennis Court | \nWomen's Store | \nDeli / Bodega | \nEthiopian Restaurant | \nElectronics Store | \nEastern European Restaurant | \nDumpling Restaurant | \nDonut Shop | \nDoner Restaurant | \nDog Run | \n
\n | Borough | \nCluster Labels | \n1st Most Common Venue | \n2nd Most Common Venue | \n3rd Most Common Venue | \n4th Most Common Venue | \n5th Most Common Venue | \n6th Most Common Venue | \n7th Most Common Venue | \n8th Most Common Venue | \n9th Most Common Venue | \n10th Most Common Venue | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|
4 | \nCentral Toronto | \n4 | \nPark | \nBus Line | \nSwim School | \nEvent Space | \nEthiopian Restaurant | \nElectronics Store | \nEastern European Restaurant | \nDumpling Restaurant | \nDonut Shop | \nDoner Restaurant | \n
10 | \nDowntown Toronto | \n4 | \nPark | \nTrail | \nPlayground | \nDance Studio | \nElectronics Store | \nEastern European Restaurant | \nDumpling Restaurant | \nDonut Shop | \nDoner Restaurant | \nDog Run | \n