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CapstoneProject.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data Science Capstone Project - Week 3\n",
"First import required libraries."
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n",
"import requests # library to handle requests\n",
"from pandas.io.json import json_normalize # tranform JSON file into a pandas dataframe\n",
"#!conda install -c conda-forge geocoder --yes\n",
"import geocoder\n",
"from sklearn.cluster import KMeans\n",
"\n",
"#!conda install -c conda-forge folium=0.5.0 --yes # uncomment this line if you haven't completed the Foursquare API lab\n",
"import folium \n",
"import matplotlib.cm as cm\n",
"import matplotlib.colors as colors"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 1 - Parse and Clean the Postcode Data\n",
"Get the wikipedia page to be scraped."
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data downloaded!\n"
]
}
],
"source": [
"!wget -q -O 'toronto_data.html' https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\n",
"print('Data downloaded!')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Open the HTML file and read the postcodes table using pandas. Pandas has a read_html function to parse tables from HTML content into a list of DataFrames."
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [],
"source": [
"with open('toronto_data.html', 'r') as myfile:\n",
" html_data = myfile.read()\n",
"dfs = pd.read_html(html_data)\n",
"df = dfs[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will remove the not assigned boroughs and replace the not assigned neighbourhoods with the borough name. We will also join neighbourhoods with the same postcode."
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jupyterlab/conda/lib/python3.6/site-packages/pandas/core/indexing.py:190: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" self._setitem_with_indexer(indexer, value)\n",
"/home/jupyterlab/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" \n"
]
}
],
"source": [
"df = df[df['Borough'] != 'Not assigned']\n",
"df.loc[df['Neighbourhood'] == 'Not assigned', 'Neighbourhood'] = df.Borough\n",
"df_grp = pd.DataFrame(df.groupby(['Postcode', 'Borough'])['Neighbourhood'].apply(lambda x: \"%s\" % ', '.join(x))).reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Postcode</th>\n",
" <th>Borough</th>\n",
" <th>Neighbourhood</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>M1B</td>\n",
" <td>Scarborough</td>\n",
" <td>Rouge, Malvern</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>M1C</td>\n",
" <td>Scarborough</td>\n",
" <td>Highland Creek, Rouge Hill, Port Union</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>M1E</td>\n",
" <td>Scarborough</td>\n",
" <td>Guildwood, Morningside, West Hill</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>M1G</td>\n",
" <td>Scarborough</td>\n",
" <td>Woburn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>M1H</td>\n",
" <td>Scarborough</td>\n",
" <td>Cedarbrae</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Postcode Borough Neighbourhood\n",
"0 M1B Scarborough Rouge, Malvern\n",
"1 M1C Scarborough Highland Creek, Rouge Hill, Port Union\n",
"2 M1E Scarborough Guildwood, Morningside, West Hill\n",
"3 M1G Scarborough Woburn\n",
"4 M1H Scarborough Cedarbrae"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_grp.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 2 - Add Longitude and Latitude"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First we will define a function that will take a post code and iterate until coordinates can be returned."
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [],
"source": [
"def get_toronto_coords(postal_code):\n",
" lat_lng_coords = None\n",
" while(lat_lng_coords is None):\n",
" g = geocoder.google('{}, Toronto, Ontario'.format(postal_code))\n",
" lat_lng_coords = g.latlng\n",
"\n",
" return lat_lng_coords"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [],
"source": [
"#get_toronto_coords('M1B')\n",
"#get_toronto_coords('M1H')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Geocoder is not responding at all so we will use the CSV instead. Starting with downloading the file."
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Coords downloaded!\n"
]
}
],
"source": [
"!wget -q -O 'toronto_coords.csv' https://cocl.us/Geospatial_data\n",
"print('Coords downloaded!')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will join our grouped dataframe with the corresponding coordinates."
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Postcode</th>\n",
" <th>Borough</th>\n",
" <th>Neighbourhood</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>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",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Postcode Borough Neighbourhood Latitude \\\n",
"0 M1B Scarborough Rouge, Malvern 43.806686 \n",
"1 M1C Scarborough Highland Creek, Rouge Hill, Port Union 43.784535 \n",
"2 M1E Scarborough Guildwood, Morningside, West Hill 43.763573 \n",
"3 M1G Scarborough Woburn 43.770992 \n",
"4 M1H Scarborough Cedarbrae 43.773136 \n",
"\n",
" Longitude \n",
"0 -79.194353 \n",
"1 -79.160497 \n",
"2 -79.188711 \n",
"3 -79.216917 \n",
"4 -79.239476 "
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"coord_df = pd.read_csv('toronto_coords.csv')\n",
"df_full = df_grp.join(coord_df.set_index('Postal Code'), on='Postcode', how='left')\n",
"df_full.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 3 - Analysis\n",
"Now we will make FourSquare API calls to gather venue information for our neighbourhoods and apply cluster analysis. We will modify and use some code from the previous labs."
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [],
"source": [
"CLIENT_ID = '' # your Foursquare ID\n",
"CLIENT_SECRET = '' # your Foursquare Secret\n",
"VERSION = '20180605' # Foursquare API version\n",
"LIMIT = 500\n",
"radius = 500\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reuse the functions defined in the lab that process FourSquare API responses with some minor changes. This time our coordinates are for the postcode rather than the neighborhood."
]
},
{
"cell_type": "code",
"execution_count": 205,
"metadata": {},
"outputs": [],
"source": [
"def get_category_type(row):\n",
" try:\n",
" categories_list = row['categories']\n",
" except:\n",
" categories_list = row['venue.categories']\n",
" \n",
" if len(categories_list) == 0:\n",
" return None\n",
" else:\n",
" return categories_list[0]['name']\n",
"\n",
"def getNearbyVenues(names, latitudes, longitudes, LIMIT = 500, radius=750):\n",
" \n",
" venues_list=[]\n",
" for name, lat, lng in zip(names, latitudes, longitudes):\n",
" \n",
" # create the API request URL\n",
" url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
" CLIENT_ID, \n",
" CLIENT_SECRET, \n",
" VERSION, \n",
" lat, \n",
" lng, \n",
" radius, \n",
" LIMIT)\n",
" \n",
" # make the GET request\n",
" results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
" \n",
" # return only relevant information for each nearby venue\n",
" venues_list.append([(\n",
" name, \n",
" lat, \n",
" lng, \n",
" v['venue']['name'], \n",
" v['venue']['location']['lat'], \n",
" v['venue']['location']['lng'], \n",
" v['venue']['categories'][0]['name']) for v in results])\n",
"\n",
" nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
" nearby_venues.columns = ['Postcode', \n",
" 'Postcode Latitude', \n",
" 'Postcode Longitude', \n",
" 'Venue', \n",
" 'Venue Latitude', \n",
" 'Venue Longitude', \n",
" 'Venue Category']\n",
" \n",
" return(nearby_venues)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Invoke the FourSquare API with our Toronto postcodes and coordinates."
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [
{
"ename": "KeyError",
"evalue": "'groups'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-121-1e43f95cf479>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtoronto_venues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetNearbyVenues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf_full\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Postcode'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlatitudes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf_full\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Latitude'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlongitudes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf_full\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Longitude'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mtoronto_venues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m<ipython-input-120-547eb41bd933>\u001b[0m in \u001b[0;36mgetNearbyVenues\u001b[0;34m(names, latitudes, longitudes, LIMIT, radius)\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[0;31m# make the GET request\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 28\u001b[0;31m \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"response\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'groups'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'items'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 29\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0;31m# return only relevant information for each nearby venue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyError\u001b[0m: 'groups'"
]
}
],
"source": [
"toronto_venues = getNearbyVenues(names=df_full['Postcode'], latitudes=df_full['Latitude'], longitudes=df_full['Longitude'])\n",
"\n",
"toronto_venues.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will one-hot encode our venue data and re-add the postcode column for grouping."
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Accessories Store</th>\n",
" <th>Adult Boutique</th>\n",
" <th>Afghan Restaurant</th>\n",
" <th>Airport</th>\n",
" <th>Airport Food Court</th>\n",
" <th>Airport Gate</th>\n",
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" <th>Airport Service</th>\n",
" <th>Airport Terminal</th>\n",
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" <th>...</th>\n",
" <th>Video Game Store</th>\n",
" <th>Video Store</th>\n",
" <th>Vietnamese Restaurant</th>\n",
" <th>Warehouse Store</th>\n",
" <th>Wine Bar</th>\n",
" <th>Wine Shop</th>\n",
" <th>Wings Joint</th>\n",
" <th>Women's Store</th>\n",
" <th>Yoga Studio</th>\n",
" <th>Postcode</th>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>M1E</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 273 columns</p>\n",
"</div>"
],
"text/plain": [
" Accessories Store Adult Boutique Afghan Restaurant Airport \\\n",
"0 0 0 0 0 \n",
"1 0 0 0 0 \n",
"2 0 0 0 0 \n",
"3 0 0 0 0 \n",
"4 0 0 0 0 \n",
"\n",
" Airport Food Court Airport Gate Airport Lounge Airport Service \\\n",
"0 0 0 0 0 \n",
"1 0 0 0 0 \n",
"2 0 0 0 0 \n",
"3 0 0 0 0 \n",
"4 0 0 0 0 \n",
"\n",
" Airport Terminal American Restaurant ... Video Game Store Video Store \\\n",
"0 0 0 ... 0 0 \n",
"1 0 0 ... 0 0 \n",
"2 0 0 ... 0 0 \n",
"3 0 0 ... 0 0 \n",
"4 0 0 ... 0 0 \n",
"\n",
" Vietnamese Restaurant Warehouse Store Wine Bar Wine Shop Wings Joint \\\n",
"0 0 0 0 0 0 \n",
"1 0 0 0 0 0 \n",
"2 0 0 0 0 0 \n",
"3 0 0 0 0 0 \n",
"4 0 0 0 0 0 \n",
"\n",
" Women's Store Yoga Studio Postcode \n",
"0 0 0 M1B \n",
"1 0 0 M1C \n",
"2 0 0 M1E \n",
"3 0 0 M1E \n",
"4 0 0 M1E \n",
"\n",
"[5 rows x 273 columns]"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"toronto_onehot = pd.get_dummies(toronto_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
"toronto_onehot['Postcode'] = toronto_venues['Postcode'] \n",
"\n",
"toronto_onehot.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will group our venue information in 2 ways for cluster analysis:\n",
"* **sum** - Venue type columns will record the total number of venues in the neighborhood of this type. This will give us an idea of what is available nearby and consider the number of venues of each type.\n",
"* **mean** - Venue type columns will record the proportion of venues in the neighborhood that are of this type. This will de-prioritize the total number of venues in order to prevent our clustering from simply representing the overall development/density of the area.\n"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Postcode</th>\n",
" <th>Accessories Store</th>\n",
" <th>Adult Boutique</th>\n",
" <th>Afghan Restaurant</th>\n",
" <th>Airport</th>\n",
" <th>Airport Food Court</th>\n",
" <th>Airport Gate</th>\n",
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" <th>...</th>\n",
" <th>Vegetarian / Vegan Restaurant</th>\n",
" <th>Video Game Store</th>\n",
" <th>Video Store</th>\n",
" <th>Vietnamese Restaurant</th>\n",
" <th>Warehouse Store</th>\n",
" <th>Wine Bar</th>\n",
" <th>Wine Shop</th>\n",
" <th>Wings Joint</th>\n",
" <th>Women's Store</th>\n",
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],
"text/plain": [
" Postcode Accessories Store Adult Boutique Afghan Restaurant Airport \\\n",
"0 M1B 0 0 0 0 \n",
"1 M1C 0 0 0 0 \n",
"2 M1E 0 0 0 0 \n",
"3 M1G 0 0 0 0 \n",
"4 M1H 0 0 0 0 \n",
"\n",
" Airport Food Court Airport Gate Airport Lounge Airport Service \\\n",
"0 0 0 0 0 \n",
"1 0 0 0 0 \n",
"2 0 0 0 0 \n",
"3 0 0 0 0 \n",
"4 0 0 0 0 \n",
"\n",
" Airport Terminal ... Vegetarian / Vegan Restaurant Video Game Store \\\n",
"0 0 ... 0 0 \n",
"1 0 ... 0 0 \n",
"2 0 ... 0 0 \n",
"3 0 ... 0 0 \n",
"4 0 ... 0 0 \n",
"\n",
" Video Store Vietnamese Restaurant Warehouse Store Wine Bar Wine Shop \\\n",
"0 0 0 0 0 0 \n",
"1 0 0 0 0 0 \n",
"2 0 0 0 0 0 \n",
"3 0 0 0 0 0 \n",
"4 0 0 0 0 0 \n",
"\n",
" Wings Joint Women's Store Yoga Studio \n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
"[5 rows x 273 columns]"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"toronto_grouped_sum = toronto_onehot.groupby('Postcode').sum().reset_index()\n",
"toronto_grouped_mean = toronto_onehot.groupby('Postcode').mean().reset_index()\n",
"toronto_grouped_sum.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will apply our clustering to both sets of grouped data."
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 4, 4, 4, 4,\n",
" 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 4, 0, 4, 4,\n",
" 4, 0, 4, 4, 4, 0, 0, 0, 1, 1, 1, 3, 2, 3, 2, 2, 4, 4, 4, 0, 0, 0,\n",
" 4, 1, 2, 4, 4, 4, 4, 4, 4, 0, 4, 4, 4, 4, 4, 4, 0, 0, 4, 4, 4, 4,\n",
" 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], dtype=int32)"
]
},
"execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kclusters = 5\n",
"post_temp = toronto_grouped_sum['Postcode']\n",
"toronto_grouped_clustering_sum = toronto_grouped_sum.drop('Postcode', 1)\n",
"toronto_grouped_clustering_mean = toronto_grouped_mean.drop('Postcode', 1)\n",
"# run k-means clustering\n",
"kmeans_sum = KMeans(n_clusters=kclusters, random_state=10).fit(toronto_grouped_clustering_sum)\n",
"kmeans_mean = KMeans(n_clusters=kclusters, random_state=10).fit(toronto_grouped_clustering_mean)\n",
"# check cluster labels generated for each row in the dataframe\n",
"kmeans_sum.labels_[0:100] "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will record the clustering labels and store in a new data frame with the postcode data."
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Cluster Sum</th>\n",
" <th>Cluster Mean</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Postcode</th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th>M1B</th>\n",
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" <td>4</td>\n",
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" <th>M1E</th>\n",
" <td>4</td>\n",
" <td>1</td>\n",
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" <tr>\n",
" <th>M1G</th>\n",
" <td>4</td>\n",
" <td>1</td>\n",
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" <tr>\n",
" <th>M1H</th>\n",
" <td>4</td>\n",
" <td>1</td>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" Cluster Sum Cluster Mean\n",
"Postcode \n",
"M1B 4 1\n",
"M1C 4 1\n",
"M1E 4 1\n",
"M1G 4 1\n",
"M1H 4 1"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_clust = pd.DataFrame({'Cluster Sum': kmeans_sum.labels_, 'Cluster Mean': kmeans_mean.labels_})\n",
"df_clust.index = post_temp\n",
"df_clust.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now the cluster results are joined back to the consolidated full data frame."
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [
{
"data": {
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"<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",
" <th>Cluster Sum</th>\n",
" <th>Cluster Mean</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",
" <td>4</td>\n",
" <td>1</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",
" <td>4</td>\n",
" <td>1</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",
" <td>4</td>\n",
" <td>1</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",
" <td>4</td>\n",
" <td>1</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",
" <td>4</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Postcode Borough Neighbourhood Latitude \\\n",
"0 M1B Scarborough Rouge, Malvern 43.806686 \n",
"1 M1C Scarborough Highland Creek, Rouge Hill, Port Union 43.784535 \n",
"2 M1E Scarborough Guildwood, Morningside, West Hill 43.763573 \n",
"3 M1G Scarborough Woburn 43.770992 \n",
"4 M1H Scarborough Cedarbrae 43.773136 \n",
"\n",
" Longitude Cluster Sum Cluster Mean \n",
"0 -79.194353 4 1 \n",
"1 -79.160497 4 1 \n",
"2 -79.188711 4 1 \n",
"3 -79.216917 4 1 \n",
"4 -79.239476 4 1 "
]
},
"execution_count": 126,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_full_clust = df_full.join(df_clust, on='Postcode', how='inner')\n",
"df_full_clust.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will first use the sum based clustering to colour our postcodes on a folium map."
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {},
"outputs": [
{
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"text/plain": [
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]
},
"execution_count": 198,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# set color scheme for the clusters\n",
"x = np.arange(kclusters)\n",
"#ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
"#colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
"#rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
"\n",
"rainbow = ['red','blue','yellow','green','orange']\n",
"# create map\n",
"map_clusters = folium.Map(location=[43.7,-79.4], zoom_start=10.5)\n",
"\n",
"# add markers to the map\n",
"markers_colors = []\n",
"for lat, lon, poi, cluster in zip(df_full_clust['Latitude'], df_full_clust['Longitude'], df_full_clust['Neighbourhood'], df_full_clust['Cluster Sum']):\n",
" label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
" folium.CircleMarker(\n",
" [lat, lon],\n",
" radius=5,\n",
" popup=label,\n",
" color=rainbow[cluster-1],\n",
" fill=True,\n",
" fill_color=rainbow[cluster-1],\n",
" fill_opacity=0.7).add_to(map_clusters)\n",
" \n",
"map_clusters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The sum based clustering seems to be significantly influenced by proximity to the city center but does provide some information. Lets examine the areas of different clusters to see what we might find in each cluster. We start by grouping our postcodes by cluster membership and taking the average number of each venue type."
]
},
{
"cell_type": "code",
"execution_count": 204,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---- Average Area in red Cluster Contains ----\n",
"Coffee Shop: 4.230769230769231\n",
"Café: 2.5384615384615383\n",
"Bar: 1.4615384615384615\n",
"Bakery: 1.3846153846153846\n",
"Restaurant: 1.3076923076923077\n",
"---- Average Area in blue Cluster Contains ----\n",
"Coffee Shop: 7.0\n",
"Café: 3.75\n",
"Restaurant: 3.5\n",
"Clothing Store: 3.0\n",
"Italian Restaurant: 2.75\n",
"---- Average Area in yellow Cluster Contains ----\n",
"Coffee Shop: 9.75\n",
"Café: 6.75\n",
"Hotel: 6.0\n",
"Restaurant: 4.0\n",
"American Restaurant: 3.5\n",
"---- Average Area in green Cluster Contains ----\n",
"Coffee Shop: 13.5\n",
"Café: 4.0\n",
"Italian Restaurant: 4.0\n",
"Aquarium: 2.5\n",
"Bar: 2.5\n",
"---- Average Area in orange Cluster Contains ----\n",
"Coffee Shop: 0.4805194805194805\n",
"Park: 0.37662337662337664\n",
"Pizza Place: 0.3246753246753247\n",
"Fast Food Restaurant: 0.2857142857142857\n",
"Sandwich Place: 0.2597402597402597\n"
]
}
],
"source": [
"toronto_grouped_clustering_sum['Cluster'] = kmeans_sum.labels_\n",
"sum_cluster_means = toronto_grouped_clustering_sum.groupby('Cluster').mean()\n",
"sum_cluster_means.index = rainbow \n",
"num_top_venues = 5\n",
"\n",
"for c in sum_cluster_means.index:\n",
" print(\"---- Average Area in \"+c+\" Cluster Contains ----\")\n",
" temp = sum_cluster_means[sum_cluster_means.index==c]\n",
" for _ in range(num_top_venues):\n",
" ven_type = temp.idxmax(axis=1)[0]\n",
" print('{}: {}'.format(ven_type, temp.loc[c, ven_type]))\n",
" temp = temp.drop(temp.idxmax(axis=1), axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now lets visualise the mean based clustering."
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {},
"outputs": [
{
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                {
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
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                var html_ebd78d3c9dd84812944ef5347ac9e0b0 = $('<div id="html_ebd78d3c9dd84812944ef5347ac9e0b0" style="width: 100.0%; height: 100.0%;">Kingsway Park South West, Mimico NW, The Queensway West, Royal York South West, South of Bloor Cluster 1</div>')[0];
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                {
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  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "red",
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
            var popup_eff5094fb6654afab0efb36fb7ae5415 = L.popup({maxWidth: '300'});

            
                var html_123fd98098384cf0bcd8987b055c8cc1 = $('<div id="html_123fd98098384cf0bcd8987b055c8cc1" style="width: 100.0%; height: 100.0%;">Cloverdale, Islington, Martin Grove, Princess Gardens, West Deane Park Cluster 1</div>')[0];
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                {
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  "fill": true,
  "fillColor": "red",
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}
                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
            var popup_cfef2398a4414a6f878d925085f39177 = L.popup({maxWidth: '300'});

            
                var html_ffc11dc7c05449968bd888d7b89aca87 = $('<div id="html_ffc11dc7c05449968bd888d7b89aca87" style="width: 100.0%; height: 100.0%;">Bloordale Gardens, Eringate, Markland Wood, Old Burnhamthorpe Cluster 1</div>')[0];
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                {
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  "dashOffset": null,
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  "fillColor": "blue",
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  "lineJoin": "round",
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  "radius": 5,
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}
                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
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                var html_d089f77ada1747228f1dec6e7194dbee = $('<div id="html_d089f77ada1747228f1dec6e7194dbee" style="width: 100.0%; height: 100.0%;">Humber Summit Cluster 2</div>')[0];
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            var circle_marker_8e07c6f133cb418e8bb725f871cb7384 = L.circleMarker(
                [43.7247659,-79.53224240000002],
                {
  "bubblingMouseEvents": true,
  "color": "green",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "green",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
            var popup_c717c9554d50424d8374d8bab4f83319 = L.popup({maxWidth: '300'});

            
                var html_870ed09c32d24bf8beb8c639accfd2d7 = $('<div id="html_870ed09c32d24bf8beb8c639accfd2d7" style="width: 100.0%; height: 100.0%;">Emery, Humberlea Cluster 4</div>')[0];
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            circle_marker_8e07c6f133cb418e8bb725f871cb7384.bindPopup(popup_c717c9554d50424d8374d8bab4f83319);

            
        
    
            var circle_marker_dcbc91f73c4a4135ac54f5668ef13c85 = L.circleMarker(
                [43.706876,-79.51818840000001],
                {
  "bubblingMouseEvents": true,
  "color": "yellow",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "yellow",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
            var popup_c6599a3d41a547fab4daa5165b9fe59c = L.popup({maxWidth: '300'});

            
                var html_d867e6d0b7444c32ab85bf15b47a9a6f = $('<div id="html_d867e6d0b7444c32ab85bf15b47a9a6f" style="width: 100.0%; height: 100.0%;">Weston Cluster 3</div>')[0];
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            var circle_marker_61f6f17666914407bda82d89d9dc9218 = L.circleMarker(
                [43.696319,-79.53224240000002],
                {
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  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "red",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
            var popup_b4e9d0c5f8b64716807dec068c78a2aa = L.popup({maxWidth: '300'});

            
                var html_168e884d63564b6881a16571f7dad94c = $('<div id="html_168e884d63564b6881a16571f7dad94c" style="width: 100.0%; height: 100.0%;">Westmount Cluster 1</div>')[0];
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                [43.6889054,-79.55472440000001],
                {
  "bubblingMouseEvents": true,
  "color": "yellow",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "yellow",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
            var popup_62ec67f886df43cb8271b211d2b6d90c = L.popup({maxWidth: '300'});

            
                var html_3cb3ae169c05478dbe89bcf7c8af37b3 = $('<div id="html_3cb3ae169c05478dbe89bcf7c8af37b3" style="width: 100.0%; height: 100.0%;">Kingsview Village, Martin Grove Gardens, Richview Gardens, St. Phillips Cluster 3</div>')[0];
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                [43.739416399999996,-79.5884369],
                {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "red",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
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                var html_75d4f79262bb46c0bbc22e10de53d193 = $('<div id="html_75d4f79262bb46c0bbc22e10de53d193" style="width: 100.0%; height: 100.0%;">Albion Gardens, Beaumond Heights, Humbergate, Jamestown, Mount Olive, Silverstone, South Steeles, Thistletown Cluster 1</div>')[0];
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            var circle_marker_3b0b6930ec044353875fe134a17e7689 = L.circleMarker(
                [43.706748299999994,-79.5940544],
                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "red",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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                ).addTo(map_b2bfae6e1dc14118991cefd8a803776b);
            
    
            var popup_40f74097415e44cabbd99a6eba423f9d = L.popup({maxWidth: '300'});

            
                var html_6541623362c043d580c2f681cd344127 = $('<div id="html_6541623362c043d580c2f681cd344127" style="width: 100.0%; height: 100.0%;">Northwest Cluster 1</div>')[0];
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
],
"text/plain": [
"<folium.folium.Map at 0x7f48cb45cd68>"
]
},
"execution_count": 139,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_clusters_mean = folium.Map(location=[43.7,-79.4], zoom_start=10.5)\n",
"\n",
"# add markers to the map\n",
"markers_colors = []\n",
"for lat, lon, poi, cluster in zip(df_full_clust['Latitude'], df_full_clust['Longitude'], df_full_clust['Neighbourhood'], df_full_clust['Cluster Mean']):\n",
" label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
" folium.CircleMarker(\n",
" [lat, lon],\n",
" radius=5,\n",
" popup=label,\n",
" color=rainbow[cluster-1],\n",
" fill=True,\n",
" fill_color=rainbow[cluster-1],\n",
" fill_opacity=0.7).add_to(map_clusters_mean)\n",
" \n",
"map_clusters_mean"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The mean based clustering is, as expected, less sensitive to the highly developed city center and provides some interesting distinctions between areas. Lets examine the cluster centers to see what venues are underlying this clustering."
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Accessories Store</th>\n",
" <th>Adult Boutique</th>\n",
" <th>Afghan Restaurant</th>\n",
" <th>Airport</th>\n",
" <th>Airport Food Court</th>\n",
" <th>Airport Gate</th>\n",
" <th>Airport Lounge</th>\n",
" <th>Airport Service</th>\n",
" <th>Airport Terminal</th>\n",
" <th>American Restaurant</th>\n",
" <th>...</th>\n",
" <th>Vegetarian / Vegan Restaurant</th>\n",
" <th>Video Game Store</th>\n",
" <th>Video Store</th>\n",
" <th>Vietnamese Restaurant</th>\n",
" <th>Warehouse Store</th>\n",
" <th>Wine Bar</th>\n",
" <th>Wine Shop</th>\n",
" <th>Wings Joint</th>\n",
" <th>Women's Store</th>\n",
" <th>Yoga Studio</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>yellow</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
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" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 272 columns</p>\n",
"</div>"
],
"text/plain": [
" Accessories Store Adult Boutique Afghan Restaurant Airport \\\n",
"yellow 0.0 0.0 0.0 0.0 \n",
"\n",
" Airport Food Court Airport Gate Airport Lounge Airport Service \\\n",
"yellow 0.0 0.0 0.0 0.0 \n",
"\n",
" Airport Terminal American Restaurant ... \\\n",
"yellow 0.0 0.0 ... \n",
"\n",
" Vegetarian / Vegan Restaurant Video Game Store Video Store \\\n",
"yellow 0.0 0.0 0.0 \n",
"\n",
" Vietnamese Restaurant Warehouse Store Wine Bar Wine Shop \\\n",
"yellow 0.0 0.0 0.0 0.0 \n",
"\n",
" Wings Joint Women's Store Yoga Studio \n",
"yellow 0.0 0.0 0.0 \n",
"\n",
"[1 rows x 272 columns]"
]
},
"execution_count": 168,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_centers = pd.DataFrame(kmeans_mean.cluster_centers_, columns = toronto_grouped_clustering_sum.columns )\n",
"df_centers.index = rainbow\n",
"df_centers[df_centers.index=='yellow']"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---- Common Venues in red----\n",
"Playground: 0.5833333333333334\n",
"Park: 0.33333333333333337\n",
"Trail: 0.08333333333333333\n",
"Coffee Shop: 6.938893903907228e-18\n",
"Convenience Store: 3.469446951953614e-18\n",
"---- Common Venues in blue----\n",
"Coffee Shop: 0.06988870717161973\n",
"Pizza Place: 0.03999215651083617\n",
"Café: 0.03348035519950057\n",
"Fast Food Restaurant: 0.031637771502868575\n",
"Bar: 0.027122873469672557\n",
"---- Common Venues in yellow----\n",
"Empanada Restaurant: 1.0\n",
"Accessories Store: 0.0\n",
"Adult Boutique: 0.0\n",
"Afghan Restaurant: 0.0\n",
"Airport: 0.0\n",
"---- Common Venues in green----\n",
"Park: 0.32638888888888884\n",
"Convenience Store: 0.10416666666666666\n",
"Bank: 0.0625\n",
"Bus Line: 0.0625\n",
"Grocery Store: 0.041666666666666685\n",
"---- Common Venues in orange----\n",
"Baseball Field: 1.0\n",
"Accessories Store: 0.0\n",
"Adult Boutique: 0.0\n",
"Afghan Restaurant: 0.0\n",
"Airport: 0.0\n"
]
}
],
"source": [
"num_top_venues = 5\n",
"\n",
"for c in df_centers.index:\n",
" print(\"---- Common Venue Type in \"+c+\"----\")\n",
" temp = df_centers[df_centers.index==c]\n",
" for _ in range(num_top_venues):\n",
" ven_type = temp.idxmax(axis=1)[0]\n",
" print('{}: {}'.format(ven_type, temp.loc[c, ven_type]))\n",
" temp = temp.drop(temp.idxmax(axis=1), axis=1)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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