Battle of Neighborhoods : Part 02.ipynb

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            "cell_type": "markdown",
            "metadata": {},
            "source": "## Part 02 - Exploring and Clustering Delhi Neighborhoods\n\n#### Importing the essential libraries"
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "metadata": {},
            "outputs": [],
            "source": "import numpy as np\nimport pandas as pd\nfrom geopy.geocoders import Nominatim\nimport folium\nimport requests\nfrom pandas.io.json import json_normalize\nimport matplotlib.cm as cm\nimport matplotlib.colors as colors\nfrom sklearn.cluster import KMeans"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Importing the concatenated dataframe for further processing"
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "(95, 5)\n"
                },
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                        "text/plain": "   pincode region                                       neighborhood  \\\n0   110001  Delhi  Baroda House , Bengali Market , Bhagat Singh M...   \n1   110002  Delhi  A.G.C.R. , Ajmeri Gate Extn. , Darya Ganj , Ga...   \n2   110003  Delhi  Delhi High Court Extension Counter , Delhi Hig...   \n3   110004  Delhi                                Rashtrapati Bhawan    \n4   110005  Delhi  Anand Parbat Indl. Area , Anand Parbat , Bank ...   \n\n    Latitude  Longitude  \n0  28.630485  77.215051  \n1  28.646250  77.265751  \n2  28.596234  77.223611  \n3  28.614348  77.199430  \n4  28.657456  77.191789  "
                    },
                    "execution_count": 2,
                    "metadata": {},
                    "output_type": "execute_result"
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            ],
            "source": "df_final = pd.read_csv(\"df_final.csv\")\ndf_delhi = df_final[df_final['region'].str.contains(\"Delhi\")].reset_index(drop=True)\nprint(df_delhi.shape)\ndf_delhi.head()"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Use geopy library to get the latitude and longitude values of Delhi, India."
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "The geograpical coordinate of Delhi city are 28.6273928, 77.1716954.\n"
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": "/opt/conda/envs/Python36/lib/python3.6/site-packages/ipykernel/__main__.py:3: DeprecationWarning: Using Nominatim with the default \"geopy/1.18.1\" `user_agent` is strongly discouraged, as it violates Nominatim's ToS https://operations.osmfoundation.org/policies/nominatim/ and may possibly cause 403 and 429 HTTP errors. Please specify a custom `user_agent` with `Nominatim(user_agent=\"my-application\")` or by overriding the default `user_agent`: `geopy.geocoders.options.default_user_agent = \"my-application\"`. In geopy 2.0 this will become an exception.\n  app.launch_new_instance()\n"
                }
            ],
            "source": "address = 'Delhi, India'\n\ngeolocator = Nominatim()\nlocation = geolocator.geocode(address)\nlatitude = location.latitude\nlongitude = location.longitude\nprint('The geograpical coordinate of Delhi city are {}, {}.'.format(latitude, longitude))"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Create a map of Delhi with neighborhoods superimposed on top."
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "metadata": {},
            "outputs": [
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}
                ).addTo(map_37faebc675004e17aa4c80c6d256725b);
            
    
            var popup_e0ccac650b8e4ebbb143dad8d3153bd6 = L.popup({maxWidth: '300'});

            
                var html_41ccb352b33a43e59349d1b0d5d2c1af = $('<div id="html_41ccb352b33a43e59349d1b0d5d2c1af" style="width: 100.0%; height: 100.0%;">Kapashera .</div>')[0];
                popup_e0ccac650b8e4ebbb143dad8d3153bd6.setContent(html_41ccb352b33a43e59349d1b0d5d2c1af);
            

            circle_marker_d90f414f6feb45e089c93d2da59a547c.bindPopup(popup_e0ccac650b8e4ebbb143dad8d3153bd6);

            
        
</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 0x7f7f967e52b0>"
                    },
                    "execution_count": 4,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "map_delhi = folium.Map(location=[latitude, longitude], zoom_start=10)\n\n# add markers to map\nfor lat, lng, label in zip(df_delhi['Latitude'], df_delhi['Longitude'], df_delhi['neighborhood']):\n    label = folium.Popup(label, parse_html=True)\n    folium.CircleMarker(\n        [lat, lng],\n        radius=5,\n        popup=label,\n        color='blue',\n        fill=True,\n        fill_color='#3186cc',\n        fill_opacity=0.7,\n        parse_html=False).add_to(map_delhi)  \n    \nmap_delhi"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Utilizing the Foursquare API to explore and segment neighborhoods"
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "Your credentials:\nCLIENT_ID: NUTE4SSXCN4MMYEDX2XSN2PFXJMWCV4PAZSSYHYGUURYNHPL\nCLIENT_SECRET:TMVFNU45RMVOURKBQ5DYQOZRAQIMPM3SQNQDLD0HDH10VZYA\n"
                }
            ],
            "source": "CLIENT_ID = 'NUTE4SSXCN4MMYEDX2XSN2PFXJMWCV4PAZSSYHYGUURYNHPL' # your Foursquare ID\nCLIENT_SECRET = 'TMVFNU45RMVOURKBQ5DYQOZRAQIMPM3SQNQDLD0HDH10VZYA' # your Foursquare Secret\nVERSION = '20180605' # Foursquare API version\nLIMIT = 100\nprint('Your credentials:')\nprint('CLIENT_ID: ' + CLIENT_ID)\nprint('CLIENT_SECRET:' + CLIENT_SECRET)"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "### 2.1 Exploring Neighbourhood in Delhi\n\n#### Exploring the first venue of the dataset 'Baroda House , Bengali Market , Bhagat Singh Market , Connaught Place , Constitution House , Election Commission , Janpath , Krishi Bhawan , Lady Harding Medical College , North Avenue , Parliament House , Patiala House , Pragati Maidan Camp , Pragati Maidan , Rail Bhawan , Sansad Marg , Sansadiya Soudh , Secretariat North , Shastri Bhawan , Supreme Court , New Delhi G.P.O. '"
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "'Baroda House , Bengali Market , Bhagat Singh Market , Connaught Place , Constitution House , Election Commission , Janpath , Krishi Bhawan , Lady Harding Medical College , North Avenue , Parliament House , Patiala House , Pragati Maidan Camp , Pragati Maidan , Rail Bhawan , Sansad Marg , Sansadiya Soudh , Secretariat North , Shastri Bhawan , Supreme Court , New Delhi G.P.O. '"
                    },
                    "execution_count": 6,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df_delhi.loc[0, 'neighborhood']"
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "Latitude and longitude values of Baroda House , Bengali Market , Bhagat Singh Market , Connaught Place , Constitution House , Election Commission , Janpath , Krishi Bhawan , Lady Harding Medical College , North Avenue , Parliament House , Patiala House , Pragati Maidan Camp , Pragati Maidan , Rail Bhawan , Sansad Marg , Sansadiya Soudh , Secretariat North , Shastri Bhawan , Supreme Court , New Delhi G.P.O.  are \n28.6304847, 77.2150513.\n"
                }
            ],
            "source": "neighborhood_latitude = df_delhi.loc[0, 'Latitude'] # neighborhood latitude value\nneighborhood_longitude = df_delhi.loc[0, 'Longitude'] # neighborhood longitude value\n\nneighborhood_name = df_delhi.loc[0, 'neighborhood'] # neighborhood name\n\nprint('Latitude and longitude values of {} are \\n{}, {}.'.format(neighborhood_name, \n                                                               neighborhood_latitude, \n                                                               neighborhood_longitude))"
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "'https://api.foursquare.com/v2/venues/explore?&client_id=NUTE4SSXCN4MMYEDX2XSN2PFXJMWCV4PAZSSYHYGUURYNHPL&client_secret=TMVFNU45RMVOURKBQ5DYQOZRAQIMPM3SQNQDLD0HDH10VZYA&v=20180605&ll=28.6304847,77.2150513&radius=500&limit=100'"
                    },
                    "execution_count": 8,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "LIMIT = 100\nradius = 500\nurl = '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    neighborhood_latitude, \n    neighborhood_longitude, \n    radius, \n    LIMIT)\nurl"
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "{'meta': {'code': 200, 'requestId': '5e2694f9be61c9001beae7d8'},\n 'response': {'suggestedFilters': {'header': 'Tap to show:',\n   'filters': [{'name': 'Open now', 'key': 'openNow'}]},\n  'headerLocation': 'N.D. Charge 4',\n  'headerFullLocation': 'N.D. Charge 4, Delhi',\n  'headerLocationGranularity': 'neighborhood',\n  'totalResults': 42,\n  'suggestedBounds': {'ne': {'lat': 28.634984704500006,\n    'lng': 77.22016860474847},\n   'sw': {'lat': 28.625984695499994, 'lng': 77.20993399525153}},\n  'groups': [{'type': 'Recommended Places',\n    'name': 'recommended',\n    'items': [{'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4d655003823ca35d7f1cfe88',\n       'name': 'Jain Chawal Wale',\n       'location': {'address': 'Shivaji Stadium',\n        'crossStreet': 'Connaught Place',\n        'lat': 28.631328358375647,\n        'lng': 77.21617205630533,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.631328358375647,\n          'lng': 77.21617205630533}],\n        'distance': 144,\n        'postalCode': '110001',\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['Shivaji Stadium (Connaught Place)',\n         'New Delhi 110001',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d1cb941735',\n         'name': 'Food Truck',\n         'pluralName': 'Food Trucks',\n         'shortName': 'Food Truck',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/streetfood_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4d655003823ca35d7f1cfe88-0'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '519ba450498eb0c559152d94',\n       'name': 'HOTEL SARAVANA BHAVAN',\n       'location': {'address': 'P-13/90, Connaught Circus',\n        'lat': 28.632319466435003,\n        'lng': 77.21644531748599,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.632319466435003,\n          'lng': 77.21644531748599}],\n        'distance': 245,\n        'postalCode': '110001',\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['P-13/90, Connaught Circus',\n         'New Delhi 110001',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '54135bf5e4b08f3d2429dfde',\n         'name': 'South Indian Restaurant',\n         'pluralName': 'South Indian Restaurants',\n         'shortName': 'South Indian',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/default_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-519ba450498eb0c559152d94-1'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4c04993058dad13a054c4897',\n       'name': 'Aqua',\n       'location': {'address': 'The Park Hotel, CP',\n        'lat': 28.628809037571674,\n        'lng': 77.21563586358091,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.628809037571674,\n          'lng': 77.21563586358091}],\n        'distance': 195,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['The Park Hotel, CP',\n         'New Delhi',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d121941735',\n         'name': 'Lounge',\n         'pluralName': 'Lounges',\n         'shortName': 'Lounge',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/default_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4c04993058dad13a054c4897-2'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4c359b0f7cc0c9b6ca33f59a',\n       'name': 'Pind Balluchi',\n       'location': {'address': 'Regal Building, Connaught Place',\n        'lat': 28.630318339248806,\n        'lng': 77.21760032761195,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.630318339248806,\n          'lng': 77.21760032761195}],\n        'distance': 249,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['Regal Building, Connaught Place',\n         'New Delhi',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '54135bf5e4b08f3d2429dfdd',\n         'name': 'North Indian Restaurant',\n         'pluralName': 'North Indian Restaurants',\n         'shortName': 'North Indian',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/default_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4c359b0f7cc0c9b6ca33f59a-3'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '5113713fe4b09f5a3d6a7590',\n       'name': 'Starbucks',\n       'location': {'address': 'A Block, Connaught Place',\n        'crossStreet': 'Hamilton House',\n        'lat': 28.632010831148985,\n        'lng': 77.21773135560126,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.632010831148985,\n          'lng': 77.21773135560126}],\n        'distance': 312,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['A Block, Connaught Place (Hamilton House)',\n         'New Delhi',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d1e0931735',\n         'name': 'Coffee Shop',\n         'pluralName': 'Coffee Shops',\n         'shortName': 'Coffee Shop',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-5113713fe4b09f5a3d6a7590-4'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '55f2dd66498efc7fa678c986',\n       'name': 'Lord of the drinks',\n       'location': {'address': 'G-72, 1st Floor, Outer Circle, Connaught Place',\n        'crossStreet': 'at Baba Kharak Singh Marg',\n        'lat': 28.631747627958458,\n        'lng': 77.2168956566553,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.631747627958458,\n          'lng': 77.2168956566553}],\n        'distance': 228,\n        'postalCode': '110001',\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['G-72, 1st Floor, Outer Circle, Connaught Place (at Baba Kharak Singh Marg)',\n         'New Delhi 110001',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d116941735',\n         'name': 'Bar',\n         'pluralName': 'Bars',\n         'shortName': 'Bar',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/pub_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-55f2dd66498efc7fa678c986-5'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4e2ab5758877b69d49d7c525',\n       'name': 'Fabindia',\n       'location': {'address': 'A-1 Hamilton House, Connaught Place',\n        'crossStreet': 'Connaught Place',\n        'lat': 28.63201193420627,\n        'lng': 77.21772910740421,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.63201193420627,\n          'lng': 77.21772910740421}],\n        'distance': 312,\n        'postalCode': '110001',\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['A-1 Hamilton House, Connaught Place (Connaught Place)',\n         'New Delhi 110001',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d103951735',\n         'name': 'Clothing Store',\n         'pluralName': 'Clothing Stores',\n         'shortName': 'Apparel',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/apparel_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4e2ab5758877b69d49d7c525-6'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4b5c78e9f964a5206f3129e3',\n       'name': \"Berco's\",\n       'location': {'address': 'G-2/43, Middle Circle, Connaught Place',\n        'lat': 28.63240704948879,\n        'lng': 77.2173230839724,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.63240704948879,\n          'lng': 77.2173230839724}],\n        'distance': 308,\n        'postalCode': '110001',\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['G-2/43, Middle Circle, Connaught Place',\n         'New Delhi 110001',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d145941735',\n         'name': 'Chinese Restaurant',\n         'pluralName': 'Chinese Restaurants',\n         'shortName': 'Chinese',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/asian_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4b5c78e9f964a5206f3129e3-7'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4e4e44902271a1bdc3ccee8d',\n       'name': \"Wenger's\",\n       'location': {'address': 'A 16, Inner Circle, Connaught Place',\n        'crossStreet': 'Connaught Place',\n        'lat': 28.633411895746676,\n        'lng': 77.21829192902194,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.633411895746676,\n          'lng': 77.21829192902194}],\n        'distance': 454,\n        'postalCode': '110001',\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['A 16, Inner Circle, Connaught Place (Connaught Place)',\n         'New Delhi 110001',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d16a941735',\n         'name': 'Bakery',\n         'pluralName': 'Bakeries',\n         'shortName': 'Bakery',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/bakery_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4e4e44902271a1bdc3ccee8d-8'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4e6df70d7d8bbfa9aefb5b2d',\n       'name': 'Madras Coffee House (since 1935)',\n       'location': {'address': 'Connaught Circus',\n        'crossStreet': 'Indira Chowk',\n        'lat': 28.63176562734097,\n        'lng': 77.21646960559119,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.63176562734097,\n          'lng': 77.21646960559119}],\n        'distance': 198,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['Connaught Circus (Indira Chowk)',\n         'New Delhi',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d1e0931735',\n         'name': 'Coffee Shop',\n         'pluralName': 'Coffee Shops',\n         'shortName': 'Coffee Shop',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4e6df70d7d8bbfa9aefb5b2d-9'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4b79606ef964a52089f62ee3',\n       'name': 'Kwality Restaurant',\n       'location': {'address': 'Connaught Place',\n        'lat': 28.629743645035568,\n        'lng': 77.21743130219578,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.629743645035568,\n          'lng': 77.21743130219578}],\n        'distance': 246,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['Connaught Place',\n         'New Delhi',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d10f941735',\n         'name': 'Indian Restaurant',\n         'pluralName': 'Indian Restaurants',\n         'shortName': 'Indian',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/indian_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4b79606ef964a52089f62ee3-10'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '517cfc0de4b0a366cd2ba325',\n       'name': \"Wenger's Deli\",\n       'location': {'lat': 28.633657990718326,\n        'lng': 77.21813923616,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.633657990718326,\n          'lng': 77.21813923616}],\n        'distance': 464,\n        'cc': 'IN',\n        'city': 'Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['Delhi', 'Delhi', 'India']},\n       'categories': [{'id': '4bf58dd8d48988d146941735',\n         'name': 'Deli / Bodega',\n         'pluralName': 'Delis / Bodegas',\n         'shortName': 'Deli / Bodega',\n         'icon': {'prefix': 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'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-5471ef99498e0e7f5970274e-30'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4bfd4ffab68d0f476592e857',\n       'name': 'Fa Yian',\n       'location': {'address': 'A-25/5 Middle Circle, Connaught Place',\n        'lat': 28.632793282499158,\n        'lng': 77.21718821209873,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.632793282499158,\n          'lng': 77.21718821209873}],\n        'distance': 331,\n        'postalCode': '110001',\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['A-25/5 Middle Circle, Connaught Place',\n         'New Delhi 110001',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d145941735',\n         'name': 'Chinese Restaurant',\n         'pluralName': 'Chinese Restaurants',\n         'shortName': 'Chinese',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/asian_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4bfd4ffab68d0f476592e857-31'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4cd2c5282b52a09380aa2039',\n       'name': 'Radisson Blu Marina Hotel',\n       'location': {'address': 'G-59 Connaught Circus',\n        'lat': 28.633896819447788,\n        'lng': 77.21724092960358,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.633896819447788,\n          'lng': 77.21724092960358}],\n        'distance': 435,\n        'postalCode': '110001',\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['G-59 Connaught Circus',\n         'New Delhi 110001',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d1fa931735',\n         'name': 'Hotel',\n         'pluralName': 'Hotels',\n         'shortName': 'Hotel',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/hotel_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4cd2c5282b52a09380aa2039-32'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '50cb475be4b01c69dbc4eca3',\n       'name': 'FIRE',\n       'location': {'address': 'The Park Hotel',\n        'lat': 28.628737183341777,\n        'lng': 77.21649767623988,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.628737183341777,\n          'lng': 77.21649767623988}],\n        'distance': 240,\n        'cc': 'IN',\n        'country': 'India',\n        'formattedAddress': ['The Park Hotel', 'India']},\n       'categories': [{'id': '4bf58dd8d48988d10f941735',\n         'name': 'Indian Restaurant',\n         'pluralName': 'Indian Restaurants',\n         'shortName': 'Indian',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/indian_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-50cb475be4b01c69dbc4eca3-33'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4da44bc963b5a35de5ea221a',\n       'name': 'PVR Rivoli',\n       'location': {'address': 'CP',\n        'lat': 28.63113875485524,\n        'lng': 77.2161835964603,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.63113875485524,\n          'lng': 77.2161835964603}],\n        'distance': 132,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['CP', 'New Delhi', 'Delhi', 'India']},\n       'categories': [{'id': '4bf58dd8d48988d17e941735',\n         'name': 'Indie Movie Theater',\n         'pluralName': 'Indie Movie Theaters',\n         'shortName': 'Indie Movies',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/arts_entertainment/movietheater_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4da44bc963b5a35de5ea221a-34'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4d83329761676dcbbe7855e4',\n       'name': 'Shivaji Stadium Airport Metro',\n       'location': {'address': 'NH 8, Connaught Place',\n        'lat': 28.628858120041254,\n        'lng': 77.21138434166267,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.628858120041254,\n          'lng': 77.21138434166267}],\n        'distance': 401,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['NH 8, Connaught Place',\n         'New Delhi',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d1fc931735',\n         'name': 'Light Rail Station',\n         'pluralName': 'Light Rail Stations',\n         'shortName': 'Light Rail',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/lightrail_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4d83329761676dcbbe7855e4-35'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4c5a6b61ec2520a1618b5112',\n       'name': 'MIST',\n       'location': {'address': 'The Park Hotel',\n        'crossStreet': 'Parliament Street',\n        'lat': 28.628720062553807,\n        'lng': 77.21629222049741,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.628720062553807,\n          'lng': 77.21629222049741}],\n        'distance': 230,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['The Park Hotel (Parliament Street)',\n         'New Delhi',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d110941735',\n         'name': 'Italian Restaurant',\n         'pluralName': 'Italian Restaurants',\n         'shortName': 'Italian',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/italian_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4c5a6b61ec2520a1618b5112-36'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4b9f365df964a520241837e3',\n       'name': 'Depauls Cold Coffee',\n       'location': {'crossStreet': 'Janpath CP',\n        'lat': 28.629033883785702,\n        'lng': 77.21866616564309,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.629033883785702,\n          'lng': 77.21866616564309}],\n        'distance': 388,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['New Delhi', 'Delhi', 'India']},\n       'categories': [{'id': '4bf58dd8d48988d16d941735',\n         'name': 'Caf\u00e9',\n         'pluralName': 'Caf\u00e9s',\n         'shortName': 'Caf\u00e9',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/cafe_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4b9f365df964a520241837e3-37'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4b80e458f964a520bf9030e3',\n       'name': 'The Park Hotel',\n       'location': {'address': '15 Parliament St',\n        'lat': 28.628731170539613,\n        'lng': 77.21650745045316,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.628731170539613,\n          'lng': 77.21650745045316}],\n        'distance': 241,\n        'postalCode': '110 001',\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['15 Parliament St',\n         'New Delhi 110 001',\n         'Delhi',\n         'India']},\n       'categories': [{'id': '4bf58dd8d48988d1fa931735',\n         'name': 'Hotel',\n         'pluralName': 'Hotels',\n         'shortName': 'Hotel',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/hotel_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4b80e458f964a520bf9030e3-38'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '4c32174a3896e21ebdeee790',\n       'name': 'YMCA',\n       'location': {'address': 'Jai Singh Rd',\n        'lat': 28.62739763042509,\n        'lng': 77.21337898638028,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.62739763042509,\n          'lng': 77.21337898638028}],\n        'distance': 380,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['Jai Singh Rd', 'New Delhi', 'Delhi', 'India']},\n       'categories': [{'id': '4bf58dd8d48988d1fa931735',\n         'name': 'Hotel',\n         'pluralName': 'Hotels',\n         'shortName': 'Hotel',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/hotel_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-4c32174a3896e21ebdeee790-39'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '57470740498e8c3fa5538b18',\n       'name': 'Bunta Bar',\n       'location': {'address': 'Janpath',\n        'lat': 28.628164,\n        'lng': 77.21764,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.628164,\n          'lng': 77.21764}],\n        'distance': 361,\n        'cc': 'IN',\n        'city': 'Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['Janpath', 'Delhi', 'Delhi', 'India']},\n       'categories': [{'id': '52e81612bcbc57f1066b79f1',\n         'name': 'Bistro',\n         'pluralName': 'Bistros',\n         'shortName': 'Bistro',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/default_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-57470740498e8c3fa5538b18-40'},\n     {'reasons': {'count': 0,\n       'items': [{'summary': 'This spot is popular',\n         'type': 'general',\n         'reasonName': 'globalInteractionReason'}]},\n      'venue': {'id': '50813c7be4b00b2c3f3ea9e3',\n       'name': 'Costa Coffee',\n       'location': {'address': 'Janpath',\n        'lat': 28.629230141047284,\n        'lng': 77.21954572182467,\n        'labeledLatLngs': [{'label': 'display',\n          'lat': 28.629230141047284,\n          'lng': 77.21954572182467}],\n        'distance': 460,\n        'cc': 'IN',\n        'city': 'New Delhi',\n        'state': 'Delhi',\n        'country': 'India',\n        'formattedAddress': ['Janpath', 'New Delhi', 'Delhi', 'India']},\n       'categories': [{'id': '4bf58dd8d48988d1e0931735',\n         'name': 'Coffee Shop',\n         'pluralName': 'Coffee Shops',\n         'shortName': 'Coffee Shop',\n         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n          'suffix': '.png'},\n         'primary': True}],\n       'photos': {'count': 0, 'groups': []}},\n      'referralId': 'e-0-50813c7be4b00b2c3f3ea9e3-41'}]}]}}"
                    },
                    "execution_count": 9,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "results = requests.get(url).json()\nresults"
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "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']"
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "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>name</th>\n      <th>categories</th>\n      <th>lat</th>\n      <th>lng</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Jain Chawal Wale</td>\n      <td>Food Truck</td>\n      <td>28.631328</td>\n      <td>77.216172</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>HOTEL SARAVANA BHAVAN</td>\n      <td>South Indian Restaurant</td>\n      <td>28.632319</td>\n      <td>77.216445</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Aqua</td>\n      <td>Lounge</td>\n      <td>28.628809</td>\n      <td>77.215636</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Pind Balluchi</td>\n      <td>North Indian Restaurant</td>\n      <td>28.630318</td>\n      <td>77.217600</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Starbucks</td>\n      <td>Coffee Shop</td>\n      <td>28.632011</td>\n      <td>77.217731</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "                    name               categories        lat        lng\n0       Jain Chawal Wale               Food Truck  28.631328  77.216172\n1  HOTEL SARAVANA BHAVAN  South Indian Restaurant  28.632319  77.216445\n2                   Aqua                   Lounge  28.628809  77.215636\n3          Pind Balluchi  North Indian Restaurant  28.630318  77.217600\n4              Starbucks              Coffee Shop  28.632011  77.217731"
                    },
                    "execution_count": 11,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "venues = results['response']['groups'][0]['items']\n    \nnearby_venues = json_normalize(venues) # flatten JSON\n\n# filter columns\nfiltered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\nnearby_venues =nearby_venues.loc[:, filtered_columns]\n\n# filter the category for each row\nnearby_venues['venue.categories'] = nearby_venues.apply(get_category_type, axis=1)\n\n# clean columns\nnearby_venues.columns = [col.split(\".\")[-1] for col in nearby_venues.columns]\n\nnearby_venues.head()"
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "42 venues were returned by Foursquare.\n"
                }
            ],
            "source": "print('{} venues were returned by Foursquare.'.format(nearby_venues.shape[0]))"
        },
        {
            "cell_type": "code",
            "execution_count": 13,
            "metadata": {},
            "outputs": [],
            "source": "# The following function retrieves the venues given the names and coordinates and stores it into dataframe.\n\ndef getNearbyVenues(names, latitudes, longitudes, radius=500):\n    \n    venues_list=[]\n    for name, lat, lng in zip(names, latitudes, longitudes):\n        print(name)\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 = ['Neighborhood', \n                  'Neighborhood Latitude', \n                  'Neighborhood Longitude', \n                  'Venue', \n                  'Venue Latitude', \n                  'Venue Longitude', \n                  'Venue Category']\n    \n    return(nearby_venues)"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Retrieve all venues given the Addresses"
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "Baroda House , Bengali Market , Bhagat Singh Market , Connaught Place , Constitution House , Election Commission , Janpath , Krishi Bhawan , Lady Harding Medical College , North Avenue , Parliament House , Patiala House , Pragati Maidan Camp , Pragati Maidan , Rail Bhawan , Sansad Marg , Sansadiya Soudh , Secretariat North , Shastri Bhawan , Supreme Court , New Delhi G.P.O. \nA.G.C.R. , Ajmeri Gate Extn. , Darya Ganj , Gandhi Smarak Nidhi , I.P.Estate , Indraprastha , Minto Road \nDelhi High Court Extension Counter , Delhi High Court , Pandara Road , Aliganj  (South Delhi), C G O Complex , Golf Links , Kasturba Nagar  (South Delhi), Lodi Road , Pragati Vihar , Safdarjung Air Port \nRashtrapati Bhawan \nAnand Parbat Indl. Area , Anand Parbat , Bank Street  (Central Delhi), Desh Bandhu Gupta Road , Guru Gobind Singh Marg , Karol Bagh , Master Prithvi Nath Marg , Sat Nagar \nDelhi G.P.O. , Baratooti , Chandni Chowk , Chawri Bazar , Dareeba , Delhi Sadar Bazar , S.T. Road , Hauz Qazi , Jama Masjid \nC.C.I. , Delhi University , Gulabi Bagh , Jawahar Nagar  (North Delhi), Kamla Nagar  (North Delhi), Malka Ganj , Padam Nagar  (North Delhi), R.C.A.O. , Rana Pratap Bagh , Roop Nagar , Roshan Ara Road , Shakti Nagar  (North Delhi)\nDada Ghosh Bhawan , Patel Nagar East , Patel Nagar  (Central Delhi), Patel Nagar South , Patel Nagar West \nDr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala Colony , H.S.Sangh , Model Town II , Model Town III , Nirankari Colony \n505 A B Workshop , A F Palam , Aps Colony , Bazar Road , C.V.D. , COD  (South West Delhi), Delhi Cantt , Dhaula Kuan , Kirby Place , Pinto Park , R R Hospital , Signal Enclave , Station Road  (South West Delhi), Subroto Park \nNirman Bhawan , South Avenue , Udyog Bhawan \nI.A.R.I. , Inderpuri , National Physical Laboratory \nDargah Sharif , Hazrat Nizamuddin \nHari Nagar Ashram , Jeevan Nagar , Jungpura , Pratap Market \nDelhi Industrial Area , ESI , Karam Pura , L. M. Nagar Indl. Area , Mansarover Garden , N.I.Area , Ramesh Nagar , Zakhira \nGreen Park Market , Hauz Khas Market , Hauz Khas , IT Hauz Khas , NIE Campus , Technology Bhawan \nDistt. Court Complex, Saket , Malviya Nagar  (South Delhi), MMTC/STC Colony , Panchsheel Enclave , Pushp Vihar , Saket  (South Delhi), Sarvodya Enclave , South Malviya Nagar \nAshok Nagar  (West Delhi), Chand Nagar , Chaukhandi , Fateh Nagar , Khyala Phase -  I , Khyala Phase - II , M.B.S. Nagar , Mahabir Nagar , Tilak Nagar East , Tilak Nagar  (West Delhi), Vikas Puri , Vishnu Garden \nAlaknanda , Chittranjan Park , Kalkaji , Nehru Place \nC R R I  (South Delhi), F F C Okhla , Okhla Industrial Area Phase-i , Okhla Industrial Estate , Tehkhand \nAnand Niketan , Chanakya Puri , Malcha Marg , Moti Bagh , Nanak Pura , South Delhi Campus \nR K Puram Sect-1 , R K Puram Sect-12 , R K Puram Sect-3 , R K Puram Sect-4 , R K Puram Sect-5 , R K Puram Sect7 , R K Puram Sect-8 , R K Puram Sector - 6 Postal SB \nKidwai Nagar East , Kidwai Nagar West , Laxmi Bai Nagar , Netaji Nagar  (South West Delhi), Sarojini Nagar \nAmar Colony , Defence Colony  (South Delhi), Krishna Market , Lajpat Nagar (South Delhi) \nAbul Fazal Enclave-I , Jamia Nagar , New Friends Colony , Sukhdev Vihar , Zakir Nagar \nAshoka Park Extn. , Punjabi Bagh , Punjabi Bagh Sec - III , Shivaji Park  (West Delhi)\nJanta Market , Rajouri Garden J-6 , Rajouri Market , Subhash Nagar  (West Delhi), Subhash Nagar West , Tagore Garden \nKair , Khaira , Naraina Industrial Estate , Naraina Village \nAnsari Nagar , Nauroji Nagar , Safdarjung Enclave \nGadaipur , Ghitorni , Lado Sarai , Mehrauli , Paryavaran Complex , Sultanpur , T B Hospital \nGandhi Nagar Bazar , Gandhi Nagar  (East Delhi), Geeta Colony , Kailash Nagar , Raghubar Pura , Rajgarh Colony , Shastri Nagar  (East Delhi)\nBabarpur  (North East Delhi), Balbir Nagar , Bhola Nath Nagar , Distt. Court (KKD) , Goverdhan Bihari Colony , Loni Road , Man Sarovar Park , Rohtash Nagar , Shahdara Mandi , Shahdara , Shivaji Park  (East Delhi), Telewara , Vishwas Nagar \nAdrash Nagar , Bhalaswa , Jahangir Puri A Block , Jahangir Puri D Block , Jahangir Puri H Block , N.S.Mandi \nAnandvas Shakurpur , Maurya Enclave , Rani Bagh , Saraswati Vihar , Shakur Pur I  Block , Shakurbasti Rs , Sri Nagar Colony \nGaneshpura , Keshav Puram  (North West Delhi), Onkar Nagar , Power House , Rampura , Sarai Rohilla \nAlipur , Bakhtawar Pur , Bakoli , Hiranki , Kadipur , Khampur , Mukhmelpur , Nangal Poona , Palla , Tajpur Kalan \nGurgaon Road , IGI Airport , Mahipalpur , Nangal Dewat , Palam Airport \nA F Rajokari , Rajokari \nAuchandi , Barwala , Bawana , Daryapur Kalan , Ghoga , Hareveli , Jat Khore , Katewara , Mungeshpur , Nangal Thakran , Pooth Khurd , Qutabagarh \nBankner , Bhorgarh , Kanya Gurukul , Lampur , Narela , Sanoth  , Singhu , Tikri Khurd \nBakkarwala , Hirankudna , Mundka , Nangloi - II , Nangloi - III , Nangloi , Nilothi , Ranhola , Tikri Kalan \nBadli  (North West Delhi), Delhi Engg. College , Pehlad Pur , Samai Pur , Shahbad Daulatpur , Siraspur \nBaprola , Daulatpur , Dichaun Kalan , Dindarpur , Jhatikara , Mitraon , Najafgarh , Pandwala Kalan , Papravat , Rewla Khanpur , Surehra , Tilangpur Kotla \nBadarpur  (South Delhi), BTPS  (South Delhi), Jaitpur , Jaitpur  (South Delhi), Lal Kuan , Molarband , Pul Pahladpur , Tugalkabad , Tugalkabad Railway Colony \nDabri , Indira Park , Nasirpur , Palam Village \nNangal Raya , Sagarpur \nArjungarh , Aya Nagar , Jaunapur , Mandi \nGreater Kailash , Kailash Colony , Masjid Moth \nAndrewsganj , Gautam Nagar , Gulmohar Park , New Delhi South Ext-II , Sadiq Nagar , Sahpurjat \nAzad Nagar  (East Delhi), Govind Pura , Krishna Nagar , Ram Nagar  (East Delhi)\nAshok Vihar , Nimri , Satyawati Nagar , Shastri Nagar  (North West Delhi), Wazir Pur III \nBhajan Pura , Brahampuri , Garhi Mandu , Ghonda , Jafrabad  (East Delhi), Jagjit Nagar , Maujpur , New Usmanpur , Seelampur , Yamuna Vihar \nAruna Nagar , Civil Lines  (North Delhi), District Courts  (North Delhi), Majnu ka Tila , Patrachar Vidyalay , Timarpur \nA.K.Market , Multani Dhanda , Pahar Ganj , Swami Ram Tirth Nagar \nNew Multan Nagar , Shakur Basti Depot \nVasant Vihar-1 , Vasant Vihar-2 \nD.E.S.U. Colony , Jail Road  (West Delhi), Janakpuri A-3 , Janakpuri B-1 , Janakpuri C-4 \nD. K. Mohan Garden , Hastal Village , Jeevan Park , Matiala , Uttam Nagar \nRajender Nagar \nBijwasan , Shahbad Mohammadpur \nAir Force Station Tugalkabad , BSF Camp Tigri , Dakshinpuri Phase-I , Dakshinpuri Phase-II , Dakshinpuri Phase-III , Deoli , Dr. Ambedkar Nagar  (South Delhi), Hamdard Nagar , Khanpur  (South Delhi), Pushpa Bhawan , Talimabad \nJawala Heri , Madipur Slum Quarter , Madipur Village , Paschim Vihar B Block , Paschim Vihar , Peeragarhi \nHari Nagar BE Block , Hari Nagar Dadb Block , Hari Nagar  (West Delhi), Maya Puri , Mayapuri Shopping Centre \nEast Of Kailash Phase-I , East Of Kailash , Nehru Nagar  (South Delhi), Sant Nagar  (South Delhi), Sriniwaspuri \nR K Puram (Main) , R K Puram West \nJ.N.U. , JNU New Campus , Munirka \nIgnou , Maidan Garhi \nUnion Public Service Commission \nMasood Pur , Vasant Kunj Pkt-A , Vasant Kunj \nBadusarai , Chhawla , DC Goyla , Kangan Heri \nCRPF Jharoda Kalan , Jharoda Kalan \nDhansa , Galib Pur , Ghuman Hera , Issapur , Jafarpur , Khera Dabur , Malik Pur , Mundela Kalan , Quazipur , Raota , Ujwa \nC.S.K.M. School , Chandanhoola , Chattarpur , Dera , Fatehpur Beri , Sanjay Colony Bhati Mines , Satbari , Sawan Public School \nAmberhai , District Court Complex Dwarka , Dwarka Sec-6 \nAli , Madanpur Khadar , Sarita Vihar \nBagdola , Barthal , Dhulsiras , Palam Extn (Harijan Basti) , Raj Nagar - II \nDistt. Court Complex, Dwarka , GGSIP University , Kakrola , N.S.I.T. Dwarka \nSangam Vihar \nChand Pur , Gheora , Jaunti , Kanjhawla , Karala , Lad Pur , Majra Dabas , Mubarak Pur Dabas , Nizampur , Punjab Khor , Rani Khera \nHolambi Kalan , Khera Kalan , Khera Khurd , Naya Bans \nMangolpuri A Block , Mangolpuri I  Block , Mangolpuri N Block , Mangolpuri S Block \nBurari , Jagatpur , Jharoda Majraa , Wazirabad Village \nAvantika , Naharpur , Prashant Vihar , Rithala , Rohini Courts , Rohini sec-11 , Rohini Sector 5 , Rohini Sector-7 \nBegumpur , Budh Vihar , Pooth Kalan , Pooth Kalan Resettlement , Prem Nagar , Sultanpuri B Block , Sultanpuri C Block , Sultanpuri F Block \nJwala Puri , Sunder Vihar \nHaiderpur , Shalamar , Shalimar Bagh  (North West Delhi)\nRohini Sector 15 \nBadarpur Khadar , Karawal Nagar , Shaheed Bhagat Singh Colony , Shriram Colony Rajeev Nagar , Sonia Vihar \nChilla , Himmatpuri , Kalyanpuri , Kalyanvas , Mayur Vihar Ph-I , Patparganj , Trilok Puri \nAnand Vihar , IP Extension , Laxmi Nagar  (East Delhi), Mandawali Fazalpur , Nirman Vihar , Shakarpur , Surajmal Vihar , Yozna Vihar \nHarsh Vihar , Loni Road Housing Complex , Mandoli Saboli , Nand Nagri \"A\" , Nand Nagri \"C\" , Sunder Nagari \nDayalpur , Gokal Puri , Johripur , Khazuri Khas , Sabhapur \nDilshad Garden , G.T.B. Hospital , Jhilmil , Jhilmil Tahirpur , New Seemapuri , Old Seemapuri , V.K. Nagar , Vivek Vihar \nGhazipur , Mayur Vihar Ph-III , Vasundhra Enclave \nKapashera .\n"
                }
            ],
            "source": "delhi_neighborhoods = df_delhi\ndelhi_venues = getNearbyVenues(names=delhi_neighborhoods['neighborhood'],\n                                   latitudes=delhi_neighborhoods['Latitude'],\n                                   longitudes=delhi_neighborhoods['Longitude']\n                                  )"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Check size of resulting dataframe"
        },
        {
            "cell_type": "code",
            "execution_count": 16,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "(414, 7)\n"
                },
                {
                    "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>Neighborhood</th>\n      <th>Neighborhood Latitude</th>\n      <th>Neighborhood Longitude</th>\n      <th>Venue</th>\n      <th>Venue Latitude</th>\n      <th>Venue Longitude</th>\n      <th>Venue Category</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>28.630485</td>\n      <td>77.215051</td>\n      <td>Jain Chawal Wale</td>\n      <td>28.631328</td>\n      <td>77.216172</td>\n      <td>Food Truck</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>28.630485</td>\n      <td>77.215051</td>\n      <td>HOTEL SARAVANA BHAVAN</td>\n      <td>28.632319</td>\n      <td>77.216445</td>\n      <td>South Indian Restaurant</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>28.630485</td>\n      <td>77.215051</td>\n      <td>Aqua</td>\n      <td>28.628809</td>\n      <td>77.215636</td>\n      <td>Lounge</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>28.630485</td>\n      <td>77.215051</td>\n      <td>Pind Balluchi</td>\n      <td>28.630318</td>\n      <td>77.217600</td>\n      <td>North Indian Restaurant</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>28.630485</td>\n      <td>77.215051</td>\n      <td>Starbucks</td>\n      <td>28.632011</td>\n      <td>77.217731</td>\n      <td>Coffee Shop</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "                                        Neighborhood  Neighborhood Latitude  \\\n0  Baroda House , Bengali Market , Bhagat Singh M...              28.630485   \n1  Baroda House , Bengali Market , Bhagat Singh M...              28.630485   \n2  Baroda House , Bengali Market , Bhagat Singh M...              28.630485   \n3  Baroda House , Bengali Market , Bhagat Singh M...              28.630485   \n4  Baroda House , Bengali Market , Bhagat Singh M...              28.630485   \n\n   Neighborhood Longitude                  Venue  Venue Latitude  \\\n0               77.215051       Jain Chawal Wale       28.631328   \n1               77.215051  HOTEL SARAVANA BHAVAN       28.632319   \n2               77.215051                   Aqua       28.628809   \n3               77.215051          Pind Balluchi       28.630318   \n4               77.215051              Starbucks       28.632011   \n\n   Venue Longitude           Venue Category  \n0        77.216172               Food Truck  \n1        77.216445  South Indian Restaurant  \n2        77.215636                   Lounge  \n3        77.217600  North Indian Restaurant  \n4        77.217731              Coffee Shop  "
                    },
                    "execution_count": 16,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "print(delhi_venues.shape)\ndelhi_venues.head()"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Count of venues were returned for each region"
        },
        {
            "cell_type": "code",
            "execution_count": 17,
            "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>Neighborhood Latitude</th>\n      <th>Neighborhood Longitude</th>\n      <th>Venue</th>\n      <th>Venue Latitude</th>\n      <th>Venue Longitude</th>\n      <th>Venue Category</th>\n    </tr>\n    <tr>\n      <th>Neighborhood</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>505 A B Workshop , A F Palam , Aps Colony , Bazar Road , C.V.D. , COD  (South West Delhi), Delhi Cantt , Dhaula Kuan , Kirby Place , Pinto Park , R R Hospital , Signal Enclave , Station Road  (South West Delhi), Subroto Park</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>A.K.Market , Multani Dhanda , Pahar Ganj , Swami Ram Tirth Nagar</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Abul Fazal Enclave-I , Jamia Nagar , New Friends Colony , Sukhdev Vihar , Zakir Nagar</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Adrash Nagar , Bhalaswa , Jahangir Puri A Block , Jahangir Puri D Block , Jahangir Puri H Block , N.S.Mandi</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Air Force Station Tugalkabad , BSF Camp Tigri , Dakshinpuri Phase-I , Dakshinpuri Phase-II , Dakshinpuri Phase-III , Deoli , Dr. Ambedkar Nagar  (South Delhi), Hamdard Nagar , Khanpur  (South Delhi), Pushpa Bhawan , Talimabad</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Alaknanda , Chittranjan Park , Kalkaji , Nehru Place</th>\n      <td>26</td>\n      <td>26</td>\n      <td>26</td>\n      <td>26</td>\n      <td>26</td>\n      <td>26</td>\n    </tr>\n    <tr>\n      <th>Amar Colony , Defence Colony  (South Delhi), Krishna Market , Lajpat Nagar (South Delhi)</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Amberhai , District Court Complex Dwarka , Dwarka Sec-6</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Anand Niketan , Chanakya Puri , Malcha Marg , Moti Bagh , Nanak Pura , South Delhi Campus</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Anand Parbat Indl. Area , Anand Parbat , Bank Street  (Central Delhi), Desh Bandhu Gupta Road , Guru Gobind Singh Marg , Karol Bagh , Master Prithvi Nath Marg , Sat Nagar</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Anand Vihar , IP Extension , Laxmi Nagar  (East Delhi), Mandawali Fazalpur , Nirman Vihar , Shakarpur , Surajmal Vihar , Yozna Vihar</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Anandvas Shakurpur , Maurya Enclave , Rani Bagh , Saraswati Vihar , Shakur Pur I  Block , Shakurbasti Rs , Sri Nagar Colony</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Andrewsganj , Gautam Nagar , Gulmohar Park , New Delhi South Ext-II , Sadiq Nagar , Sahpurjat</th>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>Ansari Nagar , Nauroji Nagar , Safdarjung Enclave</th>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>Arjungarh , Aya Nagar , Jaunapur , Mandi</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Aruna Nagar , Civil Lines  (North Delhi), District Courts  (North Delhi), Majnu ka Tila , Patrachar Vidyalay , Timarpur</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Ashok Nagar  (West Delhi), Chand Nagar , Chaukhandi , Fateh Nagar , Khyala Phase -  I , Khyala Phase - II , M.B.S. Nagar , Mahabir Nagar , Tilak Nagar East , Tilak Nagar  (West Delhi), Vikas Puri , Vishnu Garden</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Ashok Vihar , Nimri , Satyawati Nagar , Shastri Nagar  (North West Delhi), Wazir Pur III</th>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>Ashoka Park Extn. , Punjabi Bagh , Punjabi Bagh Sec - III , Shivaji Park  (West Delhi)</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Avantika , Naharpur , Prashant Vihar , Rithala , Rohini Courts , Rohini sec-11 , Rohini Sector 5 , Rohini Sector-7</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Azad Nagar  (East Delhi), Govind Pura , Krishna Nagar , Ram Nagar  (East Delhi)</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Babarpur  (North East Delhi), Balbir Nagar , Bhola Nath Nagar , Distt. Court (KKD) , Goverdhan Bihari Colony , Loni Road , Man Sarovar Park , Rohtash Nagar , Shahdara Mandi , Shahdara , Shivaji Park  (East Delhi), Telewara , Vishwas Nagar</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Badarpur  (South Delhi), BTPS  (South Delhi), Jaitpur , Jaitpur  (South Delhi), Lal Kuan , Molarband , Pul Pahladpur , Tugalkabad , Tugalkabad Railway Colony</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Badarpur Khadar , Karawal Nagar , Shaheed Bhagat Singh Colony , Shriram Colony Rajeev Nagar , Sonia Vihar</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Badli  (North West Delhi), Delhi Engg. College , Pehlad Pur , Samai Pur , Shahbad Daulatpur , Siraspur</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Badusarai , Chhawla , DC Goyla , Kangan Heri</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Bagdola , Barthal , Dhulsiras , Palam Extn (Harijan Basti) , Raj Nagar - II</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>Bakkarwala , Hirankudna , Mundka , Nangloi - II , Nangloi - III , Nangloi , Nilothi , Ranhola , Tikri Kalan</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Bankner , Bhorgarh , Kanya Gurukul , Lampur , Narela , Sanoth  , Singhu , Tikri Khurd</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>Baprola , Daulatpur , Dichaun Kalan , Dindarpur , Jhatikara , Mitraon , Najafgarh , Pandwala Kalan , Papravat , Rewla Khanpur , Surehra , Tilangpur Kotla</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>Dilshad Garden , G.T.B. Hospital , Jhilmil , Jhilmil Tahirpur , New Seemapuri , Old Seemapuri , V.K. Nagar , Vivek Vihar</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>Distt. Court Complex, Saket , Malviya Nagar  (South Delhi), MMTC/STC Colony , Panchsheel Enclave , Pushp Vihar , Saket  (South Delhi), Sarvodya Enclave , South Malviya Nagar</th>\n      <td>11</td>\n      <td>11</td>\n      <td>11</td>\n      <td>11</td>\n      <td>11</td>\n      <td>11</td>\n    </tr>\n    <tr>\n      <th>Dr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala Colony , H.S.Sangh , Model Town II , Model Town III , Nirankari Colony</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Ghazipur , Mayur Vihar Ph-III , Vasundhra Enclave</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Greater Kailash , Kailash Colony , Masjid Moth</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Green Park Market , Hauz Khas Market , Hauz Khas , IT Hauz Khas , NIE Campus , Technology Bhawan</th>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>Gurgaon Road , IGI Airport , Mahipalpur , Nangal Dewat , Palam Airport</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Hari Nagar Ashram , Jeevan Nagar , Jungpura , Pratap Market</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Hari Nagar BE Block , Hari Nagar Dadb Block , Hari Nagar  (West Delhi), Maya Puri , Mayapuri Shopping Centre</th>\n      <td>15</td>\n      <td>15</td>\n      <td>15</td>\n      <td>15</td>\n      <td>15</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <th>Harsh Vihar , Loni Road Housing Complex , Mandoli Saboli , Nand Nagri \"A\" , Nand Nagri \"C\" , Sunder Nagari</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Holambi Kalan , Khera Kalan , Khera Khurd , Naya Bans</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>I.A.R.I. , Inderpuri , National Physical Laboratory</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Ignou , Maidan Garhi</th>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>J.N.U. , JNU New Campus , Munirka</th>\n      <td>19</td>\n      <td>19</td>\n      <td>19</td>\n      <td>19</td>\n      <td>19</td>\n      <td>19</td>\n    </tr>\n    <tr>\n      <th>Janta Market , Rajouri Garden J-6 , Rajouri Market , Subhash Nagar  (West Delhi), Subhash Nagar West , Tagore Garden</th>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>Jawala Heri , Madipur Slum Quarter , Madipur Village , Paschim Vihar B Block , Paschim Vihar , Peeragarhi</th>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>Jwala Puri , Sunder Vihar</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Kair , Khaira , Naraina Industrial Estate , Naraina Village</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Kidwai Nagar East , Kidwai Nagar West , Laxmi Bai Nagar , Netaji Nagar  (South West Delhi), Sarojini Nagar</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Mangolpuri A Block , Mangolpuri I  Block , Mangolpuri N Block , Mangolpuri S Block</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Masood Pur , Vasant Kunj Pkt-A , Vasant Kunj</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Nangal Raya , Sagarpur</th>\n      <td>15</td>\n      <td>15</td>\n      <td>15</td>\n      <td>15</td>\n      <td>15</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <th>New Multan Nagar , Shakur Basti Depot</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Nirman Bhawan , South Avenue , Udyog Bhawan</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>R K Puram (Main) , R K Puram West</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>R K Puram Sect-1 , R K Puram Sect-12 , R K Puram Sect-3 , R K Puram Sect-4 , R K Puram Sect-5 , R K Puram Sect7 , R K Puram Sect-8 , R K Puram Sector - 6 Postal SB</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Rajender Nagar</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Rashtrapati Bhawan</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Rohini Sector 15</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>Vasant Vihar-1 , Vasant Vihar-2</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n<p>78 rows \u00d7 6 columns</p>\n</div>",
                        "text/plain": "                                                    Neighborhood Latitude  \\\nNeighborhood                                                                \n505 A B Workshop , A F Palam , Aps Colony , Baz...                      4   \nA.K.Market , Multani Dhanda , Pahar Ganj , Swam...                      4   \nAbul Fazal Enclave-I , Jamia Nagar , New Friend...                      3   \nAdrash Nagar , Bhalaswa , Jahangir Puri A Block...                      4   \nAir Force Station Tugalkabad , BSF Camp Tigri ,...                      5   \nAlaknanda , Chittranjan Park , Kalkaji , Nehru ...                     26   \nAmar Colony , Defence Colony  (South Delhi), Kr...                      5   \nAmberhai , District Court Complex Dwarka , Dwar...                      1   \nAnand Niketan , Chanakya Puri , Malcha Marg , M...                      5   \nAnand Parbat Indl. Area , Anand Parbat , Bank S...                      5   \nAnand Vihar , IP Extension , Laxmi Nagar  (East...                      1   \nAnandvas Shakurpur , Maurya Enclave , Rani Bagh...                      3   \nAndrewsganj , Gautam Nagar , Gulmohar Park , Ne...                      7   \nAnsari Nagar , Nauroji Nagar , Safdarjung Enclave                       6   \nArjungarh , Aya Nagar , Jaunapur , Mandi                                5   \nAruna Nagar , Civil Lines  (North Delhi), Distr...                      5   \nAshok Nagar  (West Delhi), Chand Nagar , Chaukh...                      4   \nAshok Vihar , Nimri , Satyawati Nagar , Shastri...                      9   \nAshoka Park Extn. , Punjabi Bagh , Punjabi Bagh...                      4   \nAvantika , Naharpur , Prashant Vihar , Rithala ...                      1   \nAzad Nagar  (East Delhi), Govind Pura , Krishna...                      1   \nBabarpur  (North East Delhi), Balbir Nagar , Bh...                      1   \nBadarpur  (South Delhi), BTPS  (South Delhi), J...                      3   \nBadarpur Khadar , Karawal Nagar , Shaheed Bhaga...                      5   \nBadli  (North West Delhi), Delhi Engg. College ...                      3   \nBadusarai , Chhawla , DC Goyla , Kangan Heri                            1   \nBagdola , Barthal , Dhulsiras , Palam Extn (Har...                      2   \nBakkarwala , Hirankudna , Mundka , Nangloi - II...                      1   \nBankner , Bhorgarh , Kanya Gurukul , Lampur , N...                      2   \nBaprola , Daulatpur , Dichaun Kalan , Dindarpur...                      1   \n...                                                                   ...   \nDilshad Garden , G.T.B. Hospital , Jhilmil , Jh...                      2   \nDistt. Court Complex, Saket , Malviya Nagar  (S...                     11   \nDr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala Co...                      5   \nGhazipur , Mayur Vihar Ph-III , Vasundhra Enclave                       5   \nGreater Kailash , Kailash Colony , Masjid Moth                          4   \nGreen Park Market , Hauz Khas Market , Hauz Kha...                      6   \nGurgaon Road , IGI Airport , Mahipalpur , Nanga...                      4   \nHari Nagar Ashram , Jeevan Nagar , Jungpura , P...                      4   \nHari Nagar BE Block , Hari Nagar Dadb Block , H...                     15   \nHarsh Vihar , Loni Road Housing Complex , Mando...                      3   \nHolambi Kalan , Khera Kalan , Khera Khurd , Nay...                      1   \nI.A.R.I. , Inderpuri , National Physical Labora...                      1   \nIgnou , Maidan Garhi                                                    7   \nJ.N.U. , JNU New Campus , Munirka                                      19   \nJanta Market , Rajouri Garden J-6 , Rajouri Mar...                      7   \nJawala Heri , Madipur Slum Quarter , Madipur Vi...                      7   \nJwala Puri , Sunder Vihar                                               1   \nKair , Khaira , Naraina Industrial Estate , Nar...                      3   \nKidwai Nagar East , Kidwai Nagar West , Laxmi B...                      5   \nMangolpuri A Block , Mangolpuri I  Block , Mang...                      3   \nMasood Pur , Vasant Kunj Pkt-A , Vasant Kunj                            1   \nNangal Raya , Sagarpur                                                 15   \nNew Multan Nagar , Shakur Basti Depot                                   5   \nNirman Bhawan , South Avenue , Udyog Bhawan                             5   \nR K Puram (Main) , R K Puram West                                       1   \nR K Puram Sect-1 , R K Puram Sect-12 , R K Pura...                      4   \nRajender Nagar                                                          3   \nRashtrapati Bhawan                                                      3   \nRohini Sector 15                                                        2   \nVasant Vihar-1 , Vasant Vihar-2                                         2   \n\n                                                    Neighborhood Longitude  \\\nNeighborhood                                                                 \n505 A B Workshop , A F Palam , Aps Colony , Baz...                       4   \nA.K.Market , Multani Dhanda , Pahar Ganj , Swam...                       4   \nAbul Fazal Enclave-I , Jamia Nagar , New Friend...                       3   \nAdrash Nagar , Bhalaswa , Jahangir Puri A Block...                       4   \nAir Force Station Tugalkabad , BSF Camp Tigri ,...                       5   \nAlaknanda , Chittranjan Park , Kalkaji , Nehru ...                      26   \nAmar Colony , Defence Colony  (South Delhi), Kr...                       5   \nAmberhai , District Court Complex Dwarka , Dwar...                       1   \nAnand Niketan , Chanakya Puri , Malcha Marg , M...                       5   \nAnand Parbat Indl. Area , Anand Parbat , Bank S...                       5   \nAnand Vihar , IP Extension , Laxmi Nagar  (East...                       1   \nAnandvas Shakurpur , Maurya Enclave , Rani Bagh...                       3   \nAndrewsganj , Gautam Nagar , Gulmohar Park , Ne...                       7   \nAnsari Nagar , Nauroji Nagar , Safdarjung Enclave                        6   \nArjungarh , Aya Nagar , Jaunapur , Mandi                                 5   \nAruna Nagar , Civil Lines  (North Delhi), Distr...                       5   \nAshok Nagar  (West Delhi), Chand Nagar , Chaukh...                       4   \nAshok Vihar , Nimri , Satyawati Nagar , Shastri...                       9   \nAshoka Park Extn. , Punjabi Bagh , Punjabi Bagh...                       4   \nAvantika , Naharpur , Prashant Vihar , Rithala ...                       1   \nAzad Nagar  (East Delhi), Govind Pura , Krishna...                       1   \nBabarpur  (North East Delhi), Balbir Nagar , Bh...                       1   \nBadarpur  (South Delhi), BTPS  (South Delhi), J...                       3   \nBadarpur Khadar , Karawal Nagar , Shaheed Bhaga...                       5   \nBadli  (North West Delhi), Delhi Engg. College ...                       3   \nBadusarai , Chhawla , DC Goyla , Kangan Heri                             1   \nBagdola , Barthal , Dhulsiras , Palam Extn (Har...                       2   \nBakkarwala , Hirankudna , Mundka , Nangloi - II...                       1   \nBankner , Bhorgarh , Kanya Gurukul , Lampur , N...                       2   \nBaprola , Daulatpur , Dichaun Kalan , Dindarpur...                       1   \n...                                                                    ...   \nDilshad Garden , G.T.B. Hospital , Jhilmil , Jh...                       2   \nDistt. Court Complex, Saket , Malviya Nagar  (S...                      11   \nDr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala Co...                       5   \nGhazipur , Mayur Vihar Ph-III , Vasundhra Enclave                        5   \nGreater Kailash , Kailash Colony , Masjid Moth                           4   \nGreen Park Market , Hauz Khas Market , Hauz Kha...                       6   \nGurgaon Road , IGI Airport , Mahipalpur , Nanga...                       4   \nHari Nagar Ashram , Jeevan Nagar , Jungpura , P...                       4   \nHari Nagar BE Block , Hari Nagar Dadb Block , H...                      15   \nHarsh Vihar , Loni Road Housing Complex , Mando...                       3   \nHolambi Kalan , Khera Kalan , Khera Khurd , Nay...                       1   \nI.A.R.I. , Inderpuri , National Physical Labora...                       1   \nIgnou , Maidan Garhi                                                     7   \nJ.N.U. , JNU New Campus , Munirka                                       19   \nJanta Market , Rajouri Garden J-6 , Rajouri Mar...                       7   \nJawala Heri , Madipur Slum Quarter , Madipur Vi...                       7   \nJwala Puri , Sunder Vihar                                                1   \nKair , Khaira , Naraina Industrial Estate , Nar...                       3   \nKidwai Nagar East , Kidwai Nagar West , Laxmi B...                       5   \nMangolpuri A Block , Mangolpuri I  Block , Mang...                       3   \nMasood Pur , Vasant Kunj Pkt-A , Vasant Kunj                             1   \nNangal Raya , Sagarpur                                                  15   \nNew Multan Nagar , Shakur Basti Depot                                    5   \nNirman Bhawan , South Avenue , Udyog Bhawan                              5   \nR K Puram (Main) , R K Puram West                                        1   \nR K Puram Sect-1 , R K Puram Sect-12 , R K Pura...                       4   \nRajender Nagar                                                           3   \nRashtrapati Bhawan                                                       3   \nRohini Sector 15                                                         2   \nVasant Vihar-1 , Vasant Vihar-2                                          2   \n\n                                                    Venue  Venue Latitude  \\\nNeighborhood                                                                \n505 A B Workshop , A F Palam , Aps Colony , Baz...      4               4   \nA.K.Market , Multani Dhanda , Pahar Ganj , Swam...      4               4   \nAbul Fazal Enclave-I , Jamia Nagar , New Friend...      3               3   \nAdrash Nagar , Bhalaswa , Jahangir Puri A Block...      4               4   \nAir Force Station Tugalkabad , BSF Camp Tigri ,...      5               5   \nAlaknanda , Chittranjan Park , Kalkaji , Nehru ...     26              26   \nAmar Colony , Defence Colony  (South Delhi), Kr...      5               5   \nAmberhai , District Court Complex Dwarka , Dwar...      1               1   \nAnand Niketan , Chanakya Puri , Malcha Marg , M...      5               5   \nAnand Parbat Indl. Area , Anand Parbat , Bank S...      5               5   \nAnand Vihar , IP Extension , Laxmi Nagar  (East...      1               1   \nAnandvas Shakurpur , Maurya Enclave , Rani Bagh...      3               3   \nAndrewsganj , Gautam Nagar , Gulmohar Park , Ne...      7               7   \nAnsari Nagar , Nauroji Nagar , Safdarjung Enclave       6               6   \nArjungarh , Aya Nagar , Jaunapur , Mandi                5               5   \nAruna Nagar , Civil Lines  (North Delhi), Distr...      5               5   \nAshok Nagar  (West Delhi), Chand Nagar , Chaukh...      4               4   \nAshok Vihar , Nimri , Satyawati Nagar , Shastri...      9               9   \nAshoka Park Extn. , Punjabi Bagh , Punjabi Bagh...      4               4   \nAvantika , Naharpur , Prashant Vihar , Rithala ...      1               1   \nAzad Nagar  (East Delhi), Govind Pura , Krishna...      1               1   \nBabarpur  (North East Delhi), Balbir Nagar , Bh...      1               1   \nBadarpur  (South Delhi), BTPS  (South Delhi), J...      3               3   \nBadarpur Khadar , Karawal Nagar , Shaheed Bhaga...      5               5   \nBadli  (North West Delhi), Delhi Engg. College ...      3               3   \nBadusarai , Chhawla , DC Goyla , Kangan Heri            1               1   \nBagdola , Barthal , Dhulsiras , Palam Extn (Har...      2               2   \nBakkarwala , Hirankudna , Mundka , Nangloi - II...      1               1   \nBankner , Bhorgarh , Kanya Gurukul , Lampur , N...      2               2   \nBaprola , Daulatpur , Dichaun Kalan , Dindarpur...      1               1   \n...                                                   ...             ...   \nDilshad Garden , G.T.B. Hospital , Jhilmil , Jh...      2               2   \nDistt. Court Complex, Saket , Malviya Nagar  (S...     11              11   \nDr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala Co...      5               5   \nGhazipur , Mayur Vihar Ph-III , Vasundhra Enclave       5               5   \nGreater Kailash , Kailash Colony , Masjid Moth          4               4   \nGreen Park Market , Hauz Khas Market , Hauz Kha...      6               6   \nGurgaon Road , IGI Airport , Mahipalpur , Nanga...      4               4   \nHari Nagar Ashram , Jeevan Nagar , Jungpura , P...      4               4   \nHari Nagar BE Block , Hari Nagar Dadb Block , H...     15              15   \nHarsh Vihar , Loni Road Housing Complex , Mando...      3               3   \nHolambi Kalan , Khera Kalan , Khera Khurd , Nay...      1               1   \nI.A.R.I. , Inderpuri , National Physical Labora...      1               1   \nIgnou , Maidan Garhi                                    7               7   \nJ.N.U. , JNU New Campus , Munirka                      19              19   \nJanta Market , Rajouri Garden J-6 , Rajouri Mar...      7               7   \nJawala Heri , Madipur Slum Quarter , Madipur Vi...      7               7   \nJwala Puri , Sunder Vihar                               1               1   \nKair , Khaira , Naraina Industrial Estate , Nar...      3               3   \nKidwai Nagar East , Kidwai Nagar West , Laxmi B...      5               5   \nMangolpuri A Block , Mangolpuri I  Block , Mang...      3               3   \nMasood Pur , Vasant Kunj Pkt-A , Vasant Kunj            1               1   \nNangal Raya , Sagarpur                                 15              15   \nNew Multan Nagar , Shakur Basti Depot                   5               5   \nNirman Bhawan , South Avenue , Udyog Bhawan             5               5   \nR K Puram (Main) , R K Puram West                       1               1   \nR K Puram Sect-1 , R K Puram Sect-12 , R K Pura...      4               4   \nRajender Nagar                                          3               3   \nRashtrapati Bhawan                                      3               3   \nRohini Sector 15                                        2               2   \nVasant Vihar-1 , Vasant Vihar-2                         2               2   \n\n                                                    Venue Longitude  \\\nNeighborhood                                                          \n505 A B Workshop , A F Palam , Aps Colony , Baz...                4   \nA.K.Market , Multani Dhanda , Pahar Ganj , Swam...                4   \nAbul Fazal Enclave-I , Jamia Nagar , New Friend...                3   \nAdrash Nagar , Bhalaswa , Jahangir Puri A Block...                4   \nAir Force Station Tugalkabad , BSF Camp Tigri ,...                5   \nAlaknanda , Chittranjan Park , Kalkaji , Nehru ...               26   \nAmar Colony , Defence Colony  (South Delhi), Kr...                5   \nAmberhai , District Court Complex Dwarka , Dwar...                1   \nAnand Niketan , Chanakya Puri , Malcha Marg , M...                5   \nAnand Parbat Indl. Area , Anand Parbat , Bank S...                5   \nAnand Vihar , IP Extension , Laxmi Nagar  (East...                1   \nAnandvas Shakurpur , Maurya Enclave , Rani Bagh...                3   \nAndrewsganj , Gautam Nagar , Gulmohar Park , Ne...                7   \nAnsari Nagar , Nauroji Nagar , Safdarjung Enclave                 6   \nArjungarh , Aya Nagar , Jaunapur , Mandi                          5   \nAruna Nagar , Civil Lines  (North Delhi), Distr...                5   \nAshok Nagar  (West Delhi), Chand Nagar , Chaukh...                4   \nAshok Vihar , Nimri , Satyawati Nagar , Shastri...                9   \nAshoka Park Extn. , Punjabi Bagh , Punjabi Bagh...                4   \nAvantika , Naharpur , Prashant Vihar , Rithala ...                1   \nAzad Nagar  (East Delhi), Govind Pura , Krishna...                1   \nBabarpur  (North East Delhi), Balbir Nagar , Bh...                1   \nBadarpur  (South Delhi), BTPS  (South Delhi), J...                3   \nBadarpur Khadar , Karawal Nagar , Shaheed Bhaga...                5   \nBadli  (North West Delhi), Delhi Engg. College ...                3   \nBadusarai , Chhawla , DC Goyla , Kangan Heri                      1   \nBagdola , Barthal , Dhulsiras , Palam Extn (Har...                2   \nBakkarwala , Hirankudna , Mundka , Nangloi - II...                1   \nBankner , Bhorgarh , Kanya Gurukul , Lampur , N...                2   \nBaprola , Daulatpur , Dichaun Kalan , Dindarpur...                1   \n...                                                             ...   \nDilshad Garden , G.T.B. Hospital , Jhilmil , Jh...                2   \nDistt. Court Complex, Saket , Malviya Nagar  (S...               11   \nDr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala Co...                5   \nGhazipur , Mayur Vihar Ph-III , Vasundhra Enclave                 5   \nGreater Kailash , Kailash Colony , Masjid Moth                    4   \nGreen Park Market , Hauz Khas Market , Hauz Kha...                6   \nGurgaon Road , IGI Airport , Mahipalpur , Nanga...                4   \nHari Nagar Ashram , Jeevan Nagar , Jungpura , P...                4   \nHari Nagar BE Block , Hari Nagar Dadb Block , H...               15   \nHarsh Vihar , Loni Road Housing Complex , Mando...                3   \nHolambi Kalan , Khera Kalan , Khera Khurd , Nay...                1   \nI.A.R.I. , Inderpuri , National Physical Labora...                1   \nIgnou , Maidan Garhi                                              7   \nJ.N.U. , JNU New Campus , Munirka                                19   \nJanta Market , Rajouri Garden J-6 , Rajouri Mar...                7   \nJawala Heri , Madipur Slum Quarter , Madipur Vi...                7   \nJwala Puri , Sunder Vihar                                         1   \nKair , Khaira , Naraina Industrial Estate , Nar...                3   \nKidwai Nagar East , Kidwai Nagar West , Laxmi B...                5   \nMangolpuri A Block , Mangolpuri I  Block , Mang...                3   \nMasood Pur , Vasant Kunj Pkt-A , Vasant Kunj                      1   \nNangal Raya , Sagarpur                                           15   \nNew Multan Nagar , Shakur Basti Depot                             5   \nNirman Bhawan , South Avenue , Udyog Bhawan                       5   \nR K Puram (Main) , R K Puram West                                 1   \nR K Puram Sect-1 , R K Puram Sect-12 , R K Pura...                4   \nRajender Nagar                                                    3   \nRashtrapati Bhawan                                                3   \nRohini Sector 15                                                  2   \nVasant Vihar-1 , Vasant Vihar-2                                   2   \n\n                                                    Venue Category  \nNeighborhood                                                        \n505 A B Workshop , A F Palam , Aps Colony , Baz...               4  \nA.K.Market , Multani Dhanda , Pahar Ganj , Swam...               4  \nAbul Fazal Enclave-I , Jamia Nagar , New Friend...               3  \nAdrash Nagar , Bhalaswa , Jahangir Puri A Block...               4  \nAir Force Station Tugalkabad , BSF Camp Tigri ,...               5  \nAlaknanda , Chittranjan Park , Kalkaji , Nehru ...              26  \nAmar Colony , Defence Colony  (South Delhi), Kr...               5  \nAmberhai , District Court Complex Dwarka , Dwar...               1  \nAnand Niketan , Chanakya Puri , Malcha Marg , M...               5  \nAnand Parbat Indl. Area , Anand Parbat , Bank S...               5  \nAnand Vihar , IP Extension , Laxmi Nagar  (East...               1  \nAnandvas Shakurpur , Maurya Enclave , Rani Bagh...               3  \nAndrewsganj , Gautam Nagar , Gulmohar Park , Ne...               7  \nAnsari Nagar , Nauroji Nagar , Safdarjung Enclave                6  \nArjungarh , Aya Nagar , Jaunapur , Mandi                         5  \nAruna Nagar , Civil Lines  (North Delhi), Distr...               5  \nAshok Nagar  (West Delhi), Chand Nagar , Chaukh...               4  \nAshok Vihar , Nimri , Satyawati Nagar , Shastri...               9  \nAshoka Park Extn. , Punjabi Bagh , Punjabi Bagh...               4  \nAvantika , Naharpur , Prashant Vihar , Rithala ...               1  \nAzad Nagar  (East Delhi), Govind Pura , Krishna...               1  \nBabarpur  (North East Delhi), Balbir Nagar , Bh...               1  \nBadarpur  (South Delhi), BTPS  (South Delhi), J...               3  \nBadarpur Khadar , Karawal Nagar , Shaheed Bhaga...               5  \nBadli  (North West Delhi), Delhi Engg. College ...               3  \nBadusarai , Chhawla , DC Goyla , Kangan Heri                     1  \nBagdola , Barthal , Dhulsiras , Palam Extn (Har...               2  \nBakkarwala , Hirankudna , Mundka , Nangloi - II...               1  \nBankner , Bhorgarh , Kanya Gurukul , Lampur , N...               2  \nBaprola , Daulatpur , Dichaun Kalan , Dindarpur...               1  \n...                                                            ...  \nDilshad Garden , G.T.B. Hospital , Jhilmil , Jh...               2  \nDistt. Court Complex, Saket , Malviya Nagar  (S...              11  \nDr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala Co...               5  \nGhazipur , Mayur Vihar Ph-III , Vasundhra Enclave                5  \nGreater Kailash , Kailash Colony , Masjid Moth                   4  \nGreen Park Market , Hauz Khas Market , Hauz Kha...               6  \nGurgaon Road , IGI Airport , Mahipalpur , Nanga...               4  \nHari Nagar Ashram , Jeevan Nagar , Jungpura , P...               4  \nHari Nagar BE Block , Hari Nagar Dadb Block , H...              15  \nHarsh Vihar , Loni Road Housing Complex , Mando...               3  \nHolambi Kalan , Khera Kalan , Khera Khurd , Nay...               1  \nI.A.R.I. , Inderpuri , National Physical Labora...               1  \nIgnou , Maidan Garhi                                             7  \nJ.N.U. , JNU New Campus , Munirka                               19  \nJanta Market , Rajouri Garden J-6 , Rajouri Mar...               7  \nJawala Heri , Madipur Slum Quarter , Madipur Vi...               7  \nJwala Puri , Sunder Vihar                                        1  \nKair , Khaira , Naraina Industrial Estate , Nar...               3  \nKidwai Nagar East , Kidwai Nagar West , Laxmi B...               5  \nMangolpuri A Block , Mangolpuri I  Block , Mang...               3  \nMasood Pur , Vasant Kunj Pkt-A , Vasant Kunj                     1  \nNangal Raya , Sagarpur                                          15  \nNew Multan Nagar , Shakur Basti Depot                            5  \nNirman Bhawan , South Avenue , Udyog Bhawan                      5  \nR K Puram (Main) , R K Puram West                                1  \nR K Puram Sect-1 , R K Puram Sect-12 , R K Pura...               4  \nRajender Nagar                                                   3  \nRashtrapati Bhawan                                               3  \nRohini Sector 15                                                 2  \nVasant Vihar-1 , Vasant Vihar-2                                  2  \n\n[78 rows x 6 columns]"
                    },
                    "execution_count": 17,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_venues.groupby('Neighborhood').count()"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### How many unique categories can be curated from all the returned venues"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "### 2.2 Analyze each region Neighborhood"
        },
        {
            "cell_type": "code",
            "execution_count": 18,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "There are 119 uniques categories.\n"
                }
            ],
            "source": "print('There are {} uniques categories.'.format(len(delhi_venues['Venue Category'].unique())))"
        },
        {
            "cell_type": "code",
            "execution_count": 19,
            "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>Neighborhood</th>\n      <th>ATM</th>\n      <th>Airport Food Court</th>\n      <th>American Restaurant</th>\n      <th>Arcade</th>\n      <th>Asian Restaurant</th>\n      <th>Athletics &amp; Sports</th>\n      <th>BBQ Joint</th>\n      <th>Bakery</th>\n      <th>Bank</th>\n      <th>...</th>\n      <th>Sporting Goods Shop</th>\n      <th>Stadium</th>\n      <th>Temple</th>\n      <th>Theater</th>\n      <th>Tibetan Restaurant</th>\n      <th>Toy / Game Store</th>\n      <th>Train Station</th>\n      <th>Vegetarian / Vegan Restaurant</th>\n      <th>Water Park</th>\n      <th>Yoga Studio</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 120 columns</p>\n</div>",
                        "text/plain": "                                        Neighborhood  ATM  Airport Food Court  \\\n0  Baroda House , Bengali Market , Bhagat Singh M...    0                   0   \n1  Baroda House , Bengali Market , Bhagat Singh M...    0                   0   \n2  Baroda House , Bengali Market , Bhagat Singh M...    0                   0   \n3  Baroda House , Bengali Market , Bhagat Singh M...    0                   0   \n4  Baroda House , Bengali Market , Bhagat Singh M...    0                   0   \n\n   American Restaurant  Arcade  Asian Restaurant  Athletics & Sports  \\\n0                    0       0                 0                   0   \n1                    0       0                 0                   0   \n2                    0       0                 0                   0   \n3                    0       0                 0                   0   \n4                    0       0                 0                   0   \n\n   BBQ Joint  Bakery  Bank  ...  Sporting Goods Shop  Stadium  Temple  \\\n0          0       0     0  ...                    0        0       0   \n1          0       0     0  ...                    0        0       0   \n2          0       0     0  ...                    0        0       0   \n3          0       0     0  ...                    0        0       0   \n4          0       0     0  ...                    0        0       0   \n\n   Theater  Tibetan Restaurant  Toy / Game Store  Train Station  \\\n0        0                   0                 0              0   \n1        0                   0                 0              0   \n2        0                   0                 0              0   \n3        0                   0                 0              0   \n4        0                   0                 0              0   \n\n   Vegetarian / Vegan Restaurant  Water Park  Yoga Studio  \n0                              0           0            0  \n1                              0           0            0  \n2                              0           0            0  \n3                              0           0            0  \n4                              0           0            0  \n\n[5 rows x 120 columns]"
                    },
                    "execution_count": 19,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# one hot encoding\ndelhi_onehot = pd.get_dummies(delhi_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n\n# add neighborhood column back to dataframe\ndelhi_onehot['Neighborhood'] = delhi_venues['Neighborhood'] \n\n# move neighborhood column to the first column\nfixed_columns = [delhi_onehot.columns[-1]] + list(delhi_onehot.columns[:-1])\ndelhi_onehot = delhi_onehot[fixed_columns]\n\ndelhi_onehot.head()"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### And let's find out the dataframe size"
        },
        {
            "cell_type": "code",
            "execution_count": 20,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "(414, 120)"
                    },
                    "execution_count": 20,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_onehot.shape"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Next, let's group rows by neighborhood and by taking the mean of the frequency of occurrence of each category."
        },
        {
            "cell_type": "code",
            "execution_count": 21,
            "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>Neighborhood</th>\n      <th>ATM</th>\n      <th>Airport Food Court</th>\n      <th>American Restaurant</th>\n      <th>Arcade</th>\n      <th>Asian Restaurant</th>\n      <th>Athletics &amp; Sports</th>\n      <th>BBQ Joint</th>\n      <th>Bakery</th>\n      <th>Bank</th>\n      <th>...</th>\n      <th>Sporting Goods Shop</th>\n      <th>Stadium</th>\n      <th>Temple</th>\n      <th>Theater</th>\n      <th>Tibetan Restaurant</th>\n      <th>Toy / Game Store</th>\n      <th>Train Station</th>\n      <th>Vegetarian / Vegan Restaurant</th>\n      <th>Water Park</th>\n      <th>Yoga Studio</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>505 A B Workshop , A F Palam , Aps Colony , Ba...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>A.K.Market , Multani Dhanda , Pahar Ganj , Swa...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Abul Fazal Enclave-I , Jamia Nagar , New Frien...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Adrash Nagar , Bhalaswa , Jahangir Puri A Bloc...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Air Force Station Tugalkabad , BSF Camp Tigri ...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.200000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Alaknanda , Chittranjan Park , Kalkaji , Nehru...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.038462</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Amar Colony , Defence Colony  (South Delhi), K...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.2</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.2</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Amberhai , District Court Complex Dwarka , Dwa...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Anand Niketan , Chanakya Puri , Malcha Marg , ...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Anand Parbat Indl. Area , Anand Parbat , Bank ...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.200000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Anand Vihar , IP Extension , Laxmi Nagar  (Eas...</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Anandvas Shakurpur , Maurya Enclave , Rani Bag...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>Andrewsganj , Gautam Nagar , Gulmohar Park , N...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Ansari Nagar , Nauroji Nagar , Safdarjung Encl...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Arjungarh , Aya Nagar , Jaunapur , Mandi</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Aruna Nagar , Civil Lines  (North Delhi), Dist...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>Ashok Nagar  (West Delhi), Chand Nagar , Chauk...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>Ashok Vihar , Nimri , Satyawati Nagar , Shastr...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.333333</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.111111</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>Ashoka Park Extn. , Punjabi Bagh , Punjabi Bag...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>Avantika , Naharpur , Prashant Vihar , Rithala...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>Azad Nagar  (East Delhi), Govind Pura , Krishn...</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>Babarpur  (North East Delhi), Balbir Nagar , B...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>Badarpur  (South Delhi), BTPS  (South Delhi), ...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>Badarpur Khadar , Karawal Nagar , Shaheed Bhag...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.200000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.20</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>Badli  (North West Delhi), Delhi Engg. College...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.666667</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>Badusarai , Chhawla , DC Goyla , Kangan Heri</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>Bagdola , Barthal , Dhulsiras , Palam Extn (Ha...</td>\n      <td>0.500000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.5</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>Bakkarwala , Hirankudna , Mundka , Nangloi - I...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>Bankner , Bhorgarh , Kanya Gurukul , Lampur , ...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>Baprola , Daulatpur , Dichaun Kalan , Dindarpu...</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>Dilshad Garden , G.T.B. Hospital , Jhilmil , J...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.5</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>Distt. Court Complex, Saket , Malviya Nagar  (...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.090909</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>Dr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala C...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>Ghazipur , Mayur Vihar Ph-III , Vasundhra Encl...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.200000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>Greater Kailash , Kailash Colony , Masjid Moth</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.25</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>Green Park Market , Hauz Khas Market , Hauz Kh...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>Gurgaon Road , IGI Airport , Mahipalpur , Nang...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>Hari Nagar Ashram , Jeevan Nagar , Jungpura , ...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>Hari Nagar BE Block , Hari Nagar Dadb Block , ...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.066667</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.066667</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>Harsh Vihar , Loni Road Housing Complex , Mand...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>Holambi Kalan , Khera Kalan , Khera Khurd , Na...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>I.A.R.I. , Inderpuri , National Physical Labor...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>Ignou , Maidan Garhi</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.142857</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>61</th>\n      <td>J.N.U. , JNU New Campus , Munirka</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.052632</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>62</th>\n      <td>Janta Market , Rajouri Garden J-6 , Rajouri Ma...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.142857</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>Jawala Heri , Madipur Slum Quarter , Madipur V...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.142857</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.142857</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>Jwala Puri , Sunder Vihar</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>65</th>\n      <td>Kair , Khaira , Naraina Industrial Estate , Na...</td>\n      <td>0.000000</td>\n      <td>0.333333</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>Kidwai Nagar East , Kidwai Nagar West , Laxmi ...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.200000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>Mangolpuri A Block , Mangolpuri I  Block , Man...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>Masood Pur , Vasant Kunj Pkt-A , Vasant Kunj</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>69</th>\n      <td>Nangal Raya , Sagarpur</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.066667</td>\n      <td>0.0</td>\n      <td>0.066667</td>\n      <td>0.133333</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>70</th>\n      <td>New Multan Nagar , Shakur Basti Depot</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>Nirman Bhawan , South Avenue , Udyog Bhawan</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>R K Puram (Main) , R K Puram West</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>R K Puram Sect-1 , R K Puram Sect-12 , R K Pur...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>Rajender Nagar</td>\n      <td>0.333333</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>Rashtrapati Bhawan</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>Rohini Sector 15</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>Vasant Vihar-1 , Vasant Vihar-2</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.00</td>\n    </tr>\n  </tbody>\n</table>\n<p>78 rows \u00d7 120 columns</p>\n</div>",
                        "text/plain": "                                         Neighborhood       ATM  \\\n0   505 A B Workshop , A F Palam , Aps Colony , Ba...  0.000000   \n1   A.K.Market , Multani Dhanda , Pahar Ganj , Swa...  0.000000   \n2   Abul Fazal Enclave-I , Jamia Nagar , New Frien...  0.000000   \n3   Adrash Nagar , Bhalaswa , Jahangir Puri A Bloc...  0.000000   \n4   Air Force Station Tugalkabad , BSF Camp Tigri ...  0.000000   \n5   Alaknanda , Chittranjan Park , Kalkaji , Nehru...  0.000000   \n6   Amar Colony , Defence Colony  (South Delhi), K...  0.000000   \n7   Amberhai , District Court Complex Dwarka , Dwa...  0.000000   \n8   Anand Niketan , Chanakya Puri , Malcha Marg , ...  0.000000   \n9   Anand Parbat Indl. Area , Anand Parbat , Bank ...  0.000000   \n10  Anand Vihar , IP Extension , Laxmi Nagar  (Eas...  1.000000   \n11  Anandvas Shakurpur , Maurya Enclave , Rani Bag...  0.000000   \n12  Andrewsganj , Gautam Nagar , Gulmohar Park , N...  0.000000   \n13  Ansari Nagar , Nauroji Nagar , Safdarjung Encl...  0.000000   \n14          Arjungarh , Aya Nagar , Jaunapur , Mandi   0.000000   \n15  Aruna Nagar , Civil Lines  (North Delhi), Dist...  0.000000   \n16  Ashok Nagar  (West Delhi), Chand Nagar , Chauk...  0.000000   \n17  Ashok Vihar , Nimri , Satyawati Nagar , Shastr...  0.000000   \n18  Ashoka Park Extn. , Punjabi Bagh , Punjabi Bag...  0.000000   \n19  Avantika , Naharpur , Prashant Vihar , Rithala...  0.000000   \n20  Azad Nagar  (East Delhi), Govind Pura , Krishn...  1.000000   \n21  Babarpur  (North East Delhi), Balbir Nagar , B...  0.000000   \n22  Badarpur  (South Delhi), BTPS  (South Delhi), ...  0.000000   \n23  Badarpur Khadar , Karawal Nagar , Shaheed Bhag...  0.000000   \n24  Badli  (North West Delhi), Delhi Engg. College...  0.000000   \n25      Badusarai , Chhawla , DC Goyla , Kangan Heri   0.000000   \n26  Bagdola , Barthal , Dhulsiras , Palam Extn (Ha...  0.500000   \n27  Bakkarwala , Hirankudna , Mundka , Nangloi - I...  0.000000   \n28  Bankner , Bhorgarh , Kanya Gurukul , Lampur , ...  0.000000   \n29  Baprola , Daulatpur , Dichaun Kalan , Dindarpu...  1.000000   \n..                                                ...       ...   \n48  Dilshad Garden , G.T.B. Hospital , Jhilmil , J...  0.000000   \n49  Distt. Court Complex, Saket , Malviya Nagar  (...  0.000000   \n50  Dr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala C...  0.000000   \n51  Ghazipur , Mayur Vihar Ph-III , Vasundhra Encl...  0.000000   \n52    Greater Kailash , Kailash Colony , Masjid Moth   0.000000   \n53  Green Park Market , Hauz Khas Market , Hauz Kh...  0.000000   \n54  Gurgaon Road , IGI Airport , Mahipalpur , Nang...  0.000000   \n55  Hari Nagar Ashram , Jeevan Nagar , Jungpura , ...  0.000000   \n56  Hari Nagar BE Block , Hari Nagar Dadb Block , ...  0.000000   \n57  Harsh Vihar , Loni Road Housing Complex , Mand...  0.000000   \n58  Holambi Kalan , Khera Kalan , Khera Khurd , Na...  0.000000   \n59  I.A.R.I. , Inderpuri , National Physical Labor...  0.000000   \n60                              Ignou , Maidan Garhi   0.000000   \n61                 J.N.U. , JNU New Campus , Munirka   0.000000   \n62  Janta Market , Rajouri Garden J-6 , Rajouri Ma...  0.000000   \n63  Jawala Heri , Madipur Slum Quarter , Madipur V...  0.000000   \n64                         Jwala Puri , Sunder Vihar   0.000000   \n65  Kair , Khaira , Naraina Industrial Estate , Na...  0.000000   \n66  Kidwai Nagar East , Kidwai Nagar West , Laxmi ...  0.000000   \n67  Mangolpuri A Block , Mangolpuri I  Block , Man...  0.000000   \n68      Masood Pur , Vasant Kunj Pkt-A , Vasant Kunj   1.000000   \n69                            Nangal Raya , Sagarpur   0.000000   \n70             New Multan Nagar , Shakur Basti Depot   0.000000   \n71       Nirman Bhawan , South Avenue , Udyog Bhawan   0.000000   \n72                 R K Puram (Main) , R K Puram West   0.000000   \n73  R K Puram Sect-1 , R K Puram Sect-12 , R K Pur...  0.000000   \n74                                    Rajender Nagar   0.333333   \n75                                Rashtrapati Bhawan   0.000000   \n76                                  Rohini Sector 15   0.000000   \n77                   Vasant Vihar-1 , Vasant Vihar-2   0.000000   \n\n    Airport Food Court  American Restaurant    Arcade  Asian Restaurant  \\\n0             0.000000                  0.0  0.000000          0.000000   \n1             0.000000                  0.0  0.000000          0.000000   \n2             0.000000                  0.0  0.000000          0.000000   \n3             0.000000                  0.0  0.000000          0.000000   \n4             0.000000                  0.0  0.200000          0.000000   \n5             0.000000                  0.0  0.038462          0.000000   \n6             0.000000                  0.0  0.000000          0.000000   \n7             0.000000                  0.0  0.000000          0.000000   \n8             0.000000                  0.0  0.000000          0.000000   \n9             0.000000                  0.0  0.000000          0.200000   \n10            0.000000                  0.0  0.000000          0.000000   \n11            0.000000                  0.0  0.000000          0.000000   \n12            0.000000                  0.0  0.000000          0.000000   \n13            0.000000                  0.0  0.000000          0.000000   \n14            0.000000                  0.0  0.000000          0.000000   \n15            0.000000                  0.0  0.000000          0.000000   \n16            0.000000                  0.0  0.000000          0.000000   \n17            0.000000                  0.0  0.000000          0.333333   \n18            0.000000                  0.0  0.000000          0.000000   \n19            0.000000                  0.0  0.000000          0.000000   \n20            0.000000                  0.0  0.000000          0.000000   \n21            0.000000                  0.0  0.000000          0.000000   \n22            0.000000                  0.0  0.000000          0.000000   \n23            0.000000                  0.0  0.000000          0.000000   \n24            0.000000                  0.0  0.000000          0.000000   \n25            0.000000                  0.0  0.000000          0.000000   \n26            0.000000                  0.0  0.000000          0.000000   \n27            0.000000                  0.0  0.000000          0.000000   \n28            0.000000                  0.0  0.000000          0.000000   \n29            0.000000                  0.0  0.000000          0.000000   \n..                 ...                  ...       ...               ...   \n48            0.000000                  0.0  0.000000          0.000000   \n49            0.000000                  0.0  0.000000          0.090909   \n50            0.000000                  0.0  0.000000          0.000000   \n51            0.000000                  0.0  0.000000          0.000000   \n52            0.000000                  0.0  0.000000          0.000000   \n53            0.000000                  0.0  0.000000          0.000000   \n54            0.000000                  0.0  0.000000          0.000000   \n55            0.000000                  0.0  0.000000          0.000000   \n56            0.000000                  0.0  0.000000          0.066667   \n57            0.000000                  0.0  0.000000          0.000000   \n58            0.000000                  0.0  0.000000          0.000000   \n59            0.000000                  0.0  0.000000          0.000000   \n60            0.000000                  0.0  0.000000          0.000000   \n61            0.000000                  0.0  0.000000          0.000000   \n62            0.000000                  0.0  0.142857          0.000000   \n63            0.000000                  0.0  0.000000          0.000000   \n64            0.000000                  0.0  0.000000          0.000000   \n65            0.333333                  0.0  0.000000          0.000000   \n66            0.000000                  0.0  0.000000          0.000000   \n67            0.000000                  0.0  0.000000          0.000000   \n68            0.000000                  0.0  0.000000          0.000000   \n69            0.000000                  0.0  0.000000          0.066667   \n70            0.000000                  0.0  0.000000          0.000000   \n71            0.000000                  0.0  0.000000          0.000000   \n72            0.000000                  0.0  0.000000          0.000000   \n73            0.000000                  0.0  0.000000          0.000000   \n74            0.000000                  0.0  0.000000          0.000000   \n75            0.000000                  0.0  0.000000          0.000000   \n76            0.000000                  0.0  0.000000          0.000000   \n77            0.000000                  0.0  0.000000          0.000000   \n\n    Athletics & Sports  BBQ Joint    Bakery  Bank  ...  Sporting Goods Shop  \\\n0                  0.0   0.000000  0.000000   0.0  ...                  0.0   \n1                  0.0   0.000000  0.000000   0.0  ...                  0.0   \n2                  0.0   0.000000  0.000000   0.0  ...                  0.0   \n3                  0.0   0.000000  0.000000   0.0  ...                  0.0   \n4                  0.0   0.000000  0.000000   0.0  ...                  0.0   \n5                  0.0   0.000000  0.000000   0.0  ...                  0.0   \n6                  0.2   0.000000  0.000000   0.0  ...                  0.0   \n7                  0.0   0.000000  0.000000   0.0  ...                  0.0   \n8                  0.0   0.000000  0.000000   0.0  ...                  0.0   \n9                  0.0   0.000000  0.000000   0.0  ...                  0.0   \n10                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n11                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n12                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n13                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n14                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n15                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n16                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n17                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n18                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n19                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n20                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n21                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n22                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n23                 0.0   0.200000  0.000000   0.0  ...                  0.0   \n24                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n25                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n26                 0.5   0.000000  0.000000   0.0  ...                  0.0   \n27                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n28                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n29                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n..                 ...        ...       ...   ...  ...                  ...   \n48                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n49                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n50                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n51                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n52                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n53                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n54                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n55                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n56                 0.0   0.000000  0.066667   0.0  ...                  0.0   \n57                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n58                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n59                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n60                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n61                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n62                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n63                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n64                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n65                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n66                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n67                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n68                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n69                 0.0   0.066667  0.133333   0.0  ...                  0.0   \n70                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n71                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n72                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n73                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n74                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n75                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n76                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n77                 0.0   0.000000  0.000000   0.0  ...                  0.0   \n\n    Stadium    Temple  Theater  Tibetan Restaurant  Toy / Game Store  \\\n0       0.0  0.000000      0.0            0.000000               0.0   \n1       0.0  0.000000      0.0            0.000000               0.0   \n2       0.0  0.000000      0.0            0.000000               0.0   \n3       0.0  0.000000      0.0            0.000000               0.0   \n4       0.0  0.000000      0.0            0.000000               0.0   \n5       0.0  0.000000      0.0            0.000000               0.0   \n6       0.0  0.000000      0.2            0.000000               0.0   \n7       0.0  0.000000      0.0            0.000000               0.0   \n8       0.0  0.000000      0.0            0.000000               0.0   \n9       0.0  0.000000      0.0            0.000000               0.0   \n10      0.0  0.000000      0.0            0.000000               0.0   \n11      0.0  0.000000      0.0            0.000000               0.0   \n12      0.0  0.000000      0.0            0.000000               0.0   \n13      0.0  0.000000      0.0            0.000000               0.0   \n14      0.0  0.000000      0.0            0.000000               0.0   \n15      0.0  0.000000      0.0            0.000000               0.0   \n16      0.0  0.000000      0.0            0.000000               0.0   \n17      0.0  0.000000      0.0            0.111111               0.0   \n18      0.0  0.000000      0.0            0.000000               0.0   \n19      0.0  0.000000      0.0            0.000000               0.0   \n20      0.0  0.000000      0.0            0.000000               0.0   \n21      0.0  0.000000      0.0            0.000000               0.0   \n22      0.0  0.000000      0.0            0.000000               0.0   \n23      0.0  0.000000      0.0            0.000000               0.0   \n24      0.0  0.000000      0.0            0.000000               0.0   \n25      0.0  0.000000      0.0            0.000000               0.0   \n26      0.0  0.000000      0.0            0.000000               0.0   \n27      0.0  0.000000      0.0            0.000000               0.0   \n28      0.0  0.000000      0.0            0.000000               0.0   \n29      0.0  0.000000      0.0            0.000000               0.0   \n..      ...       ...      ...                 ...               ...   \n48      0.0  0.000000      0.0            0.000000               0.0   \n49      0.0  0.000000      0.0            0.000000               0.0   \n50      0.0  0.000000      0.0            0.000000               0.0   \n51      0.0  0.000000      0.0            0.000000               0.0   \n52      0.0  0.000000      0.0            0.000000               0.0   \n53      0.0  0.000000      0.0            0.000000               0.0   \n54      0.0  0.000000      0.0            0.000000               0.0   \n55      0.0  0.000000      0.0            0.000000               0.0   \n56      0.0  0.000000      0.0            0.000000               0.0   \n57      0.0  0.000000      0.0            0.000000               0.0   \n58      0.0  0.000000      0.0            0.000000               0.0   \n59      0.0  0.000000      0.0            0.000000               0.0   \n60      0.0  0.000000      0.0            0.000000               0.0   \n61      0.0  0.000000      0.0            0.000000               0.0   \n62      0.0  0.000000      0.0            0.000000               0.0   \n63      0.0  0.142857      0.0            0.000000               0.0   \n64      0.0  0.000000      0.0            0.000000               0.0   \n65      0.0  0.000000      0.0            0.000000               0.0   \n66      0.0  0.000000      0.0            0.000000               0.0   \n67      0.0  0.000000      0.0            0.000000               0.0   \n68      0.0  0.000000      0.0            0.000000               0.0   \n69      0.0  0.000000      0.0            0.000000               0.0   \n70      0.0  0.000000      0.0            0.000000               0.0   \n71      0.0  0.000000      0.0            0.000000               0.0   \n72      0.0  0.000000      0.0            0.000000               0.0   \n73      0.0  0.000000      0.0            0.000000               0.0   \n74      0.0  0.000000      0.0            0.000000               0.0   \n75      0.0  0.000000      0.0            0.000000               0.0   \n76      0.0  0.000000      0.0            0.000000               0.0   \n77      0.0  0.000000      0.0            0.000000               0.0   \n\n    Train Station  Vegetarian / Vegan Restaurant  Water Park  Yoga Studio  \n0        0.000000                       0.000000         0.0         0.00  \n1        0.000000                       0.000000         0.0         0.00  \n2        0.000000                       0.000000         0.0         0.00  \n3        0.000000                       0.000000         0.0         0.00  \n4        0.000000                       0.000000         0.0         0.00  \n5        0.000000                       0.000000         0.0         0.00  \n6        0.000000                       0.000000         0.0         0.00  \n7        0.000000                       0.000000         0.0         0.00  \n8        0.000000                       0.000000         0.0         0.00  \n9        0.000000                       0.000000         0.0         0.00  \n10       0.000000                       0.000000         0.0         0.00  \n11       0.000000                       0.000000         0.0         0.00  \n12       0.000000                       0.000000         0.0         0.00  \n13       0.000000                       0.000000         0.0         0.00  \n14       0.000000                       0.000000         0.0         0.00  \n15       0.000000                       0.000000         0.0         0.00  \n16       0.000000                       0.000000         0.0         0.00  \n17       0.000000                       0.000000         0.0         0.00  \n18       0.000000                       0.000000         0.0         0.00  \n19       0.000000                       0.000000         0.0         0.00  \n20       0.000000                       0.000000         0.0         0.00  \n21       0.000000                       0.000000         0.0         0.00  \n22       0.000000                       0.000000         0.0         0.00  \n23       0.000000                       0.000000         0.0         0.20  \n24       0.666667                       0.000000         0.0         0.00  \n25       0.000000                       0.000000         0.0         0.00  \n26       0.000000                       0.000000         0.0         0.00  \n27       0.000000                       0.000000         0.0         0.00  \n28       0.000000                       0.000000         0.0         0.00  \n29       0.000000                       0.000000         0.0         0.00  \n..            ...                            ...         ...          ...  \n48       0.000000                       0.000000         0.5         0.00  \n49       0.000000                       0.000000         0.0         0.00  \n50       0.000000                       0.000000         0.0         0.00  \n51       0.200000                       0.000000         0.0         0.00  \n52       0.000000                       0.000000         0.0         0.25  \n53       0.000000                       0.000000         0.0         0.00  \n54       0.000000                       0.000000         0.0         0.00  \n55       0.000000                       0.000000         0.0         0.00  \n56       0.000000                       0.000000         0.0         0.00  \n57       0.000000                       0.000000         0.0         0.00  \n58       0.000000                       0.000000         0.0         0.00  \n59       0.000000                       0.000000         0.0         0.00  \n60       0.000000                       0.142857         0.0         0.00  \n61       0.000000                       0.052632         0.0         0.00  \n62       0.000000                       0.000000         0.0         0.00  \n63       0.000000                       0.142857         0.0         0.00  \n64       0.000000                       0.000000         0.0         0.00  \n65       0.000000                       0.000000         0.0         0.00  \n66       0.200000                       0.000000         0.0         0.00  \n67       0.000000                       0.000000         0.0         0.00  \n68       0.000000                       0.000000         0.0         0.00  \n69       0.000000                       0.000000         0.0         0.00  \n70       0.000000                       0.000000         0.0         0.00  \n71       0.000000                       0.000000         0.0         0.00  \n72       0.000000                       0.000000         0.0         0.00  \n73       0.000000                       0.000000         0.0         0.00  \n74       0.000000                       0.000000         0.0         0.00  \n75       0.000000                       0.000000         0.0         0.00  \n76       0.000000                       0.000000         0.0         0.00  \n77       0.000000                       0.000000         0.0         0.00  \n\n[78 rows x 120 columns]"
                    },
                    "execution_count": 21,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_grouped = delhi_onehot.groupby('Neighborhood').mean().reset_index()\ndelhi_grouped"
        },
        {
            "cell_type": "code",
            "execution_count": 22,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "(78, 120)"
                    },
                    "execution_count": 22,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_grouped.shape"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Let's put that into a pandas dataframe"
        },
        {
            "cell_type": "code",
            "execution_count": 23,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "----505 A B Workshop , A F Palam , Aps Colony , Bazar Road , C.V.D. , COD  (South West Delhi), Delhi Cantt , Dhaula Kuan , Kirby Place , Pinto Park , R R Hospital , Signal Enclave , Station Road  (South West Delhi), Subroto Park ----\n               venue  freq\n0  Indian Restaurant  0.50\n1     Farmers Market  0.25\n2  Convenience Store  0.25\n3                ATM  0.00\n4             Mosque  0.00\n\n\n----A.K.Market , Multani Dhanda , Pahar Ganj , Swami Ram Tirth Nagar ----\n                venue  freq\n0         High School  0.25\n1     Bed & Breakfast  0.25\n2  Light Rail Station  0.25\n3     Motorcycle Shop  0.25\n4                 ATM  0.00\n\n\n----Abul Fazal Enclave-I , Jamia Nagar , New Friends Colony , Sukhdev Vihar , Zakir Nagar ----\n                     venue  freq\n0       Italian Restaurant  0.33\n1  Health & Beauty Service  0.33\n2                      Gym  0.33\n3                      ATM  0.00\n4      Monument / Landmark  0.00\n\n\n----Adrash Nagar , Bhalaswa , Jahangir Puri A Block , Jahangir Puri D Block , Jahangir Puri H Block , N.S.Mandi ----\n                 venue  freq\n0    Indian Restaurant  0.50\n1          Pizza Place  0.25\n2     Department Store  0.25\n3                  ATM  0.00\n4  Monument / Landmark  0.00\n\n\n----Air Force Station Tugalkabad , BSF Camp Tigri , Dakshinpuri Phase-I , Dakshinpuri Phase-II , Dakshinpuri Phase-III , Deoli , Dr. Ambedkar Nagar  (South Delhi), Hamdard Nagar , Khanpur  (South Delhi), Pushpa Bhawan , Talimabad ----\n               venue  freq\n0  Indian Restaurant   0.2\n1             Arcade   0.2\n2               Park   0.2\n3               Caf\u00e9   0.2\n4     Clothing Store   0.2\n\n\n----Alaknanda , Chittranjan Park , Kalkaji , Nehru Place ----\n                  venue  freq\n0           Coffee Shop  0.08\n1                  Food  0.08\n2  Fast Food Restaurant  0.08\n3                Lounge  0.08\n4                 Hotel  0.08\n\n\n----Amar Colony , Defence Colony  (South Delhi), Krishna Market , Lajpat Nagar (South Delhi) ----\n                venue  freq\n0             Theater   0.2\n1  Athletics & Sports   0.2\n2       Metro Station   0.2\n3    Business Service   0.2\n4   Indian Restaurant   0.2\n\n\n----Amberhai , District Court Complex Dwarka , Dwarka Sec-6 ----\n                           venue  freq\n0                  Smoothie Shop   1.0\n1                      Pet Store   0.0\n2  Paper / Office Supplies Store   0.0\n3    Northeast Indian Restaurant   0.0\n4        North Indian Restaurant   0.0\n\n\n----Anand Niketan , Chanakya Puri , Malcha Marg , Moti Bagh , Nanak Pura , South Delhi Campus ----\n               venue  freq\n0  Indian Restaurant   0.2\n1               Park   0.2\n2   Department Store   0.2\n3               Caf\u00e9   0.2\n4           Bus Stop   0.2\n\n\n----Anand Parbat Indl. Area , Anand Parbat , Bank Street  (Central Delhi), Desh Bandhu Gupta Road , Guru Gobind Singh Marg , Karol Bagh , Master Prithvi Nath Marg , Sat Nagar ----\n              venue  freq\n0       Coffee Shop   0.2\n1       Pizza Place   0.2\n2       Snack Place   0.2\n3  Asian Restaurant   0.2\n4      Dessert Shop   0.2\n\n\n----Anand Vihar , IP Extension , Laxmi Nagar  (East Delhi), Mandawali Fazalpur , Nirman Vihar , Shakarpur , Surajmal Vihar , Yozna Vihar ----\n                           venue  freq\n0                            ATM   1.0\n1     Modern European Restaurant   0.0\n2  Paper / Office Supplies Store   0.0\n3    Northeast Indian Restaurant   0.0\n4        North Indian Restaurant   0.0\n\n\n----Anandvas Shakurpur , Maurya Enclave , Rani Bagh , Saraswati Vihar , Shakur Pur I  Block , Shakurbasti Rs , Sri Nagar Colony ----\n                  venue  freq\n0     Indian Restaurant  0.33\n1  Fast Food Restaurant  0.33\n2         Shopping Mall  0.33\n3                   ATM  0.00\n4   Monument / Landmark  0.00\n\n\n----Andrewsganj , Gautam Nagar , Gulmohar Park , New Delhi South Ext-II , Sadiq Nagar , Sahpurjat ----\n                  venue  freq\n0     Indian Restaurant  0.14\n1            Hobby Shop  0.14\n2  Gym / Fitness Center  0.14\n3           Flea Market  0.14\n4  Fast Food Restaurant  0.14\n\n\n----Ansari Nagar , Nauroji Nagar , Safdarjung Enclave ----\n                    venue  freq\n0             Coffee Shop  0.33\n1                    Park  0.17\n2           Jewelry Store  0.17\n3                    Caf\u00e9  0.17\n4  Furniture / Home Store  0.17\n\n\n----Arjungarh , Aya Nagar , Jaunapur , Mandi ----\n                  venue  freq\n0         Shopping Mall   0.2\n1      Department Store   0.2\n2   Japanese Restaurant   0.2\n3  Fast Food Restaurant   0.2\n4           Karaoke Bar   0.2\n\n\n----Aruna Nagar , Civil Lines  (North Delhi), District Courts  (North Delhi), Majnu ka Tila , Patrachar Vidyalay , Timarpur ----\n                  venue  freq\n0                 Hotel   0.2\n1           Pizza Place   0.2\n2  Fast Food Restaurant   0.2\n3   Rental Car Location   0.2\n4                  Park   0.2\n\n\n----Ashok Nagar  (West Delhi), Chand Nagar , Chaukhandi , Fateh Nagar , Khyala Phase -  I , Khyala Phase - II , M.B.S. Nagar , Mahabir Nagar , Tilak Nagar East , Tilak Nagar  (West Delhi), Vikas Puri , Vishnu Garden ----\n                  venue  freq\n0    Photography Studio  0.25\n1     Electronics Store  0.25\n2  Fast Food Restaurant  0.25\n3            Print Shop  0.25\n4                   ATM  0.00\n\n\n----Ashok Vihar , Nimri , Satyawati Nagar , Shastri Nagar  (North West Delhi), Wazir Pur III ----\n                venue  freq\n0    Asian Restaurant  0.33\n1         Bus Station  0.11\n2  Tibetan Restaurant  0.11\n3          Restaurant  0.11\n4         Coffee Shop  0.11\n\n\n----Ashoka Park Extn. , Punjabi Bagh , Punjabi Bagh Sec - III , Shivaji Park  (West Delhi)----\n                        venue  freq\n0                   Hotel Bar  0.25\n1           Indian Restaurant  0.25\n2               Movie Theater  0.25\n3                Gourmet Shop  0.25\n4  Modern European Restaurant  0.00\n\n\n----Avantika , Naharpur , Prashant Vihar , Rithala , Rohini Courts , Rohini sec-11 , Rohini Sector 5 , Rohini Sector-7 ----\n                           venue  freq\n0               Business Service   1.0\n1                            ATM   0.0\n2                      Pet Store   0.0\n3  Paper / Office Supplies Store   0.0\n4    Northeast Indian Restaurant   0.0\n\n\n----Azad Nagar  (East Delhi), Govind Pura , Krishna Nagar , Ram Nagar  (East Delhi)----\n                           venue  freq\n0                            ATM   1.0\n1     Modern European Restaurant   0.0\n2  Paper / Office Supplies Store   0.0\n3    Northeast Indian Restaurant   0.0\n4        North Indian Restaurant   0.0\n\n\n----Babarpur  (North East Delhi), Balbir Nagar , Bhola Nath Nagar , Distt. Court (KKD) , Goverdhan Bihari Colony , Loni Road , Man Sarovar Park , Rohtash Nagar , Shahdara Mandi , Shahdara , Shivaji Park  (East Delhi), Telewara , Vishwas Nagar ----\n                           venue  freq\n0             Light Rail Station   1.0\n1                            ATM   0.0\n2     Modern European Restaurant   0.0\n3  Paper / Office Supplies Store   0.0\n4    Northeast Indian Restaurant   0.0\n\n\n----Badarpur  (South Delhi), BTPS  (South Delhi), Jaitpur , Jaitpur  (South Delhi), Lal Kuan , Molarband , Pul Pahladpur , Tugalkabad , Tugalkabad Railway Colony ----\n                venue  freq\n0    Department Store  0.33\n1  Chinese Restaurant  0.33\n2              Market  0.33\n3                 ATM  0.00\n4              Mosque  0.00\n\n\n----Badarpur Khadar , Karawal Nagar , Shaheed Bhagat Singh Colony , Shriram Colony Rajeev Nagar , Sonia Vihar ----\n                     venue  freq\n0     Fast Food Restaurant   0.4\n1              Yoga Studio   0.2\n2                BBQ Joint   0.2\n3  South Indian Restaurant   0.2\n4      Monument / Landmark   0.0\n\n\n----Badli  (North West Delhi), Delhi Engg. College , Pehlad Pur , Samai Pur , Shahbad Daulatpur , Siraspur ----\n                           venue  freq\n0                  Train Station  0.67\n1             Light Rail Station  0.33\n2                            ATM  0.00\n3     Modern European Restaurant  0.00\n4  Paper / Office Supplies Store  0.00\n\n\n----Badusarai , Chhawla , DC Goyla , Kangan Heri ----\n                           venue  freq\n0                     Restaurant   1.0\n1                            ATM   0.0\n2                      Pet Store   0.0\n3  Paper / Office Supplies Store   0.0\n4    Northeast Indian Restaurant   0.0\n\n\n----Bagdola , Barthal , Dhulsiras , Palam Extn (Harijan Basti) , Raj Nagar - II ----\n                           venue  freq\n0                            ATM   0.5\n1             Athletics & Sports   0.5\n2     Modern European Restaurant   0.0\n3  Paper / Office Supplies Store   0.0\n4    Northeast Indian Restaurant   0.0\n\n\n----Bakkarwala , Hirankudna , Mundka , Nangloi - II , Nangloi - III , Nangloi , Nilothi , Ranhola , Tikri Kalan ----\n                           venue  freq\n0                    IT Services   1.0\n1     Modern European Restaurant   0.0\n2  Paper / Office Supplies Store   0.0\n3    Northeast Indian Restaurant   0.0\n4        North Indian Restaurant   0.0\n\n\n----Bankner , Bhorgarh , Kanya Gurukul , Lampur , Narela , Sanoth  , Singhu , Tikri Khurd ----\n                           venue  freq\n0                       Platform   0.5\n1               Business Service   0.5\n2                            ATM   0.0\n3            Monument / Landmark   0.0\n4  Paper / Office Supplies Store   0.0\n\n\n----Baprola , Daulatpur , Dichaun Kalan , Dindarpur , Jhatikara , Mitraon , Najafgarh , Pandwala Kalan , Papravat , Rewla Khanpur , Surehra , Tilangpur Kotla ----\n                           venue  freq\n0                            ATM   1.0\n1     Modern European Restaurant   0.0\n2  Paper / Office Supplies Store   0.0\n3    Northeast Indian Restaurant   0.0\n4        North Indian Restaurant   0.0\n\n\n----Baroda House , Bengali Market , Bhagat Singh Market , Connaught Place , Constitution House , Election Commission , Janpath , Krishi Bhawan , Lady Harding Medical College , North Avenue , Parliament House , Patiala House , Pragati Maidan Camp , Pragati Maidan , Rail Bhawan , Sansad Marg , Sansadiya Soudh , Secretariat North , Shastri Bhawan , Supreme Court , New Delhi G.P.O. ----\n                venue  freq\n0                Caf\u00e9  0.10\n1         Coffee Shop  0.10\n2               Hotel  0.07\n3                 Bar  0.07\n4  Chinese Restaurant  0.07\n\n\n----Begumpur , Budh Vihar , Pooth Kalan , Pooth Kalan Resettlement , Prem Nagar , Sultanpuri B Block , Sultanpuri C Block , Sultanpuri F Block ----\n                           venue  freq\n0            American Restaurant   1.0\n1                            ATM   0.0\n2     Modern European Restaurant   0.0\n3  Paper / Office Supplies Store   0.0\n4    Northeast Indian Restaurant   0.0\n\n\n----Bhajan Pura , Brahampuri , Garhi Mandu , Ghonda , Jafrabad  (East Delhi), Jagjit Nagar , Maujpur , New Usmanpur , Seelampur , Yamuna Vihar ----\n                venue  freq\n0           Gift Shop  0.33\n1               Hotel  0.17\n2  Light Rail Station  0.17\n3                Caf\u00e9  0.17\n4    Business Service  0.17\n\n\n----Bijwasan , Shahbad Mohammadpur ----\n                            venue  freq\n0                             ATM  0.11\n1                          Market  0.11\n2               Indian Restaurant  0.11\n3                     Pizza Place  0.11\n4  Multicuisine Indian Restaurant  0.11\n\n\n----C.C.I. , Delhi University , Gulabi Bagh , Jawahar Nagar  (North Delhi), Kamla Nagar  (North Delhi), Malka Ganj , Padam Nagar  (North Delhi), R.C.A.O. , Rana Pratap Bagh , Roop Nagar , Roshan Ara Road , Shakti Nagar  (North Delhi)----\n         venue  freq\n0   Donut Shop  0.12\n1         Bank  0.12\n2  Flea Market  0.12\n3         Park  0.12\n4  Pizza Place  0.12\n\n\n----C.S.K.M. School , Chandanhoola , Chattarpur , Dera , Fatehpur Beri , Sanjay Colony Bhati Mines , Satbari , Sawan Public School ----\n                           venue  freq\n0                           Caf\u00e9  0.75\n1              Food & Drink Shop  0.25\n2                            ATM  0.00\n3                      Pet Store  0.00\n4  Paper / Office Supplies Store  0.00\n\n\n----CRPF Jharoda Kalan , Jharoda Kalan ----\n                           venue  freq\n0                    Yoga Studio   1.0\n1     Modern European Restaurant   0.0\n2  Paper / Office Supplies Store   0.0\n3    Northeast Indian Restaurant   0.0\n4        North Indian Restaurant   0.0\n\n\n----Chand Pur , Gheora , Jaunti , Kanjhawla , Karala , Lad Pur , Majra Dabas , Mubarak Pur Dabas , Nizampur , Punjab Khor , Rani Khera ----\n                           venue  freq\n0                            ATM  0.33\n1              Health Food Store  0.33\n2             Chinese Restaurant  0.33\n3            Monument / Landmark  0.00\n4  Paper / Office Supplies Store  0.00\n\n\n----Chilla , Himmatpuri , Kalyanpuri , Kalyanvas , Mayur Vihar Ph-I , Patparganj , Trilok Puri ----\n               venue  freq\n0  Indian Restaurant  0.25\n1              Hotel  0.25\n2   Asian Restaurant  0.25\n3          BBQ Joint  0.25\n4                ATM  0.00\n\n\n----D.E.S.U. Colony , Jail Road  (West Delhi), Janakpuri A-3 , Janakpuri B-1 , Janakpuri C-4 ----\n                 venue  freq\n0       Sandwich Place   0.2\n1                 Park   0.2\n2               Market   0.2\n3                 Caf\u00e9   0.2\n4  Sporting Goods Shop   0.2\n\n\n----Dabri , Indira Park , Nasirpur , Palam Village ----\n                    venue  freq\n0                   Hotel   0.4\n1             Yoga Studio   0.2\n2      Light Rail Station   0.2\n3  Furniture / Home Store   0.2\n4     Monument / Landmark   0.0\n\n\n----Dada Ghosh Bhawan , Patel Nagar East , Patel Nagar  (Central Delhi), Patel Nagar South , Patel Nagar West ----\n               venue  freq\n0              Hotel  0.25\n1  Indian Restaurant  0.25\n2       Dance Studio  0.25\n3          Juice Bar  0.25\n4                ATM  0.00\n\n\n----Dargah Sharif , Hazrat Nizamuddin ----\n                 venue  freq\n0    Indian Restaurant  0.25\n1           Restaurant  0.08\n2                Hotel  0.08\n3        Historic Site  0.08\n4  Monument / Landmark  0.08\n\n\n----Dayalpur , Gokal Puri , Johripur , Khazuri Khas , Sabhapur ----\n          venue  freq\n0       Stadium  0.25\n1  Camera Store  0.25\n2        Market  0.25\n3          Caf\u00e9  0.25\n4           ATM  0.00\n\n\n----Delhi G.P.O. , Baratooti , Chandni Chowk , Chawri Bazar , Dareeba , Delhi Sadar Bazar , S.T. Road , Hauz Qazi , Jama Masjid ----\n                           venue  freq\n0  Paper / Office Supplies Store  0.14\n1           Fast Food Restaurant  0.14\n2                    Snack Place  0.14\n3             Light Rail Station  0.14\n4                 Hardware Store  0.14\n\n\n----Delhi High Court Extension Counter , Delhi High Court , Pandara Road , Aliganj  (South Delhi), C G O Complex , Golf Links , Kasturba Nagar  (South Delhi), Lodi Road , Pragati Vihar , Safdarjung Air Port ----\n                    venue  freq\n0                    Caf\u00e9   0.3\n1                     Bar   0.1\n2            Dessert Shop   0.1\n3  Furniture / Home Store   0.1\n4                     Pub   0.1\n\n\n----Delhi Industrial Area , ESI , Karam Pura , L. M. Nagar Indl. Area , Mansarover Garden , N.I.Area , Ramesh Nagar , Zakhira ----\n                 venue  freq\n0    Indian Restaurant  0.50\n1        Train Station  0.25\n2     Business Service  0.25\n3                  ATM  0.00\n4  Monument / Landmark  0.00\n\n\n----Dhansa , Galib Pur , Ghuman Hera , Issapur , Jafarpur , Khera Dabur , Malik Pur , Mundela Kalan , Quazipur , Raota , Ujwa ----\n                  venue  freq\n0     Indian Restaurant  0.50\n1  Fast Food Restaurant  0.25\n2           Coffee Shop  0.25\n3                   ATM  0.00\n4                Mosque  0.00\n\n\n----Dilshad Garden , G.T.B. Hospital , Jhilmil , Jhilmil Tahirpur , New Seemapuri , Old Seemapuri , V.K. Nagar , Vivek Vihar ----\n                         venue  freq\n0                   Water Park   0.5\n1                  Pizza Place   0.5\n2                          ATM   0.0\n3   Modern European Restaurant   0.0\n4  Northeast Indian Restaurant   0.0\n\n\n----Distt. Court Complex, Saket , Malviya Nagar  (South Delhi), MMTC/STC Colony , Panchsheel Enclave , Pushp Vihar , Saket  (South Delhi), Sarvodya Enclave , South Malviya Nagar ----\n                venue  freq\n0         Coffee Shop  0.18\n1          Donut Shop  0.09\n2  Miscellaneous Shop  0.09\n3               Diner  0.09\n4      Sandwich Place  0.09\n\n\n----Dr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala Colony , H.S.Sangh , Model Town II , Model Town III , Nirankari Colony ----\n               venue  freq\n0  Convenience Store   0.2\n1  Indian Restaurant   0.2\n2      Metro Station   0.2\n3      Historic Site   0.2\n4        Bus Station   0.2\n\n\n----Ghazipur , Mayur Vihar Ph-III , Vasundhra Enclave ----\n                         venue  freq\n0  Northeast Indian Restaurant   0.2\n1            Indian Restaurant   0.2\n2                Train Station   0.2\n3                       Market   0.2\n4                   Restaurant   0.2\n\n\n----Greater Kailash , Kailash Colony , Masjid Moth ----\n                        venue  freq\n0                 Yoga Studio  0.25\n1                       Plaza  0.25\n2                  Food Truck  0.25\n3     South Indian Restaurant  0.25\n4  Modern European Restaurant  0.00\n\n\n----Green Park Market , Hauz Khas Market , Hauz Khas , IT Hauz Khas , NIE Campus , Technology Bhawan ----\n                venue  freq\n0         Event Space  0.17\n1           Nightclub  0.17\n2         Coffee Shop  0.17\n3  Chinese Restaurant  0.17\n4              Lounge  0.17\n\n\n----Gurgaon Road , IGI Airport , Mahipalpur , Nangal Dewat , Palam Airport ----\n                    venue  freq\n0       Indian Restaurant  0.25\n1                    Caf\u00e9  0.25\n2  Furniture / Home Store  0.25\n3               Pet Store  0.25\n4                     ATM  0.00\n\n\n----Hari Nagar Ashram , Jeevan Nagar , Jungpura , Pratap Market ----\n                   venue  freq\n0  Hyderabadi Restaurant  0.25\n1            Flea Market  0.25\n2         Sandwich Place  0.25\n3          Shopping Mall  0.25\n4    Monument / Landmark  0.00\n\n\n----Hari Nagar BE Block , Hari Nagar Dadb Block , Hari Nagar  (West Delhi), Maya Puri , Mayapuri Shopping Centre ----\n                        venue  freq\n0                      Lounge  0.20\n1                       Hotel  0.20\n2  Modern European Restaurant  0.07\n3                      Bakery  0.07\n4          Chinese Restaurant  0.07\n\n\n----Harsh Vihar , Loni Road Housing Complex , Mandoli Saboli , Nand Nagri \"A\" , Nand Nagri \"C\" , Sunder Nagari ----\n                           venue  freq\n0                    IT Services  0.33\n1               Business Service  0.33\n2                  Metro Station  0.33\n3            Monument / Landmark  0.00\n4  Paper / Office Supplies Store  0.00\n\n\n----Holambi Kalan , Khera Kalan , Khera Khurd , Naya Bans ----\n                           venue  freq\n0                       Platform   1.0\n1                            ATM   0.0\n2                      Pet Store   0.0\n3  Paper / Office Supplies Store   0.0\n4    Northeast Indian Restaurant   0.0\n\n\n----I.A.R.I. , Inderpuri , National Physical Laboratory ----\n                           venue  freq\n0              Indian Restaurant   1.0\n1                            ATM   0.0\n2     Modern European Restaurant   0.0\n3  Paper / Office Supplies Store   0.0\n4    Northeast Indian Restaurant   0.0\n\n\n----Ignou , Maidan Garhi ----\n                  venue  freq\n0           Pizza Place  0.14\n1  Fast Food Restaurant  0.14\n2    Chinese Restaurant  0.14\n3                   Spa  0.14\n4                   Bar  0.14\n\n\n----J.N.U. , JNU New Campus , Munirka ----\n                 venue  freq\n0    Indian Restaurant  0.37\n1            Hotel Bar  0.11\n2           Restaurant  0.11\n3          Snack Place  0.05\n4  Japanese Restaurant  0.05\n\n\n----Janta Market , Rajouri Garden J-6 , Rajouri Market , Subhash Nagar  (West Delhi), Subhash Nagar West , Tagore Garden ----\n               venue  freq\n0  Indian Restaurant  0.14\n1          Multiplex  0.14\n2     Sandwich Place  0.14\n3             Arcade  0.14\n4              Hotel  0.14\n\n\n----Jawala Heri , Madipur Slum Quarter , Madipur Village , Paschim Vihar B Block , Paschim Vihar , Peeragarhi ----\n                           venue  freq\n0                  Shopping Mall  0.14\n1  Vegetarian / Vegan Restaurant  0.14\n2                          Hotel  0.14\n3           Fast Food Restaurant  0.14\n4                    Pizza Place  0.14\n\n\n----Jwala Puri , Sunder Vihar ----\n                           venue  freq\n0              Electronics Store   1.0\n1                            ATM   0.0\n2          Hyderabadi Restaurant   0.0\n3  Paper / Office Supplies Store   0.0\n4    Northeast Indian Restaurant   0.0\n\n\n----Kair , Khaira , Naraina Industrial Estate , Naraina Village ----\n                         venue  freq\n0           Airport Food Court  0.33\n1           Light Rail Station  0.33\n2                  Snack Place  0.33\n3           Miscellaneous Shop  0.00\n4  Northeast Indian Restaurant  0.00\n\n\n----Kidwai Nagar East , Kidwai Nagar West , Laxmi Bai Nagar , Netaji Nagar  (South West Delhi), Sarojini Nagar ----\n                         venue  freq\n0  Northeast Indian Restaurant   0.2\n1            Indian Restaurant   0.2\n2                Train Station   0.2\n3                       Market   0.2\n4                   Restaurant   0.2\n\n\n----Mangolpuri A Block , Mangolpuri I  Block , Mangolpuri N Block , Mangolpuri S Block ----\n                 venue  freq\n0    Indian Restaurant  0.33\n1            Multiplex  0.33\n2                 Caf\u00e9  0.33\n3                  ATM  0.00\n4  Monument / Landmark  0.00\n\n\n----Masood Pur , Vasant Kunj Pkt-A , Vasant Kunj ----\n                           venue  freq\n0                            ATM   1.0\n1     Modern European Restaurant   0.0\n2  Paper / Office Supplies Store   0.0\n3    Northeast Indian Restaurant   0.0\n4        North Indian Restaurant   0.0\n\n\n----Nangal Raya , Sagarpur ----\n                venue  freq\n0                Caf\u00e9  0.13\n1      Ice Cream Shop  0.13\n2              Bakery  0.13\n3   Indian Restaurant  0.07\n4  Chinese Restaurant  0.07\n\n\n----New Multan Nagar , Shakur Basti Depot ----\n                    venue  freq\n0       Indian Restaurant   0.2\n1          Clothing Store   0.2\n2              Soup Place   0.2\n3  Furniture / Home Store   0.2\n4          Sandwich Place   0.2\n\n\n----Nirman Bhawan , South Avenue , Udyog Bhawan ----\n                 venue  freq\n0                 Park   0.2\n1             Boutique   0.2\n2  Government Building   0.2\n3       History Museum   0.2\n4            Rest Area   0.2\n\n\n----R K Puram (Main) , R K Puram West ----\n                           venue  freq\n0                         Lounge   1.0\n1                            ATM   0.0\n2     Modern European Restaurant   0.0\n3  Paper / Office Supplies Store   0.0\n4    Northeast Indian Restaurant   0.0\n\n\n----R K Puram Sect-1 , R K Puram Sect-12 , R K Puram Sect-3 , R K Puram Sect-4 , R K Puram Sect-5 , R K Puram Sect7 , R K Puram Sect-8 , R K Puram Sector - 6 Postal SB ----\n                 venue  freq\n0          IT Services  0.25\n1    Indian Restaurant  0.25\n2          Snack Place  0.25\n3            Gift Shop  0.25\n4  Indie Movie Theater  0.00\n\n\n----Rajender Nagar ----\n                           venue  freq\n0                            ATM  0.33\n1           Fast Food Restaurant  0.33\n2                          Diner  0.33\n3  Vegetarian / Vegan Restaurant  0.00\n4                           Park  0.00\n\n\n----Rashtrapati Bhawan ----\n                           venue  freq\n0                         Museum  0.67\n1                         Garden  0.33\n2                            ATM  0.00\n3          Hyderabadi Restaurant  0.00\n4  Paper / Office Supplies Store  0.00\n\n\n----Rohini Sector 15 ----\n                           venue  freq\n0              Indian Restaurant   0.5\n1                            Gym   0.5\n2                            ATM   0.0\n3     Modern European Restaurant   0.0\n4  Paper / Office Supplies Store   0.0\n\n\n----Vasant Vihar-1 , Vasant Vihar-2 ----\n                           venue  freq\n0             Light Rail Station   0.5\n1                      Pet Store   0.5\n2                            ATM   0.0\n3            Monument / Landmark   0.0\n4  Paper / Office Supplies Store   0.0\n\n\n"
                }
            ],
            "source": "num_top_venues = 5\n\nfor hood in delhi_grouped['Neighborhood']:\n    print(\"----\"+hood+\"----\")\n    temp = delhi_grouped[delhi_grouped['Neighborhood'] == hood].T.reset_index()\n    temp.columns = ['venue','freq']\n    temp = temp.iloc[1:]\n    temp['freq'] = temp['freq'].astype(float)\n    temp = temp.round({'freq': 2})\n    print(temp.sort_values('freq', ascending=False).reset_index(drop=True).head(num_top_venues))\n    print('\\n')"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### First, let's write a function to sort the venues in descending order."
        },
        {
            "cell_type": "code",
            "execution_count": 24,
            "metadata": {},
            "outputs": [],
            "source": "def return_most_common_venues(row, num_top_venues):\n    row_categories = row.iloc[1:]\n    row_categories_sorted = row_categories.sort_values(ascending=False)\n    \n    return row_categories_sorted.index.values[0:num_top_venues]"
        },
        {
            "cell_type": "code",
            "execution_count": 25,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "(78, 11)"
                    },
                    "execution_count": 25,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "num_top_venues = 10\n\nindicators = ['st', 'nd', 'rd']\n\n# create columns according to number of top venues\ncolumns = ['Neighborhood']\nfor ind in np.arange(num_top_venues):\n    try:\n        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n    except:\n        columns.append('{}th Most Common Venue'.format(ind+1))\n\n# create a new dataframe\nneighborhoods_venues_sorted = pd.DataFrame(columns=columns)\nneighborhoods_venues_sorted['Neighborhood'] = delhi_grouped['Neighborhood']\n\nfor ind in np.arange(delhi_grouped.shape[0]):\n    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(delhi_grouped.iloc[ind, :], num_top_venues)\n\nneighborhoods_venues_sorted.head()\nneighborhoods_venues_sorted.shape"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "### 2.3 Clustering Neighborhoods\n\nRun k-means to cluster the neighborhood into 5 clusters."
        },
        {
            "cell_type": "code",
            "execution_count": 26,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "array([1, 2, 2, 1, 4, 2, 4, 2, 4, 2], dtype=int32)"
                    },
                    "execution_count": 26,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# set number of clusters\nkclusters = 5\n\ndelhi_grouped_clustering = delhi_grouped.drop('Neighborhood', 1)\n\n# run k-means clustering\nkmeans = KMeans(n_clusters=kclusters, random_state=0).fit(delhi_grouped_clustering)\n\n# check cluster labels generated for each row in the dataframe\nkmeans.labels_[0:10]"
        },
        {
            "cell_type": "code",
            "execution_count": 27,
            "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>pincode</th>\n      <th>region</th>\n      <th>neighborhood</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>110001</td>\n      <td>Delhi</td>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>28.630485</td>\n      <td>77.215051</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Coffee Shop</td>\n      <td>Bar</td>\n      <td>Chinese Restaurant</td>\n      <td>Hotel</td>\n      <td>Fast Food Restaurant</td>\n      <td>Pub</td>\n      <td>Italian Restaurant</td>\n      <td>Bistro</td>\n      <td>Indian Restaurant</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>110002</td>\n      <td>Delhi</td>\n      <td>A.G.C.R. , Ajmeri Gate Extn. , Darya Ganj , Ga...</td>\n      <td>28.646250</td>\n      <td>77.265751</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>110003</td>\n      <td>Delhi</td>\n      <td>Delhi High Court Extension Counter , Delhi Hig...</td>\n      <td>28.596234</td>\n      <td>77.223611</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Furniture / Home Store</td>\n      <td>Dessert Shop</td>\n      <td>Pub</td>\n      <td>Bar</td>\n      <td>Sandwich Place</td>\n      <td>Toy / Game Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>110004</td>\n      <td>Delhi</td>\n      <td>Rashtrapati Bhawan</td>\n      <td>28.614348</td>\n      <td>77.199430</td>\n      <td>4.0</td>\n      <td>Museum</td>\n      <td>Garden</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>110005</td>\n      <td>Delhi</td>\n      <td>Anand Parbat Indl. Area , Anand Parbat , Bank ...</td>\n      <td>28.657456</td>\n      <td>77.191789</td>\n      <td>2.0</td>\n      <td>Dessert Shop</td>\n      <td>Snack Place</td>\n      <td>Asian Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Coffee Shop</td>\n      <td>Fast Food Restaurant</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n      <td>Flea Market</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "   pincode region                                       neighborhood  \\\n0   110001  Delhi  Baroda House , Bengali Market , Bhagat Singh M...   \n1   110002  Delhi  A.G.C.R. , Ajmeri Gate Extn. , Darya Ganj , Ga...   \n2   110003  Delhi  Delhi High Court Extension Counter , Delhi Hig...   \n3   110004  Delhi                                Rashtrapati Bhawan    \n4   110005  Delhi  Anand Parbat Indl. Area , Anand Parbat , Bank ...   \n\n    Latitude  Longitude  Cluster Labels 1st Most Common Venue  \\\n0  28.630485  77.215051             2.0                  Caf\u00e9   \n1  28.646250  77.265751             NaN                   NaN   \n2  28.596234  77.223611             2.0                  Caf\u00e9   \n3  28.614348  77.199430             4.0                Museum   \n4  28.657456  77.191789             2.0          Dessert Shop   \n\n    2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n0             Coffee Shop                   Bar    Chinese Restaurant   \n1                     NaN                   NaN                   NaN   \n2  Furniture / Home Store          Dessert Shop                   Pub   \n3                  Garden           Yoga Studio    Frozen Yogurt Shop   \n4             Snack Place      Asian Restaurant           Pizza Place   \n\n  5th Most Common Venue        6th Most Common Venue 7th Most Common Venue  \\\n0                 Hotel         Fast Food Restaurant                   Pub   \n1                   NaN                          NaN                   NaN   \n2                   Bar               Sandwich Place      Toy / Game Store   \n3            Donut Shop  Eastern European Restaurant     Electronics Store   \n4           Coffee Shop         Fast Food Restaurant            Food Court   \n\n         8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n0           Italian Restaurant                Bistro      Indian Restaurant  \n1                          NaN                   NaN                    NaN  \n2  Eastern European Restaurant           Event Space         Farmers Market  \n3                  Event Space        Farmers Market   Fast Food Restaurant  \n4            Food & Drink Shop                  Food            Flea Market  "
                    },
                    "execution_count": 27,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# add clustering labels\nneighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n\ndelhi_merged = delhi_neighborhoods\n\n# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\ndelhi_merged = delhi_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='neighborhood')\ndelhi_merged.head() # check the last columns!"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Finding out the unique values in cluster labels\n\nSince, there are some NaN values for some addresses, it shows there are no venues near 500m radius. And, they do no belong to any of the clusters."
        },
        {
            "cell_type": "code",
            "execution_count": 28,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "[2.0, nan, 4.0, 1.0, 3.0, 0.0]"
                    },
                    "execution_count": 28,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_merged['Cluster Labels'].unique().tolist()"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Dropping the rows that has NaN values in there Cluster Labels"
        },
        {
            "cell_type": "code",
            "execution_count": 29,
            "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>index</th>\n      <th>pincode</th>\n      <th>region</th>\n      <th>neighborhood</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>110001</td>\n      <td>Delhi</td>\n      <td>Baroda House , Bengali Market , Bhagat Singh M...</td>\n      <td>28.630485</td>\n      <td>77.215051</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Coffee Shop</td>\n      <td>Bar</td>\n      <td>Chinese Restaurant</td>\n      <td>Hotel</td>\n      <td>Fast Food Restaurant</td>\n      <td>Pub</td>\n      <td>Italian Restaurant</td>\n      <td>Bistro</td>\n      <td>Indian Restaurant</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>110003</td>\n      <td>Delhi</td>\n      <td>Delhi High Court Extension Counter , Delhi Hig...</td>\n      <td>28.596234</td>\n      <td>77.223611</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Furniture / Home Store</td>\n      <td>Dessert Shop</td>\n      <td>Pub</td>\n      <td>Bar</td>\n      <td>Sandwich Place</td>\n      <td>Toy / Game Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>110004</td>\n      <td>Delhi</td>\n      <td>Rashtrapati Bhawan</td>\n      <td>28.614348</td>\n      <td>77.199430</td>\n      <td>4.0</td>\n      <td>Museum</td>\n      <td>Garden</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>110005</td>\n      <td>Delhi</td>\n      <td>Anand Parbat Indl. Area , Anand Parbat , Bank ...</td>\n      <td>28.657456</td>\n      <td>77.191789</td>\n      <td>2.0</td>\n      <td>Dessert Shop</td>\n      <td>Snack Place</td>\n      <td>Asian Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Coffee Shop</td>\n      <td>Fast Food Restaurant</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>110006</td>\n      <td>Delhi</td>\n      <td>Delhi G.P.O. , Baratooti , Chandni Chowk , Cha...</td>\n      <td>28.651309</td>\n      <td>77.228772</td>\n      <td>2.0</td>\n      <td>Paper / Office Supplies Store</td>\n      <td>Hardware Store</td>\n      <td>Fast Food Restaurant</td>\n      <td>Mosque</td>\n      <td>Snack Place</td>\n      <td>Light Rail Station</td>\n      <td>Hotel</td>\n      <td>Health &amp; Beauty Service</td>\n      <td>Food Court</td>\n      <td>Donut Shop</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>6</td>\n      <td>110007</td>\n      <td>Delhi</td>\n      <td>C.C.I. , Delhi University , Gulabi Bagh , Jawa...</td>\n      <td>28.677368</td>\n      <td>77.202799</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Indian Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Coffee Shop</td>\n      <td>Flea Market</td>\n      <td>Bank</td>\n      <td>Breakfast Spot</td>\n      <td>Donut Shop</td>\n      <td>Food Court</td>\n      <td>Eastern European Restaurant</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>7</td>\n      <td>110008</td>\n      <td>Delhi</td>\n      <td>Dada Ghosh Bhawan , Patel Nagar East , Patel N...</td>\n      <td>28.648775</td>\n      <td>77.164165</td>\n      <td>4.0</td>\n      <td>Hotel</td>\n      <td>Dance Studio</td>\n      <td>Indian Restaurant</td>\n      <td>Juice Bar</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>8</td>\n      <td>110009</td>\n      <td>Delhi</td>\n      <td>Dr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala C...</td>\n      <td>28.705296</td>\n      <td>77.182184</td>\n      <td>4.0</td>\n      <td>Metro Station</td>\n      <td>Historic Site</td>\n      <td>Indian Restaurant</td>\n      <td>Convenience Store</td>\n      <td>Bus Station</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>9</td>\n      <td>110010</td>\n      <td>Delhi</td>\n      <td>505 A B Workshop , A F Palam , Aps Colony , Ba...</td>\n      <td>28.596205</td>\n      <td>77.124081</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Convenience Store</td>\n      <td>Farmers Market</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>10</td>\n      <td>110011</td>\n      <td>Delhi</td>\n      <td>Nirman Bhawan , South Avenue , Udyog Bhawan</td>\n      <td>28.611286</td>\n      <td>77.215644</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Boutique</td>\n      <td>Government Building</td>\n      <td>Rest Area</td>\n      <td>History Museum</td>\n      <td>Asian Restaurant</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>11</td>\n      <td>110012</td>\n      <td>Delhi</td>\n      <td>I.A.R.I. , Inderpuri , National Physical Labor...</td>\n      <td>28.637258</td>\n      <td>77.173526</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>12</td>\n      <td>110013</td>\n      <td>Delhi</td>\n      <td>Dargah Sharif , Hazrat Nizamuddin</td>\n      <td>28.591387</td>\n      <td>77.241864</td>\n      <td>4.0</td>\n      <td>Indian Restaurant</td>\n      <td>Hotel Bar</td>\n      <td>BBQ Joint</td>\n      <td>Monument / Landmark</td>\n      <td>Garden</td>\n      <td>Mughlai Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Historic Site</td>\n      <td>Hotel</td>\n      <td>Restaurant</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>13</td>\n      <td>110014</td>\n      <td>Delhi</td>\n      <td>Hari Nagar Ashram , Jeevan Nagar , Jungpura , ...</td>\n      <td>28.581704</td>\n      <td>77.251941</td>\n      <td>2.0</td>\n      <td>Shopping Mall</td>\n      <td>Hyderabadi Restaurant</td>\n      <td>Flea Market</td>\n      <td>Sandwich Place</td>\n      <td>Yoga Studio</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>14</td>\n      <td>110015</td>\n      <td>Delhi</td>\n      <td>Delhi Industrial Area , ESI , Karam Pura , L. ...</td>\n      <td>28.666992</td>\n      <td>77.167428</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Train Station</td>\n      <td>Business Service</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>15</td>\n      <td>110016</td>\n      <td>Delhi</td>\n      <td>Green Park Market , Hauz Khas Market , Hauz Kh...</td>\n      <td>28.543950</td>\n      <td>77.206239</td>\n      <td>2.0</td>\n      <td>Metro Station</td>\n      <td>Nightclub</td>\n      <td>Event Space</td>\n      <td>Coffee Shop</td>\n      <td>Chinese Restaurant</td>\n      <td>Lounge</td>\n      <td>Yoga Studio</td>\n      <td>Electronics Store</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>16</td>\n      <td>110017</td>\n      <td>Delhi</td>\n      <td>Distt. Court Complex, Saket , Malviya Nagar  (...</td>\n      <td>28.533913</td>\n      <td>77.213019</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Hotel</td>\n      <td>Donut Shop</td>\n      <td>Pizza Place</td>\n      <td>Caf\u00e9</td>\n      <td>Miscellaneous Shop</td>\n      <td>Burger Joint</td>\n      <td>Sandwich Place</td>\n      <td>Diner</td>\n      <td>Asian Restaurant</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>17</td>\n      <td>110018</td>\n      <td>Delhi</td>\n      <td>Ashok Nagar  (West Delhi), Chand Nagar , Chauk...</td>\n      <td>28.640543</td>\n      <td>77.091635</td>\n      <td>2.0</td>\n      <td>Photography Studio</td>\n      <td>Electronics Store</td>\n      <td>Print Shop</td>\n      <td>Fast Food Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Food Truck</td>\n      <td>Diner</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Event Space</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>18</td>\n      <td>110019</td>\n      <td>Delhi</td>\n      <td>Alaknanda , Chittranjan Park , Kalkaji , Nehru...</td>\n      <td>28.549156</td>\n      <td>77.252776</td>\n      <td>2.0</td>\n      <td>Lounge</td>\n      <td>Hotel</td>\n      <td>Food</td>\n      <td>Fast Food Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Donut Shop</td>\n      <td>Gastropub</td>\n      <td>Food Court</td>\n      <td>Pizza Place</td>\n      <td>Frozen Yogurt Shop</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>20</td>\n      <td>110021</td>\n      <td>Delhi</td>\n      <td>Anand Niketan , Chanakya Puri , Malcha Marg , ...</td>\n      <td>28.582702</td>\n      <td>77.169614</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Department Store</td>\n      <td>Indian Restaurant</td>\n      <td>Caf\u00e9</td>\n      <td>Bus Stop</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>21</td>\n      <td>110022</td>\n      <td>Delhi</td>\n      <td>R K Puram Sect-1 , R K Puram Sect-12 , R K Pur...</td>\n      <td>28.563659</td>\n      <td>77.173342</td>\n      <td>4.0</td>\n      <td>Gift Shop</td>\n      <td>IT Services</td>\n      <td>Snack Place</td>\n      <td>Indian Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Flea Market</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>22</td>\n      <td>110023</td>\n      <td>Delhi</td>\n      <td>Kidwai Nagar East , Kidwai Nagar West , Laxmi ...</td>\n      <td>28.577054</td>\n      <td>77.207077</td>\n      <td>4.0</td>\n      <td>Market</td>\n      <td>Northeast Indian Restaurant</td>\n      <td>Train Station</td>\n      <td>Indian Restaurant</td>\n      <td>Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>23</td>\n      <td>110024</td>\n      <td>Delhi</td>\n      <td>Amar Colony , Defence Colony  (South Delhi), K...</td>\n      <td>28.560758</td>\n      <td>77.283276</td>\n      <td>4.0</td>\n      <td>Indian Restaurant</td>\n      <td>Business Service</td>\n      <td>Theater</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Metro Station</td>\n      <td>Flea Market</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>24</td>\n      <td>110025</td>\n      <td>Delhi</td>\n      <td>Abul Fazal Enclave-I , Jamia Nagar , New Frien...</td>\n      <td>28.673021</td>\n      <td>77.140950</td>\n      <td>2.0</td>\n      <td>Health &amp; Beauty Service</td>\n      <td>Italian Restaurant</td>\n      <td>Gym</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>25</td>\n      <td>110026</td>\n      <td>Delhi</td>\n      <td>Ashoka Park Extn. , Punjabi Bagh , Punjabi Bag...</td>\n      <td>28.639325</td>\n      <td>77.118783</td>\n      <td>4.0</td>\n      <td>Hotel Bar</td>\n      <td>Indian Restaurant</td>\n      <td>Movie Theater</td>\n      <td>Gourmet Shop</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>26</td>\n      <td>110027</td>\n      <td>Delhi</td>\n      <td>Janta Market , Rajouri Garden J-6 , Rajouri Ma...</td>\n      <td>28.632855</td>\n      <td>77.138256</td>\n      <td>4.0</td>\n      <td>Hotel</td>\n      <td>Arcade</td>\n      <td>Multiplex</td>\n      <td>Indian Restaurant</td>\n      <td>Sandwich Place</td>\n      <td>Fast Food Restaurant</td>\n      <td>Caf\u00e9</td>\n      <td>Food</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>27</td>\n      <td>110028</td>\n      <td>Delhi</td>\n      <td>Kair , Khaira , Naraina Industrial Estate , Na...</td>\n      <td>28.565398</td>\n      <td>77.205214</td>\n      <td>2.0</td>\n      <td>Airport Food Court</td>\n      <td>Light Rail Station</td>\n      <td>Snack Place</td>\n      <td>Yoga Studio</td>\n      <td>Flea Market</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>28</td>\n      <td>110029</td>\n      <td>Delhi</td>\n      <td>Ansari Nagar , Nauroji Nagar , Safdarjung Encl...</td>\n      <td>28.520104</td>\n      <td>77.197121</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Park</td>\n      <td>Jewelry Store</td>\n      <td>Caf\u00e9</td>\n      <td>Furniture / Home Store</td>\n      <td>Health &amp; Beauty Service</td>\n      <td>Hardware Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>31</td>\n      <td>110032</td>\n      <td>Delhi</td>\n      <td>Babarpur  (North East Delhi), Balbir Nagar , B...</td>\n      <td>28.727620</td>\n      <td>77.162357</td>\n      <td>2.0</td>\n      <td>Light Rail Station</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>32</td>\n      <td>110033</td>\n      <td>Delhi</td>\n      <td>Adrash Nagar , Bhalaswa , Jahangir Puri A Bloc...</td>\n      <td>28.692061</td>\n      <td>77.132133</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Department Store</td>\n      <td>Pizza Place</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>33</td>\n      <td>110034</td>\n      <td>Delhi</td>\n      <td>Anandvas Shakurpur , Maurya Enclave , Rani Bag...</td>\n      <td>28.691442</td>\n      <td>77.157625</td>\n      <td>4.0</td>\n      <td>Shopping Mall</td>\n      <td>Indian Restaurant</td>\n      <td>Fast Food Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>56</td>\n      <td>110058</td>\n      <td>Delhi</td>\n      <td>D.E.S.U. Colony , Jail Road  (West Delhi), Jan...</td>\n      <td>28.636815</td>\n      <td>77.183408</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Sporting Goods Shop</td>\n      <td>Caf\u00e9</td>\n      <td>Sandwich Place</td>\n      <td>Market</td>\n      <td>Hardware Store</td>\n      <td>Food Court</td>\n      <td>Diner</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>58</td>\n      <td>110060</td>\n      <td>Delhi</td>\n      <td>Rajender Nagar</td>\n      <td>28.513089</td>\n      <td>77.239175</td>\n      <td>2.0</td>\n      <td>ATM</td>\n      <td>Fast Food Restaurant</td>\n      <td>Diner</td>\n      <td>Historic Site</td>\n      <td>High School</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>59</td>\n      <td>110061</td>\n      <td>Delhi</td>\n      <td>Bijwasan , Shahbad Mohammadpur</td>\n      <td>28.671435</td>\n      <td>77.101799</td>\n      <td>2.0</td>\n      <td>ATM</td>\n      <td>Sandwich Place</td>\n      <td>Indian Restaurant</td>\n      <td>Market</td>\n      <td>Multicuisine Indian Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Coffee Shop</td>\n      <td>Chinese Restaurant</td>\n      <td>Department Store</td>\n      <td>Bank</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>60</td>\n      <td>110062</td>\n      <td>Delhi</td>\n      <td>Air Force Station Tugalkabad , BSF Camp Tigri ...</td>\n      <td>28.624652</td>\n      <td>77.107507</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Arcade</td>\n      <td>Indian Restaurant</td>\n      <td>Clothing Store</td>\n      <td>Caf\u00e9</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>61</td>\n      <td>110063</td>\n      <td>Delhi</td>\n      <td>Jawala Heri , Madipur Slum Quarter , Madipur V...</td>\n      <td>28.558262</td>\n      <td>77.254571</td>\n      <td>2.0</td>\n      <td>Shopping Mall</td>\n      <td>Temple</td>\n      <td>Department Store</td>\n      <td>Fast Food Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Hotel</td>\n      <td>Vegetarian / Vegan Restaurant</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>62</td>\n      <td>110064</td>\n      <td>Delhi</td>\n      <td>Hari Nagar BE Block , Hari Nagar Dadb Block , ...</td>\n      <td>28.567177</td>\n      <td>77.185291</td>\n      <td>2.0</td>\n      <td>Hotel</td>\n      <td>Lounge</td>\n      <td>Breakfast Spot</td>\n      <td>Bakery</td>\n      <td>Chinese Restaurant</td>\n      <td>Modern European Restaurant</td>\n      <td>Italian Restaurant</td>\n      <td>Indian Restaurant</td>\n      <td>Gym / Fitness Center</td>\n      <td>Asian Restaurant</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>64</td>\n      <td>110066</td>\n      <td>Delhi</td>\n      <td>R K Puram (Main) , R K Puram West</td>\n      <td>28.502473</td>\n      <td>77.198772</td>\n      <td>2.0</td>\n      <td>Lounge</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>65</td>\n      <td>110067</td>\n      <td>Delhi</td>\n      <td>J.N.U. , JNU New Campus , Munirka</td>\n      <td>28.608164</td>\n      <td>77.226711</td>\n      <td>4.0</td>\n      <td>Indian Restaurant</td>\n      <td>Hotel Bar</td>\n      <td>Restaurant</td>\n      <td>Ice Cream Shop</td>\n      <td>Smoke Shop</td>\n      <td>Playground</td>\n      <td>Snack Place</td>\n      <td>Japanese Restaurant</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Chinese Restaurant</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>66</td>\n      <td>110068</td>\n      <td>Delhi</td>\n      <td>Ignou , Maidan Garhi</td>\n      <td>28.524256</td>\n      <td>77.157491</td>\n      <td>2.0</td>\n      <td>Sandwich Place</td>\n      <td>Fast Food Restaurant</td>\n      <td>Vegetarian / Vegan Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Chinese Restaurant</td>\n      <td>Bar</td>\n      <td>Spa</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>68</td>\n      <td>110070</td>\n      <td>Delhi</td>\n      <td>Masood Pur , Vasant Kunj Pkt-A , Vasant Kunj</td>\n      <td>28.645011</td>\n      <td>76.951801</td>\n      <td>0.0</td>\n      <td>ATM</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>69</td>\n      <td>110071</td>\n      <td>Delhi</td>\n      <td>Badusarai , Chhawla , DC Goyla , Kangan Heri</td>\n      <td>28.591256</td>\n      <td>76.997056</td>\n      <td>4.0</td>\n      <td>Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Dessert Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>70</td>\n      <td>110072</td>\n      <td>Delhi</td>\n      <td>CRPF Jharoda Kalan , Jharoda Kalan</td>\n      <td>28.462942</td>\n      <td>77.205398</td>\n      <td>2.0</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>71</td>\n      <td>110073</td>\n      <td>Delhi</td>\n      <td>Dhansa , Galib Pur , Ghuman Hera , Issapur , J...</td>\n      <td>28.587598</td>\n      <td>77.061837</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Fast Food Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>61</th>\n      <td>72</td>\n      <td>110074</td>\n      <td>Delhi</td>\n      <td>C.S.K.M. School , Chandanhoola , Chattarpur , ...</td>\n      <td>28.533325</td>\n      <td>77.294319</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Yoga Studio</td>\n      <td>Dessert Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>62</th>\n      <td>73</td>\n      <td>110075</td>\n      <td>Delhi</td>\n      <td>Amberhai , District Court Complex Dwarka , Dwa...</td>\n      <td>28.578957</td>\n      <td>77.078741</td>\n      <td>2.0</td>\n      <td>Smoothie Shop</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>75</td>\n      <td>110077</td>\n      <td>Delhi</td>\n      <td>Bagdola , Barthal , Dhulsiras , Palam Extn (Ha...</td>\n      <td>28.498555</td>\n      <td>77.240304</td>\n      <td>0.0</td>\n      <td>ATM</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>78</td>\n      <td>110081</td>\n      <td>Delhi</td>\n      <td>Chand Pur , Gheora , Jaunti , Kanjhawla , Kara...</td>\n      <td>28.693461</td>\n      <td>77.089795</td>\n      <td>2.0</td>\n      <td>ATM</td>\n      <td>Health Food Store</td>\n      <td>Chinese Restaurant</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>65</th>\n      <td>79</td>\n      <td>110082</td>\n      <td>Delhi</td>\n      <td>Holambi Kalan , Khera Kalan , Khera Khurd , Na...</td>\n      <td>28.741055</td>\n      <td>77.203594</td>\n      <td>3.0</td>\n      <td>Platform</td>\n      <td>Yoga Studio</td>\n      <td>Dessert Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>80</td>\n      <td>110083</td>\n      <td>Delhi</td>\n      <td>Mangolpuri A Block , Mangolpuri I  Block , Man...</td>\n      <td>28.711065</td>\n      <td>77.118010</td>\n      <td>4.0</td>\n      <td>Indian Restaurant</td>\n      <td>Multiplex</td>\n      <td>Caf\u00e9</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>82</td>\n      <td>110085</td>\n      <td>Delhi</td>\n      <td>Avantika , Naharpur , Prashant Vihar , Rithala...</td>\n      <td>28.674366</td>\n      <td>77.080612</td>\n      <td>3.0</td>\n      <td>Business Service</td>\n      <td>Yoga Studio</td>\n      <td>Dessert Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>83</td>\n      <td>110086</td>\n      <td>Delhi</td>\n      <td>Begumpur , Budh Vihar , Pooth Kalan , Pooth Ka...</td>\n      <td>28.722960</td>\n      <td>77.156835</td>\n      <td>2.0</td>\n      <td>American Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>69</th>\n      <td>84</td>\n      <td>110087</td>\n      <td>Delhi</td>\n      <td>Jwala Puri , Sunder Vihar</td>\n      <td>28.732199</td>\n      <td>77.130304</td>\n      <td>2.0</td>\n      <td>Electronics Store</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>70</th>\n      <td>86</td>\n      <td>110089</td>\n      <td>Delhi</td>\n      <td>Rohini Sector 15</td>\n      <td>28.607229</td>\n      <td>77.304028</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Gym</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>87</td>\n      <td>110090</td>\n      <td>Delhi</td>\n      <td>Badarpur Khadar , Karawal Nagar , Shaheed Bhag...</td>\n      <td>28.644471</td>\n      <td>77.299275</td>\n      <td>2.0</td>\n      <td>Fast Food Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>BBQ Joint</td>\n      <td>South Indian Restaurant</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>88</td>\n      <td>110091</td>\n      <td>Delhi</td>\n      <td>Chilla , Himmatpuri , Kalyanpuri , Kalyanvas ,...</td>\n      <td>28.668653</td>\n      <td>77.302441</td>\n      <td>4.0</td>\n      <td>Hotel</td>\n      <td>Asian Restaurant</td>\n      <td>Indian Restaurant</td>\n      <td>BBQ Joint</td>\n      <td>Flea Market</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>89</td>\n      <td>110092</td>\n      <td>Delhi</td>\n      <td>Anand Vihar , IP Extension , Laxmi Nagar  (Eas...</td>\n      <td>28.718154</td>\n      <td>77.269171</td>\n      <td>0.0</td>\n      <td>ATM</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>90</td>\n      <td>110093</td>\n      <td>Delhi</td>\n      <td>Harsh Vihar , Loni Road Housing Complex , Mand...</td>\n      <td>28.677960</td>\n      <td>77.309021</td>\n      <td>2.0</td>\n      <td>Metro Station</td>\n      <td>IT Services</td>\n      <td>Business Service</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>91</td>\n      <td>110094</td>\n      <td>Delhi</td>\n      <td>Dayalpur , Gokal Puri , Johripur , Khazuri Kha...</td>\n      <td>28.601725</td>\n      <td>77.317807</td>\n      <td>2.0</td>\n      <td>Market</td>\n      <td>Stadium</td>\n      <td>Camera Store</td>\n      <td>Caf\u00e9</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>92</td>\n      <td>110095</td>\n      <td>Delhi</td>\n      <td>Dilshad Garden , G.T.B. Hospital , Jhilmil , J...</td>\n      <td>28.524927</td>\n      <td>77.079759</td>\n      <td>2.0</td>\n      <td>Water Park</td>\n      <td>Pizza Place</td>\n      <td>Dessert Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>93</td>\n      <td>110096</td>\n      <td>Delhi</td>\n      <td>Ghazipur , Mayur Vihar Ph-III , Vasundhra Encl...</td>\n      <td>28.577054</td>\n      <td>77.207077</td>\n      <td>4.0</td>\n      <td>Market</td>\n      <td>Northeast Indian Restaurant</td>\n      <td>Train Station</td>\n      <td>Indian Restaurant</td>\n      <td>Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n  </tbody>\n</table>\n<p>78 rows \u00d7 17 columns</p>\n</div>",
                        "text/plain": "    index  pincode region                                       neighborhood  \\\n0       0   110001  Delhi  Baroda House , Bengali Market , Bhagat Singh M...   \n1       2   110003  Delhi  Delhi High Court Extension Counter , Delhi Hig...   \n2       3   110004  Delhi                                Rashtrapati Bhawan    \n3       4   110005  Delhi  Anand Parbat Indl. Area , Anand Parbat , Bank ...   \n4       5   110006  Delhi  Delhi G.P.O. , Baratooti , Chandni Chowk , Cha...   \n5       6   110007  Delhi  C.C.I. , Delhi University , Gulabi Bagh , Jawa...   \n6       7   110008  Delhi  Dada Ghosh Bhawan , Patel Nagar East , Patel N...   \n7       8   110009  Delhi  Dr.Mukerjee Nagar , G.T.B.Nagar , Gujranwala C...   \n8       9   110010  Delhi  505 A B Workshop , A F Palam , Aps Colony , Ba...   \n9      10   110011  Delhi       Nirman Bhawan , South Avenue , Udyog Bhawan    \n10     11   110012  Delhi  I.A.R.I. , Inderpuri , National Physical Labor...   \n11     12   110013  Delhi                 Dargah Sharif , Hazrat Nizamuddin    \n12     13   110014  Delhi  Hari Nagar Ashram , Jeevan Nagar , Jungpura , ...   \n13     14   110015  Delhi  Delhi Industrial Area , ESI , Karam Pura , L. ...   \n14     15   110016  Delhi  Green Park Market , Hauz Khas Market , Hauz Kh...   \n15     16   110017  Delhi  Distt. Court Complex, Saket , Malviya Nagar  (...   \n16     17   110018  Delhi  Ashok Nagar  (West Delhi), Chand Nagar , Chauk...   \n17     18   110019  Delhi  Alaknanda , Chittranjan Park , Kalkaji , Nehru...   \n18     20   110021  Delhi  Anand Niketan , Chanakya Puri , Malcha Marg , ...   \n19     21   110022  Delhi  R K Puram Sect-1 , R K Puram Sect-12 , R K Pur...   \n20     22   110023  Delhi  Kidwai Nagar East , Kidwai Nagar West , Laxmi ...   \n21     23   110024  Delhi  Amar Colony , Defence Colony  (South Delhi), K...   \n22     24   110025  Delhi  Abul Fazal Enclave-I , Jamia Nagar , New Frien...   \n23     25   110026  Delhi  Ashoka Park Extn. , Punjabi Bagh , Punjabi Bag...   \n24     26   110027  Delhi  Janta Market , Rajouri Garden J-6 , Rajouri Ma...   \n25     27   110028  Delhi  Kair , Khaira , Naraina Industrial Estate , Na...   \n26     28   110029  Delhi  Ansari Nagar , Nauroji Nagar , Safdarjung Encl...   \n27     31   110032  Delhi  Babarpur  (North East Delhi), Balbir Nagar , B...   \n28     32   110033  Delhi  Adrash Nagar , Bhalaswa , Jahangir Puri A Bloc...   \n29     33   110034  Delhi  Anandvas Shakurpur , Maurya Enclave , Rani Bag...   \n..    ...      ...    ...                                                ...   \n48     56   110058  Delhi  D.E.S.U. Colony , Jail Road  (West Delhi), Jan...   \n49     58   110060  Delhi                                    Rajender Nagar    \n50     59   110061  Delhi                    Bijwasan , Shahbad Mohammadpur    \n51     60   110062  Delhi  Air Force Station Tugalkabad , BSF Camp Tigri ...   \n52     61   110063  Delhi  Jawala Heri , Madipur Slum Quarter , Madipur V...   \n53     62   110064  Delhi  Hari Nagar BE Block , Hari Nagar Dadb Block , ...   \n54     64   110066  Delhi                 R K Puram (Main) , R K Puram West    \n55     65   110067  Delhi                 J.N.U. , JNU New Campus , Munirka    \n56     66   110068  Delhi                              Ignou , Maidan Garhi    \n57     68   110070  Delhi      Masood Pur , Vasant Kunj Pkt-A , Vasant Kunj    \n58     69   110071  Delhi      Badusarai , Chhawla , DC Goyla , Kangan Heri    \n59     70   110072  Delhi                CRPF Jharoda Kalan , Jharoda Kalan    \n60     71   110073  Delhi  Dhansa , Galib Pur , Ghuman Hera , Issapur , J...   \n61     72   110074  Delhi  C.S.K.M. School , Chandanhoola , Chattarpur , ...   \n62     73   110075  Delhi  Amberhai , District Court Complex Dwarka , Dwa...   \n63     75   110077  Delhi  Bagdola , Barthal , Dhulsiras , Palam Extn (Ha...   \n64     78   110081  Delhi  Chand Pur , Gheora , Jaunti , Kanjhawla , Kara...   \n65     79   110082  Delhi  Holambi Kalan , Khera Kalan , Khera Khurd , Na...   \n66     80   110083  Delhi  Mangolpuri A Block , Mangolpuri I  Block , Man...   \n67     82   110085  Delhi  Avantika , Naharpur , Prashant Vihar , Rithala...   \n68     83   110086  Delhi  Begumpur , Budh Vihar , Pooth Kalan , Pooth Ka...   \n69     84   110087  Delhi                         Jwala Puri , Sunder Vihar    \n70     86   110089  Delhi                                  Rohini Sector 15    \n71     87   110090  Delhi  Badarpur Khadar , Karawal Nagar , Shaheed Bhag...   \n72     88   110091  Delhi  Chilla , Himmatpuri , Kalyanpuri , Kalyanvas ,...   \n73     89   110092  Delhi  Anand Vihar , IP Extension , Laxmi Nagar  (Eas...   \n74     90   110093  Delhi  Harsh Vihar , Loni Road Housing Complex , Mand...   \n75     91   110094  Delhi  Dayalpur , Gokal Puri , Johripur , Khazuri Kha...   \n76     92   110095  Delhi  Dilshad Garden , G.T.B. Hospital , Jhilmil , J...   \n77     93   110096  Delhi  Ghazipur , Mayur Vihar Ph-III , Vasundhra Encl...   \n\n     Latitude  Longitude  Cluster Labels          1st Most Common Venue  \\\n0   28.630485  77.215051             2.0                           Caf\u00e9   \n1   28.596234  77.223611             2.0                           Caf\u00e9   \n2   28.614348  77.199430             4.0                         Museum   \n3   28.657456  77.191789             2.0                   Dessert Shop   \n4   28.651309  77.228772             2.0  Paper / Office Supplies Store   \n5   28.677368  77.202799             2.0                           Park   \n6   28.648775  77.164165             4.0                          Hotel   \n7   28.705296  77.182184             4.0                  Metro Station   \n8   28.596205  77.124081             1.0              Indian Restaurant   \n9   28.611286  77.215644             2.0                           Park   \n10  28.637258  77.173526             1.0              Indian Restaurant   \n11  28.591387  77.241864             4.0              Indian Restaurant   \n12  28.581704  77.251941             2.0                  Shopping Mall   \n13  28.666992  77.167428             1.0              Indian Restaurant   \n14  28.543950  77.206239             2.0                  Metro Station   \n15  28.533913  77.213019             2.0                    Coffee Shop   \n16  28.640543  77.091635             2.0             Photography Studio   \n17  28.549156  77.252776             2.0                         Lounge   \n18  28.582702  77.169614             4.0                           Park   \n19  28.563659  77.173342             4.0                      Gift Shop   \n20  28.577054  77.207077             4.0                         Market   \n21  28.560758  77.283276             4.0              Indian Restaurant   \n22  28.673021  77.140950             2.0        Health & Beauty Service   \n23  28.639325  77.118783             4.0                      Hotel Bar   \n24  28.632855  77.138256             4.0                          Hotel   \n25  28.565398  77.205214             2.0             Airport Food Court   \n26  28.520104  77.197121             2.0                    Coffee Shop   \n27  28.727620  77.162357             2.0             Light Rail Station   \n28  28.692061  77.132133             1.0              Indian Restaurant   \n29  28.691442  77.157625             4.0                  Shopping Mall   \n..        ...        ...             ...                            ...   \n48  28.636815  77.183408             2.0                           Park   \n49  28.513089  77.239175             2.0                            ATM   \n50  28.671435  77.101799             2.0                            ATM   \n51  28.624652  77.107507             4.0                           Park   \n52  28.558262  77.254571             2.0                  Shopping Mall   \n53  28.567177  77.185291             2.0                          Hotel   \n54  28.502473  77.198772             2.0                         Lounge   \n55  28.608164  77.226711             4.0              Indian Restaurant   \n56  28.524256  77.157491             2.0                 Sandwich Place   \n57  28.645011  76.951801             0.0                            ATM   \n58  28.591256  76.997056             4.0                     Restaurant   \n59  28.462942  77.205398             2.0                    Yoga Studio   \n60  28.587598  77.061837             1.0              Indian Restaurant   \n61  28.533325  77.294319             2.0                           Caf\u00e9   \n62  28.578957  77.078741             2.0                  Smoothie Shop   \n63  28.498555  77.240304             0.0                            ATM   \n64  28.693461  77.089795             2.0                            ATM   \n65  28.741055  77.203594             3.0                       Platform   \n66  28.711065  77.118010             4.0              Indian Restaurant   \n67  28.674366  77.080612             3.0               Business Service   \n68  28.722960  77.156835             2.0            American Restaurant   \n69  28.732199  77.130304             2.0              Electronics Store   \n70  28.607229  77.304028             1.0              Indian Restaurant   \n71  28.644471  77.299275             2.0           Fast Food Restaurant   \n72  28.668653  77.302441             4.0                          Hotel   \n73  28.718154  77.269171             0.0                            ATM   \n74  28.677960  77.309021             2.0                  Metro Station   \n75  28.601725  77.317807             2.0                         Market   \n76  28.524927  77.079759             2.0                     Water Park   \n77  28.577054  77.207077             4.0                         Market   \n\n          2nd Most Common Venue          3rd Most Common Venue  \\\n0                   Coffee Shop                            Bar   \n1        Furniture / Home Store                   Dessert Shop   \n2                        Garden                    Yoga Studio   \n3                   Snack Place               Asian Restaurant   \n4                Hardware Store           Fast Food Restaurant   \n5             Indian Restaurant                    Pizza Place   \n6                  Dance Studio              Indian Restaurant   \n7                 Historic Site              Indian Restaurant   \n8             Convenience Store                 Farmers Market   \n9                      Boutique            Government Building   \n10                  Yoga Studio         Furniture / Home Store   \n11                    Hotel Bar                      BBQ Joint   \n12        Hyderabadi Restaurant                    Flea Market   \n13                Train Station               Business Service   \n14                    Nightclub                    Event Space   \n15                        Hotel                     Donut Shop   \n16            Electronics Store                     Print Shop   \n17                        Hotel                           Food   \n18             Department Store              Indian Restaurant   \n19                  IT Services                    Snack Place   \n20  Northeast Indian Restaurant                  Train Station   \n21             Business Service                        Theater   \n22           Italian Restaurant                            Gym   \n23            Indian Restaurant                  Movie Theater   \n24                       Arcade                      Multiplex   \n25           Light Rail Station                    Snack Place   \n26                         Park                  Jewelry Store   \n27                  Yoga Studio         Furniture / Home Store   \n28             Department Store                    Pizza Place   \n29            Indian Restaurant           Fast Food Restaurant   \n..                          ...                            ...   \n48          Sporting Goods Shop                           Caf\u00e9   \n49         Fast Food Restaurant                          Diner   \n50               Sandwich Place              Indian Restaurant   \n51                       Arcade              Indian Restaurant   \n52                       Temple               Department Store   \n53                       Lounge                 Breakfast Spot   \n54                  Yoga Studio         Furniture / Home Store   \n55                    Hotel Bar                     Restaurant   \n56         Fast Food Restaurant  Vegetarian / Vegan Restaurant   \n57       Furniture / Home Store                     Donut Shop   \n58                  Yoga Studio                   Dessert Shop   \n59       Furniture / Home Store                     Donut Shop   \n60                  Coffee Shop           Fast Food Restaurant   \n61            Food & Drink Shop                    Yoga Studio   \n62                  Yoga Studio         Furniture / Home Store   \n63           Athletics & Sports         Furniture / Home Store   \n64            Health Food Store             Chinese Restaurant   \n65                  Yoga Studio                   Dessert Shop   \n66                    Multiplex                           Caf\u00e9   \n67                  Yoga Studio                   Dessert Shop   \n68                  Yoga Studio         Furniture / Home Store   \n69                  Yoga Studio         Furniture / Home Store   \n70                          Gym                    Yoga Studio   \n71                  Yoga Studio                      BBQ Joint   \n72             Asian Restaurant              Indian Restaurant   \n73       Furniture / Home Store                     Donut Shop   \n74                  IT Services               Business Service   \n75                      Stadium                   Camera Store   \n76                  Pizza Place                   Dessert Shop   \n77  Northeast Indian Restaurant                  Train Station   \n\n          4th Most Common Venue           5th Most Common Venue  \\\n0            Chinese Restaurant                           Hotel   \n1                           Pub                             Bar   \n2            Frozen Yogurt Shop                      Donut Shop   \n3                   Pizza Place                     Coffee Shop   \n4                        Mosque                     Snack Place   \n5                   Coffee Shop                     Flea Market   \n6                     Juice Bar          Furniture / Home Store   \n7             Convenience Store                     Bus Station   \n8                   Yoga Studio          Furniture / Home Store   \n9                     Rest Area                  History Museum   \n10                   Donut Shop     Eastern European Restaurant   \n11          Monument / Landmark                          Garden   \n12               Sandwich Place                     Yoga Studio   \n13                  Yoga Studio              Frozen Yogurt Shop   \n14                  Coffee Shop              Chinese Restaurant   \n15                  Pizza Place                            Caf\u00e9   \n16         Fast Food Restaurant                     Yoga Studio   \n17         Fast Food Restaurant                     Coffee Shop   \n18                         Caf\u00e9                        Bus Stop   \n19            Indian Restaurant                     Yoga Studio   \n20            Indian Restaurant                      Restaurant   \n21           Athletics & Sports                   Metro Station   \n22                  Yoga Studio              Frozen Yogurt Shop   \n23                 Gourmet Shop              Frozen Yogurt Shop   \n24            Indian Restaurant                  Sandwich Place   \n25                  Yoga Studio                     Flea Market   \n26                         Caf\u00e9          Furniture / Home Store   \n27                   Donut Shop     Eastern European Restaurant   \n28           Frozen Yogurt Shop                      Donut Shop   \n29                  Yoga Studio                      Donut Shop   \n..                          ...                             ...   \n48               Sandwich Place                          Market   \n49                Historic Site                     High School   \n50                       Market  Multicuisine Indian Restaurant   \n51               Clothing Store                            Caf\u00e9   \n52         Fast Food Restaurant                     Pizza Place   \n53                       Bakery              Chinese Restaurant   \n54                   Donut Shop     Eastern European Restaurant   \n55               Ice Cream Shop                      Smoke Shop   \n56                  Pizza Place              Chinese Restaurant   \n57  Eastern European Restaurant               Electronics Store   \n58                   Donut Shop     Eastern European Restaurant   \n59  Eastern European Restaurant               Electronics Store   \n60                  Yoga Studio          Furniture / Home Store   \n61                 Dessert Shop                      Donut Shop   \n62                   Donut Shop     Eastern European Restaurant   \n63                   Donut Shop     Eastern European Restaurant   \n64           Frozen Yogurt Shop                      Donut Shop   \n65                   Donut Shop     Eastern European Restaurant   \n66                  Yoga Studio              Frozen Yogurt Shop   \n67                   Donut Shop     Eastern European Restaurant   \n68                   Donut Shop     Eastern European Restaurant   \n69                   Donut Shop     Eastern European Restaurant   \n70       Furniture / Home Store                      Donut Shop   \n71      South Indian Restaurant          Furniture / Home Store   \n72                    BBQ Joint                     Flea Market   \n73  Eastern European Restaurant               Electronics Store   \n74       Furniture / Home Store     Eastern European Restaurant   \n75                         Caf\u00e9          Furniture / Home Store   \n76                   Donut Shop     Eastern European Restaurant   \n77            Indian Restaurant                      Restaurant   \n\n          6th Most Common Venue          7th Most Common Venue  \\\n0          Fast Food Restaurant                            Pub   \n1                Sandwich Place               Toy / Game Store   \n2   Eastern European Restaurant              Electronics Store   \n3          Fast Food Restaurant                     Food Court   \n4            Light Rail Station                          Hotel   \n5                          Bank                 Breakfast Spot   \n6   Eastern European Restaurant              Electronics Store   \n7            Frozen Yogurt Shop    Eastern European Restaurant   \n8   Eastern European Restaurant              Electronics Store   \n9              Asian Restaurant         Furniture / Home Store   \n10            Electronics Store                    Event Space   \n11           Mughlai Restaurant                    Pizza Place   \n12                   Donut Shop    Eastern European Restaurant   \n13                   Donut Shop    Eastern European Restaurant   \n14                       Lounge                    Yoga Studio   \n15           Miscellaneous Shop                   Burger Joint   \n16                   Food Truck                          Diner   \n17                   Donut Shop                      Gastropub   \n18           Frozen Yogurt Shop    Eastern European Restaurant   \n19                  Flea Market                     Food Court   \n20                  Flea Market                     Food Truck   \n21                  Flea Market                     Food Truck   \n22                   Donut Shop    Eastern European Restaurant   \n23                   Donut Shop    Eastern European Restaurant   \n24         Fast Food Restaurant                           Caf\u00e9   \n25                   Food Truck                     Food Court   \n26      Health & Beauty Service                 Hardware Store   \n27            Electronics Store                    Event Space   \n28  Eastern European Restaurant              Electronics Store   \n29  Eastern European Restaurant              Electronics Store   \n..                          ...                            ...   \n48               Hardware Store                     Food Court   \n49                   Donut Shop    Eastern European Restaurant   \n50                  Pizza Place                    Coffee Shop   \n51           Frozen Yogurt Shop    Eastern European Restaurant   \n52                        Hotel  Vegetarian / Vegan Restaurant   \n53   Modern European Restaurant             Italian Restaurant   \n54            Electronics Store                    Event Space   \n55                   Playground                    Snack Place   \n56                          Bar                            Spa   \n57                  Event Space                 Farmers Market   \n58            Electronics Store                    Event Space   \n59                  Event Space                 Farmers Market   \n60  Eastern European Restaurant              Electronics Store   \n61  Eastern European Restaurant              Electronics Store   \n62            Electronics Store                    Event Space   \n63            Electronics Store                    Event Space   \n64  Eastern European Restaurant              Electronics Store   \n65            Electronics Store                    Event Space   \n66  Eastern European Restaurant              Electronics Store   \n67            Electronics Store                    Event Space   \n68            Electronics Store                    Event Space   \n69                  Event Space                 Farmers Market   \n70  Eastern European Restaurant              Electronics Store   \n71                   Donut Shop    Eastern European Restaurant   \n72           Frozen Yogurt Shop                     Food Truck   \n73                  Event Space                 Farmers Market   \n74            Electronics Store                    Event Space   \n75  Eastern European Restaurant              Electronics Store   \n76            Electronics Store                    Event Space   \n77                  Flea Market                     Food Truck   \n\n          8th Most Common Venue        9th Most Common Venue  \\\n0            Italian Restaurant                       Bistro   \n1   Eastern European Restaurant                  Event Space   \n2                   Event Space               Farmers Market   \n3             Food & Drink Shop                         Food   \n4       Health & Beauty Service                   Food Court   \n5                    Donut Shop                   Food Court   \n6                   Event Space               Farmers Market   \n7             Electronics Store                  Event Space   \n8                   Event Space         Fast Food Restaurant   \n9   Eastern European Restaurant            Electronics Store   \n10               Farmers Market         Fast Food Restaurant   \n11                Historic Site                        Hotel   \n12            Electronics Store                  Event Space   \n13            Electronics Store                  Event Space   \n14            Electronics Store               Farmers Market   \n15               Sandwich Place                        Diner   \n16                   Donut Shop  Eastern European Restaurant   \n17                   Food Court                  Pizza Place   \n18            Electronics Store                  Event Space   \n19            Food & Drink Shop                         Food   \n20                   Food Court            Food & Drink Shop   \n21                   Food Court            Food & Drink Shop   \n22            Electronics Store                  Event Space   \n23            Electronics Store                  Event Space   \n24                         Food                   Food Truck   \n25            Food & Drink Shop                         Food   \n26                   Donut Shop  Eastern European Restaurant   \n27               Farmers Market         Fast Food Restaurant   \n28                  Event Space               Farmers Market   \n29                  Event Space               Farmers Market   \n..                          ...                          ...   \n48                        Diner                   Donut Shop   \n49            Electronics Store                  Event Space   \n50           Chinese Restaurant             Department Store   \n51            Electronics Store                  Event Space   \n52                   Donut Shop  Eastern European Restaurant   \n53            Indian Restaurant         Gym / Fitness Center   \n54               Farmers Market         Fast Food Restaurant   \n55          Japanese Restaurant            Food & Drink Shop   \n56                   Food Court            Food & Drink Shop   \n57         Fast Food Restaurant                  Flea Market   \n58               Farmers Market         Fast Food Restaurant   \n59         Fast Food Restaurant                  Flea Market   \n60                  Event Space               Farmers Market   \n61                  Event Space               Farmers Market   \n62               Farmers Market         Fast Food Restaurant   \n63               Farmers Market         Fast Food Restaurant   \n64                  Event Space               Farmers Market   \n65               Farmers Market         Fast Food Restaurant   \n66                  Event Space               Farmers Market   \n67               Farmers Market         Fast Food Restaurant   \n68               Farmers Market         Fast Food Restaurant   \n69         Fast Food Restaurant                  Flea Market   \n70                  Event Space               Farmers Market   \n71            Electronics Store                  Event Space   \n72                   Food Court            Food & Drink Shop   \n73         Fast Food Restaurant                  Flea Market   \n74               Farmers Market         Fast Food Restaurant   \n75                  Event Space               Farmers Market   \n76               Farmers Market         Fast Food Restaurant   \n77                   Food Court            Food & Drink Shop   \n\n         10th Most Common Venue  \n0             Indian Restaurant  \n1                Farmers Market  \n2          Fast Food Restaurant  \n3                   Flea Market  \n4                    Donut Shop  \n5   Eastern European Restaurant  \n6          Fast Food Restaurant  \n7                Farmers Market  \n8                   Flea Market  \n9                   Event Space  \n10                  Flea Market  \n11                   Restaurant  \n12               Farmers Market  \n13               Farmers Market  \n14         Fast Food Restaurant  \n15             Asian Restaurant  \n16                  Event Space  \n17           Frozen Yogurt Shop  \n18               Farmers Market  \n19               Farmers Market  \n20                         Food  \n21                         Food  \n22               Farmers Market  \n23               Farmers Market  \n24                   Food Court  \n25         Fast Food Restaurant  \n26            Electronics Store  \n27                  Flea Market  \n28         Fast Food Restaurant  \n29                  Flea Market  \n..                          ...  \n48  Eastern European Restaurant  \n49               Farmers Market  \n50                         Bank  \n51               Farmers Market  \n52                        Diner  \n53             Asian Restaurant  \n54                  Flea Market  \n55           Chinese Restaurant  \n56                         Food  \n57                         Food  \n58                  Flea Market  \n59                         Food  \n60                  Flea Market  \n61         Fast Food Restaurant  \n62                  Flea Market  \n63                  Flea Market  \n64         Fast Food Restaurant  \n65                  Flea Market  \n66         Fast Food Restaurant  \n67                  Flea Market  \n68                  Flea Market  \n69                         Food  \n70         Fast Food Restaurant  \n71               Farmers Market  \n72                         Food  \n73                         Food  \n74                  Flea Market  \n75         Fast Food Restaurant  \n76                  Flea Market  \n77                         Food  \n\n[78 rows x 17 columns]"
                    },
                    "execution_count": 29,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_merged = delhi_merged.dropna()\ndelhi_merged = delhi_merged.reset_index()\ndelhi_merged"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Finally, let's visualize the clusters"
        },
        {
            "cell_type": "code",
            "execution_count": 30,
            "metadata": {},
            "outputs": [
                {
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                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_0e2b447d20544541afec58db0fb40b29 = L.popup({maxWidth: '300'});

            
                var html_85f3f846135d427d81de8d2c1116f17e = $('<div id="html_85f3f846135d427d81de8d2c1116f17e" style="width: 100.0%; height: 100.0%;">Hari Nagar Ashram , Jeevan Nagar , Jungpura , Pratap Market  Cluster 2.0</div>')[0];
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            circle_marker_5645f708eeac4d9093f8e38ee8521e63.bindPopup(popup_0e2b447d20544541afec58db0fb40b29);

            
        
    
            var circle_marker_683368387f114e72ae3faddf1aa30bee = L.circleMarker(
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                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_cd90c4e1079b4dbcb12ec8fc0d0db5df = L.popup({maxWidth: '300'});

            
                var html_50c45b2151ac40158edc25f080455bf2 = $('<div id="html_50c45b2151ac40158edc25f080455bf2" style="width: 100.0%; height: 100.0%;">Delhi Industrial Area , ESI , Karam Pura , L. M. Nagar Indl. Area , Mansarover Garden , N.I.Area , Ramesh Nagar , Zakhira  Cluster 1.0</div>')[0];
                popup_cd90c4e1079b4dbcb12ec8fc0d0db5df.setContent(html_50c45b2151ac40158edc25f080455bf2);
            

            circle_marker_683368387f114e72ae3faddf1aa30bee.bindPopup(popup_cd90c4e1079b4dbcb12ec8fc0d0db5df);

            
        
    
            var circle_marker_b29f55206f2f4c539b62b887709c1310 = L.circleMarker(
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  "fill": true,
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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  "stroke": true,
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_fb0b610b6fc74e20bbec9def3c17ce58 = L.popup({maxWidth: '300'});

            
                var html_5ef75d8726154e358853189adcc5ae8d = $('<div id="html_5ef75d8726154e358853189adcc5ae8d" style="width: 100.0%; height: 100.0%;">Green Park Market , Hauz Khas Market , Hauz Khas , IT Hauz Khas , NIE Campus , Technology Bhawan  Cluster 2.0</div>')[0];
                popup_fb0b610b6fc74e20bbec9def3c17ce58.setContent(html_5ef75d8726154e358853189adcc5ae8d);
            

            circle_marker_b29f55206f2f4c539b62b887709c1310.bindPopup(popup_fb0b610b6fc74e20bbec9def3c17ce58);

            
        
    
            var circle_marker_cc402b5b72c34b8f9f1d4e20020ffdf6 = L.circleMarker(
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_fa48f9128e0848468079fd073fa7a006 = L.popup({maxWidth: '300'});

            
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            circle_marker_cc402b5b72c34b8f9f1d4e20020ffdf6.bindPopup(popup_fa48f9128e0848468079fd073fa7a006);

            
        
    
            var circle_marker_4340ec17c8c6414cb290e663a0741cf5 = L.circleMarker(
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#00b5eb",
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  "fillRule": "evenodd",
  "lineCap": "round",
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_ee9054ecc82546ab87bea783db37a26e = L.popup({maxWidth: '300'});

            
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                popup_ee9054ecc82546ab87bea783db37a26e.setContent(html_ff30da2968874a63ba07a81136a0d318);
            

            circle_marker_4340ec17c8c6414cb290e663a0741cf5.bindPopup(popup_ee9054ecc82546ab87bea783db37a26e);

            
        
    
            var circle_marker_b7390f9682ea4a00b6dd90d51cabeea3 = L.circleMarker(
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_b8b6fc885d8840ef9193ecd4214a9da7 = L.popup({maxWidth: '300'});

            
                var html_df37674393954ce2acc6c2bcdf184179 = $('<div id="html_df37674393954ce2acc6c2bcdf184179" style="width: 100.0%; height: 100.0%;">Alaknanda , Chittranjan Park , Kalkaji , Nehru Place  Cluster 2.0</div>')[0];
                popup_b8b6fc885d8840ef9193ecd4214a9da7.setContent(html_df37674393954ce2acc6c2bcdf184179);
            

            circle_marker_b7390f9682ea4a00b6dd90d51cabeea3.bindPopup(popup_b8b6fc885d8840ef9193ecd4214a9da7);

            
        
    
            var circle_marker_aff7a5cefa1e4bf1a0fab2999ac5da05 = L.circleMarker(
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  "dashArray": null,
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  "fill": true,
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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  "radius": 5,
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}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_1fd82c23682f4361a9261034295cba90 = L.popup({maxWidth: '300'});

            
                var html_879fb3abe0424271b3d4c5d3276c4b57 = $('<div id="html_879fb3abe0424271b3d4c5d3276c4b57" style="width: 100.0%; height: 100.0%;">Anand Niketan , Chanakya Puri , Malcha Marg , Moti Bagh , Nanak Pura , South Delhi Campus  Cluster 4.0</div>')[0];
                popup_1fd82c23682f4361a9261034295cba90.setContent(html_879fb3abe0424271b3d4c5d3276c4b57);
            

            circle_marker_aff7a5cefa1e4bf1a0fab2999ac5da05.bindPopup(popup_1fd82c23682f4361a9261034295cba90);

            
        
    
            var circle_marker_3daa3085786b4529abfca5a6756749dd = L.circleMarker(
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}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_51b585b58b864c5d8616f7db22d359d9 = L.popup({maxWidth: '300'});

            
                var html_aeb5635a756a4b3aa2c3706919539961 = $('<div id="html_aeb5635a756a4b3aa2c3706919539961" style="width: 100.0%; height: 100.0%;">R K Puram Sect-1 , R K Puram Sect-12 , R K Puram Sect-3 , R K Puram Sect-4 , R K Puram Sect-5 , R K Puram Sect7 , R K Puram Sect-8 , R K Puram Sector - 6 Postal SB  Cluster 4.0</div>')[0];
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            var circle_marker_ed0b698c2c5e4422b50c9bd6421d8428 = L.circleMarker(
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  "fillRule": "evenodd",
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}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_ba7b1fd9af224e3ea37cb426e1ba8b78 = L.popup({maxWidth: '300'});

            
                var html_7bb42c899e2e4eca959798097e558fcc = $('<div id="html_7bb42c899e2e4eca959798097e558fcc" style="width: 100.0%; height: 100.0%;">Kidwai Nagar East , Kidwai Nagar West , Laxmi Bai Nagar , Netaji Nagar  (South West Delhi), Sarojini Nagar  Cluster 4.0</div>')[0];
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            var circle_marker_7faa6fed1fea4ad685b8e5789bdd736c = L.circleMarker(
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_0e86e46d10974a90a0f24069ca4bc565 = L.popup({maxWidth: '300'});

            
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            var circle_marker_4047fa2c6bec475c90d3a1a5d636a37a = L.circleMarker(
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_a7dc1ac7a61e4928b71a332561d4ac45 = L.popup({maxWidth: '300'});

            
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            var circle_marker_c0acc0d7f2d9427d8917652402ef039b = L.circleMarker(
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}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_a67c3f952a504f769dda62e80664112c = L.popup({maxWidth: '300'});

            
                var html_3c9fa79c76244d67911ed55c95bed829 = $('<div id="html_3c9fa79c76244d67911ed55c95bed829" style="width: 100.0%; height: 100.0%;">Ashoka Park Extn. , Punjabi Bagh , Punjabi Bagh Sec - III , Shivaji Park  (West Delhi) Cluster 4.0</div>')[0];
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  "opacity": 1.0,
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_52d55655ac584713aaff6a06b3d8e649 = L.popup({maxWidth: '300'});

            
                var html_88687728f6c6455480f9c67907e038ff = $('<div id="html_88687728f6c6455480f9c67907e038ff" style="width: 100.0%; height: 100.0%;">Janta Market , Rajouri Garden J-6 , Rajouri Market , Subhash Nagar  (West Delhi), Subhash Nagar West , Tagore Garden  Cluster 4.0</div>')[0];
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            var circle_marker_0aab3d3fab0c48d8b524eec245bd843f = L.circleMarker(
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_85ae913432cf42219870aeb661a6deb3 = L.popup({maxWidth: '300'});

            
                var html_1bc429e5125c4ae39e6be81af24da359 = $('<div id="html_1bc429e5125c4ae39e6be81af24da359" style="width: 100.0%; height: 100.0%;">Kair , Khaira , Naraina Industrial Estate , Naraina Village  Cluster 2.0</div>')[0];
                popup_85ae913432cf42219870aeb661a6deb3.setContent(html_1bc429e5125c4ae39e6be81af24da359);
            

            circle_marker_0aab3d3fab0c48d8b524eec245bd843f.bindPopup(popup_85ae913432cf42219870aeb661a6deb3);

            
        
    
            var circle_marker_77e02b961ac5454785eed4d8fd71f999 = L.circleMarker(
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  "fill": true,
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_6cc9727aabe048e0b4ad4c3b55872141 = L.popup({maxWidth: '300'});

            
                var html_99b873734dd44e8e99ebd9020318744a = $('<div id="html_99b873734dd44e8e99ebd9020318744a" style="width: 100.0%; height: 100.0%;">Ansari Nagar , Nauroji Nagar , Safdarjung Enclave  Cluster 2.0</div>')[0];
                popup_6cc9727aabe048e0b4ad4c3b55872141.setContent(html_99b873734dd44e8e99ebd9020318744a);
            

            circle_marker_77e02b961ac5454785eed4d8fd71f999.bindPopup(popup_6cc9727aabe048e0b4ad4c3b55872141);

            
        
    
            var circle_marker_531831a1b2ec49f4a59389b6329d4377 = L.circleMarker(
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_c915823ad0624967911d5cef9e3f6725 = L.popup({maxWidth: '300'});

            
                var html_ba6af2884e5845f6b7e53063b6133300 = $('<div id="html_ba6af2884e5845f6b7e53063b6133300" style="width: 100.0%; height: 100.0%;">Babarpur  (North East Delhi), Balbir Nagar , Bhola Nath Nagar , Distt. Court (KKD) , Goverdhan Bihari Colony , Loni Road , Man Sarovar Park , Rohtash Nagar , Shahdara Mandi , Shahdara , Shivaji Park  (East Delhi), Telewara , Vishwas Nagar  Cluster 2.0</div>')[0];
                popup_c915823ad0624967911d5cef9e3f6725.setContent(html_ba6af2884e5845f6b7e53063b6133300);
            

            circle_marker_531831a1b2ec49f4a59389b6329d4377.bindPopup(popup_c915823ad0624967911d5cef9e3f6725);

            
        
    
            var circle_marker_56aa71c7efcf4745bafaa5b60452cb43 = L.circleMarker(
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  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_4447c6a45e4647578e4cfeb59a542a71 = L.popup({maxWidth: '300'});

            
                var html_246b7709a018409ebbd98e737d38802d = $('<div id="html_246b7709a018409ebbd98e737d38802d" style="width: 100.0%; height: 100.0%;">Adrash Nagar , Bhalaswa , Jahangir Puri A Block , Jahangir Puri D Block , Jahangir Puri H Block , N.S.Mandi  Cluster 1.0</div>')[0];
                popup_4447c6a45e4647578e4cfeb59a542a71.setContent(html_246b7709a018409ebbd98e737d38802d);
            

            circle_marker_56aa71c7efcf4745bafaa5b60452cb43.bindPopup(popup_4447c6a45e4647578e4cfeb59a542a71);

            
        
    
            var circle_marker_a265c83ca089413fb55ee6cac6603962 = L.circleMarker(
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  "color": "#ffb360",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ffb360",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_26f5e16a111c4879ad0beb0b15583391 = L.popup({maxWidth: '300'});

            
                var html_aa2a930fb6f64fd1910af6b28df147ee = $('<div id="html_aa2a930fb6f64fd1910af6b28df147ee" style="width: 100.0%; height: 100.0%;">Anandvas Shakurpur , Maurya Enclave , Rani Bagh , Saraswati Vihar , Shakur Pur I  Block , Shakurbasti Rs , Sri Nagar Colony  Cluster 4.0</div>')[0];
                popup_26f5e16a111c4879ad0beb0b15583391.setContent(html_aa2a930fb6f64fd1910af6b28df147ee);
            

            circle_marker_a265c83ca089413fb55ee6cac6603962.bindPopup(popup_26f5e16a111c4879ad0beb0b15583391);

            
        
    
            var circle_marker_acaa80c15af74c4f871f0e766a8206b4 = L.circleMarker(
                [28.6188206,77.0488297],
                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ffb360",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_f640c77ca83a4bd2a5e4a138c1311fc0 = L.popup({maxWidth: '300'});

            
                var html_7d4630edac1f4bbe8ced64d9f40c87ae = $('<div id="html_7d4630edac1f4bbe8ced64d9f40c87ae" style="width: 100.0%; height: 100.0%;">Gurgaon Road , IGI Airport , Mahipalpur , Nangal Dewat , Palam Airport  Cluster 4.0</div>')[0];
                popup_f640c77ca83a4bd2a5e4a138c1311fc0.setContent(html_7d4630edac1f4bbe8ced64d9f40c87ae);
            

            circle_marker_acaa80c15af74c4f871f0e766a8206b4.bindPopup(popup_f640c77ca83a4bd2a5e4a138c1311fc0);

            
        
    
            var circle_marker_5c186129b34045c4a6ef80069295e56e = L.circleMarker(
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                {
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  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_66d702911ce94eab88410ada97464d95 = L.popup({maxWidth: '300'});

            
                var html_bf3d4857f28041469ede6d80725ade72 = $('<div id="html_bf3d4857f28041469ede6d80725ade72" style="width: 100.0%; height: 100.0%;">Bankner , Bhorgarh , Kanya Gurukul , Lampur , Narela , Sanoth  , Singhu , Tikri Khurd  Cluster 3.0</div>')[0];
                popup_66d702911ce94eab88410ada97464d95.setContent(html_bf3d4857f28041469ede6d80725ade72);
            

            circle_marker_5c186129b34045c4a6ef80069295e56e.bindPopup(popup_66d702911ce94eab88410ada97464d95);

            
        
    
            var circle_marker_8a1542aa17544e189bf86cd3ad1edc8b = L.circleMarker(
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                {
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_d53f2e6d41534282aebaefc80f4b39e8 = L.popup({maxWidth: '300'});

            
                var html_c8333eba710a424e85b60922f808b5c1 = $('<div id="html_c8333eba710a424e85b60922f808b5c1" style="width: 100.0%; height: 100.0%;">Bakkarwala , Hirankudna , Mundka , Nangloi - II , Nangloi - III , Nangloi , Nilothi , Ranhola , Tikri Kalan  Cluster 2.0</div>')[0];
                popup_d53f2e6d41534282aebaefc80f4b39e8.setContent(html_c8333eba710a424e85b60922f808b5c1);
            

            circle_marker_8a1542aa17544e189bf86cd3ad1edc8b.bindPopup(popup_d53f2e6d41534282aebaefc80f4b39e8);

            
        
    
            var circle_marker_8bda747fc7544617a42823791d3d3e5a = L.circleMarker(
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                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_21a1a8b662f945e9a7a983130fad0868 = L.popup({maxWidth: '300'});

            
                var html_814fe2ecdac04170b12d179cd5a7a364 = $('<div id="html_814fe2ecdac04170b12d179cd5a7a364" style="width: 100.0%; height: 100.0%;">Badli  (North West Delhi), Delhi Engg. College , Pehlad Pur , Samai Pur , Shahbad Daulatpur , Siraspur  Cluster 2.0</div>')[0];
                popup_21a1a8b662f945e9a7a983130fad0868.setContent(html_814fe2ecdac04170b12d179cd5a7a364);
            

            circle_marker_8bda747fc7544617a42823791d3d3e5a.bindPopup(popup_21a1a8b662f945e9a7a983130fad0868);

            
        
    
            var circle_marker_26ab5cff55674f65b286668632ac6bc4 = L.circleMarker(
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                {
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  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_127f314ae6204b25b3971c6da01e1583 = L.popup({maxWidth: '300'});

            
                var html_a586efc8b67943ed97987afbad4081e9 = $('<div id="html_a586efc8b67943ed97987afbad4081e9" style="width: 100.0%; height: 100.0%;">Baprola , Daulatpur , Dichaun Kalan , Dindarpur , Jhatikara , Mitraon , Najafgarh , Pandwala Kalan , Papravat , Rewla Khanpur , Surehra , Tilangpur Kotla  Cluster 0.0</div>')[0];
                popup_127f314ae6204b25b3971c6da01e1583.setContent(html_a586efc8b67943ed97987afbad4081e9);
            

            circle_marker_26ab5cff55674f65b286668632ac6bc4.bindPopup(popup_127f314ae6204b25b3971c6da01e1583);

            
        
    
            var circle_marker_4cc9f8c7998242f88cc91bdab3afa7ca = L.circleMarker(
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                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_b933f25ac51d4a868e18a6fd36c3f860 = L.popup({maxWidth: '300'});

            
                var html_ceb6b15edae744428562aa0f8cd3ec4d = $('<div id="html_ceb6b15edae744428562aa0f8cd3ec4d" style="width: 100.0%; height: 100.0%;">Badarpur  (South Delhi), BTPS  (South Delhi), Jaitpur , Jaitpur  (South Delhi), Lal Kuan , Molarband , Pul Pahladpur , Tugalkabad , Tugalkabad Railway Colony  Cluster 2.0</div>')[0];
                popup_b933f25ac51d4a868e18a6fd36c3f860.setContent(html_ceb6b15edae744428562aa0f8cd3ec4d);
            

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            var circle_marker_a1f4654668634ad888efb574b311fe4d = L.circleMarker(
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                {
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  "color": "#00b5eb",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_6f2f242566fe48668a6c7572c1bcbd5b = L.popup({maxWidth: '300'});

            
                var html_7950ca810df94d5087cd83bce2061e9d = $('<div id="html_7950ca810df94d5087cd83bce2061e9d" style="width: 100.0%; height: 100.0%;">Dabri , Indira Park , Nasirpur , Palam Village  Cluster 2.0</div>')[0];
                popup_6f2f242566fe48668a6c7572c1bcbd5b.setContent(html_7950ca810df94d5087cd83bce2061e9d);
            

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            var circle_marker_172b227f95ca4415aa2c5300a2b0d7bf = L.circleMarker(
                [28.539954700000006,77.2359915],
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  "color": "#00b5eb",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_2d41a7ef02cb4191ae6bdbb566b41b11 = L.popup({maxWidth: '300'});

            
                var html_489cf71d7aba40bbab66732dd067a74c = $('<div id="html_489cf71d7aba40bbab66732dd067a74c" style="width: 100.0%; height: 100.0%;">Nangal Raya , Sagarpur  Cluster 2.0</div>')[0];
                popup_2d41a7ef02cb4191ae6bdbb566b41b11.setContent(html_489cf71d7aba40bbab66732dd067a74c);
            

            circle_marker_172b227f95ca4415aa2c5300a2b0d7bf.bindPopup(popup_2d41a7ef02cb4191ae6bdbb566b41b11);

            
        
    
            var circle_marker_496792a8063b4bcdb9c6316df0f1b695 = L.circleMarker(
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                {
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  "color": "#00b5eb",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_64d65b1b250945b1a450421318a21383 = L.popup({maxWidth: '300'});

            
                var html_7538055197ee442c8dd22a413d67144e = $('<div id="html_7538055197ee442c8dd22a413d67144e" style="width: 100.0%; height: 100.0%;">Arjungarh , Aya Nagar , Jaunapur , Mandi  Cluster 2.0</div>')[0];
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            circle_marker_496792a8063b4bcdb9c6316df0f1b695.bindPopup(popup_64d65b1b250945b1a450421318a21383);

            
        
    
            var circle_marker_f91c20ee5f094aa5af647167ec1c9b89 = L.circleMarker(
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_4f59df2eac0745289beadc4195dca176 = L.popup({maxWidth: '300'});

            
                var html_7e68cdc579b143f7ba5869cac33ac33c = $('<div id="html_7e68cdc579b143f7ba5869cac33ac33c" style="width: 100.0%; height: 100.0%;">Greater Kailash , Kailash Colony , Masjid Moth  Cluster 2.0</div>')[0];
                popup_4f59df2eac0745289beadc4195dca176.setContent(html_7e68cdc579b143f7ba5869cac33ac33c);
            

            circle_marker_f91c20ee5f094aa5af647167ec1c9b89.bindPopup(popup_4f59df2eac0745289beadc4195dca176);

            
        
    
            var circle_marker_b1550bf445994d21b023d02f4104ecce = L.circleMarker(
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  "color": "#ffb360",
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  "dashOffset": null,
  "fill": true,
  "fillColor": "#ffb360",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_800fe3434d8144a983043d1d5af32174 = L.popup({maxWidth: '300'});

            
                var html_5f2211200ef74bd7821ed6a752f936b7 = $('<div id="html_5f2211200ef74bd7821ed6a752f936b7" style="width: 100.0%; height: 100.0%;">Andrewsganj , Gautam Nagar , Gulmohar Park , New Delhi South Ext-II , Sadiq Nagar , Sahpurjat  Cluster 4.0</div>')[0];
                popup_800fe3434d8144a983043d1d5af32174.setContent(html_5f2211200ef74bd7821ed6a752f936b7);
            

            circle_marker_b1550bf445994d21b023d02f4104ecce.bindPopup(popup_800fe3434d8144a983043d1d5af32174);

            
        
    
            var circle_marker_c7fcba11b00b4f0085443ab8ce256ccb = L.circleMarker(
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  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_9b0aa545637f484b8b6a0e524a37d1f5 = L.popup({maxWidth: '300'});

            
                var html_1313c0d915214f04ae037ba4d512c14b = $('<div id="html_1313c0d915214f04ae037ba4d512c14b" style="width: 100.0%; height: 100.0%;">Azad Nagar  (East Delhi), Govind Pura , Krishna Nagar , Ram Nagar  (East Delhi) Cluster 0.0</div>')[0];
                popup_9b0aa545637f484b8b6a0e524a37d1f5.setContent(html_1313c0d915214f04ae037ba4d512c14b);
            

            circle_marker_c7fcba11b00b4f0085443ab8ce256ccb.bindPopup(popup_9b0aa545637f484b8b6a0e524a37d1f5);

            
        
    
            var circle_marker_a6b85c618e664c678d56619d37c7c20c = L.circleMarker(
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  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_a99874f58d874bd4806294ee4998e38f = L.popup({maxWidth: '300'});

            
                var html_4129e37e48fd4a84bf4a280b8528127f = $('<div id="html_4129e37e48fd4a84bf4a280b8528127f" style="width: 100.0%; height: 100.0%;">Ashok Vihar , Nimri , Satyawati Nagar , Shastri Nagar  (North West Delhi), Wazir Pur III  Cluster 2.0</div>')[0];
                popup_a99874f58d874bd4806294ee4998e38f.setContent(html_4129e37e48fd4a84bf4a280b8528127f);
            

            circle_marker_a6b85c618e664c678d56619d37c7c20c.bindPopup(popup_a99874f58d874bd4806294ee4998e38f);

            
        
    
            var circle_marker_725ae144248b47a6bb916747f12a358e = L.circleMarker(
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                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_5211c80b86a74c77b85dab3ac5181660 = L.popup({maxWidth: '300'});

            
                var html_370c4478b7f442b3aed374c725c10731 = $('<div id="html_370c4478b7f442b3aed374c725c10731" style="width: 100.0%; height: 100.0%;">Bhajan Pura , Brahampuri , Garhi Mandu , Ghonda , Jafrabad  (East Delhi), Jagjit Nagar , Maujpur , New Usmanpur , Seelampur , Yamuna Vihar  Cluster 2.0</div>')[0];
                popup_5211c80b86a74c77b85dab3ac5181660.setContent(html_370c4478b7f442b3aed374c725c10731);
            

            circle_marker_725ae144248b47a6bb916747f12a358e.bindPopup(popup_5211c80b86a74c77b85dab3ac5181660);

            
        
    
            var circle_marker_3a8c95480dfa40328bd75bf847d5e1d2 = L.circleMarker(
                [28.6781995,77.11210909999998],
                {
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  "color": "#00b5eb",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_896deba5ea1f4efe9e4115939dd06e4a);
            
    
            var popup_c509bec26ebe47eea3593caff6aed851 = L.popup({maxWidth: '300'});

            
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            var popup_fa0089f8a8d14f5781e099c24f1b8a4f = L.popup({maxWidth: '300'});

            
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            var popup_1fb72ba5034c470592047b7745b712e7 = L.popup({maxWidth: '300'});

            
                var html_d7fbf7e57a33427883cbd31a2853f5f6 = $('<div id="html_d7fbf7e57a33427883cbd31a2853f5f6" style="width: 100.0%; height: 100.0%;">Dilshad Garden , G.T.B. Hospital , Jhilmil , Jhilmil Tahirpur , New Seemapuri , Old Seemapuri , V.K. Nagar , Vivek Vihar  Cluster 2.0</div>')[0];
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            var circle_marker_0e74cf40a6f64414afd7fd9cd0fca94c = L.circleMarker(
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                var html_276710c8169241c99ce75c4475d2a934 = $('<div id="html_276710c8169241c99ce75c4475d2a934" style="width: 100.0%; height: 100.0%;">Ghazipur , Mayur Vihar Ph-III , Vasundhra Enclave  Cluster 4.0</div>')[0];
                popup_f58ef736d2b04905a4b7dfef2e2e004e.setContent(html_276710c8169241c99ce75c4475d2a934);
            

            circle_marker_0e74cf40a6f64414afd7fd9cd0fca94c.bindPopup(popup_f58ef736d2b04905a4b7dfef2e2e004e);

            
        
</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 0x7f7f9482a5f8>"
                    },
                    "execution_count": 30,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# create map\nmap_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n\n# set color scheme for the clusters\nx = np.arange(kclusters)\nys = [i + x + (i*x)**2 for i in range(kclusters)]\ncolors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\nrainbow = [colors.rgb2hex(i) for i in colors_array]\n\n# add markers to the map\nmarkers_colors = []\nfor lat, lon, poi, cluster in zip(delhi_merged['Latitude'], delhi_merged['Longitude'], delhi_merged['neighborhood'], delhi_merged['Cluster Labels']):\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[int(cluster)-1],\n        fill=True,\n        fill_color=rainbow[int(cluster)-1],\n        fill_opacity=0.7).add_to(map_clusters)\n       \nmap_clusters"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Cluster 1"
        },
        {
            "cell_type": "code",
            "execution_count": 31,
            "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>pincode</th>\n      <th>Longitude</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>34</th>\n      <td>110043</td>\n      <td>77.087679</td>\n      <td>0.0</td>\n      <td>ATM</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>110051</td>\n      <td>77.266656</td>\n      <td>0.0</td>\n      <td>ATM</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>110070</td>\n      <td>76.951801</td>\n      <td>0.0</td>\n      <td>ATM</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>110077</td>\n      <td>77.240304</td>\n      <td>0.0</td>\n      <td>ATM</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>110092</td>\n      <td>77.269171</td>\n      <td>0.0</td>\n      <td>ATM</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "    pincode  Longitude  Cluster Labels 1st Most Common Venue  \\\n34   110043  77.087679             0.0                   ATM   \n41   110051  77.266656             0.0                   ATM   \n57   110070  76.951801             0.0                   ATM   \n63   110077  77.240304             0.0                   ATM   \n73   110092  77.269171             0.0                   ATM   \n\n     2nd Most Common Venue   3rd Most Common Venue  \\\n34  Furniture / Home Store              Donut Shop   \n41  Furniture / Home Store              Donut Shop   \n57  Furniture / Home Store              Donut Shop   \n63      Athletics & Sports  Furniture / Home Store   \n73  Furniture / Home Store              Donut Shop   \n\n          4th Most Common Venue        5th Most Common Venue  \\\n34  Eastern European Restaurant            Electronics Store   \n41  Eastern European Restaurant            Electronics Store   \n57  Eastern European Restaurant            Electronics Store   \n63                   Donut Shop  Eastern European Restaurant   \n73  Eastern European Restaurant            Electronics Store   \n\n   6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n34           Event Space        Farmers Market  Fast Food Restaurant   \n41           Event Space        Farmers Market  Fast Food Restaurant   \n57           Event Space        Farmers Market  Fast Food Restaurant   \n63     Electronics Store           Event Space        Farmers Market   \n73           Event Space        Farmers Market  Fast Food Restaurant   \n\n   9th Most Common Venue 10th Most Common Venue  \n34           Flea Market                   Food  \n41           Flea Market                   Food  \n57           Flea Market                   Food  \n63  Fast Food Restaurant            Flea Market  \n73           Flea Market                   Food  "
                    },
                    "execution_count": 31,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_merged.loc[delhi_merged['Cluster Labels'] == 0, delhi_merged.columns[[1] + list(range(5, delhi_merged.shape[1]))]]"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Cluster 2"
        },
        {
            "cell_type": "code",
            "execution_count": 32,
            "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>pincode</th>\n      <th>Longitude</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>8</th>\n      <td>110010</td>\n      <td>77.124081</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Convenience Store</td>\n      <td>Farmers Market</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>110012</td>\n      <td>77.173526</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>110015</td>\n      <td>77.167428</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Train Station</td>\n      <td>Business Service</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>110033</td>\n      <td>77.132133</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Department Store</td>\n      <td>Pizza Place</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>110073</td>\n      <td>77.061837</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Fast Food Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>70</th>\n      <td>110089</td>\n      <td>77.304028</td>\n      <td>1.0</td>\n      <td>Indian Restaurant</td>\n      <td>Gym</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "    pincode  Longitude  Cluster Labels 1st Most Common Venue  \\\n8    110010  77.124081             1.0     Indian Restaurant   \n10   110012  77.173526             1.0     Indian Restaurant   \n13   110015  77.167428             1.0     Indian Restaurant   \n28   110033  77.132133             1.0     Indian Restaurant   \n60   110073  77.061837             1.0     Indian Restaurant   \n70   110089  77.304028             1.0     Indian Restaurant   \n\n   2nd Most Common Venue   3rd Most Common Venue   4th Most Common Venue  \\\n8      Convenience Store          Farmers Market             Yoga Studio   \n10           Yoga Studio  Furniture / Home Store              Donut Shop   \n13         Train Station        Business Service             Yoga Studio   \n28      Department Store             Pizza Place      Frozen Yogurt Shop   \n60           Coffee Shop    Fast Food Restaurant             Yoga Studio   \n70                   Gym             Yoga Studio  Furniture / Home Store   \n\n          5th Most Common Venue        6th Most Common Venue  \\\n8        Furniture / Home Store  Eastern European Restaurant   \n10  Eastern European Restaurant            Electronics Store   \n13           Frozen Yogurt Shop                   Donut Shop   \n28                   Donut Shop  Eastern European Restaurant   \n60       Furniture / Home Store  Eastern European Restaurant   \n70                   Donut Shop  Eastern European Restaurant   \n\n          7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n8             Electronics Store           Event Space  Fast Food Restaurant   \n10                  Event Space        Farmers Market  Fast Food Restaurant   \n13  Eastern European Restaurant     Electronics Store           Event Space   \n28            Electronics Store           Event Space        Farmers Market   \n60            Electronics Store           Event Space        Farmers Market   \n70            Electronics Store           Event Space        Farmers Market   \n\n   10th Most Common Venue  \n8             Flea Market  \n10            Flea Market  \n13         Farmers Market  \n28   Fast Food Restaurant  \n60            Flea Market  \n70   Fast Food Restaurant  "
                    },
                    "execution_count": 32,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_merged.loc[delhi_merged['Cluster Labels'] == 1, delhi_merged.columns[[1] + list(range(5, delhi_merged.shape[1]))]]"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Cluster 3"
        },
        {
            "cell_type": "code",
            "execution_count": 33,
            "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>pincode</th>\n      <th>Longitude</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>110001</td>\n      <td>77.215051</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Coffee Shop</td>\n      <td>Bar</td>\n      <td>Chinese Restaurant</td>\n      <td>Hotel</td>\n      <td>Fast Food Restaurant</td>\n      <td>Pub</td>\n      <td>Italian Restaurant</td>\n      <td>Bistro</td>\n      <td>Indian Restaurant</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>110003</td>\n      <td>77.223611</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Furniture / Home Store</td>\n      <td>Dessert Shop</td>\n      <td>Pub</td>\n      <td>Bar</td>\n      <td>Sandwich Place</td>\n      <td>Toy / Game Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>110005</td>\n      <td>77.191789</td>\n      <td>2.0</td>\n      <td>Dessert Shop</td>\n      <td>Snack Place</td>\n      <td>Asian Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Coffee Shop</td>\n      <td>Fast Food Restaurant</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>110006</td>\n      <td>77.228772</td>\n      <td>2.0</td>\n      <td>Paper / Office Supplies Store</td>\n      <td>Hardware Store</td>\n      <td>Fast Food Restaurant</td>\n      <td>Mosque</td>\n      <td>Snack Place</td>\n      <td>Light Rail Station</td>\n      <td>Hotel</td>\n      <td>Health &amp; Beauty Service</td>\n      <td>Food Court</td>\n      <td>Donut Shop</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>110007</td>\n      <td>77.202799</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Indian Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Coffee Shop</td>\n      <td>Flea Market</td>\n      <td>Bank</td>\n      <td>Breakfast Spot</td>\n      <td>Donut Shop</td>\n      <td>Food Court</td>\n      <td>Eastern European Restaurant</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>110011</td>\n      <td>77.215644</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Boutique</td>\n      <td>Government Building</td>\n      <td>Rest Area</td>\n      <td>History Museum</td>\n      <td>Asian Restaurant</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>110014</td>\n      <td>77.251941</td>\n      <td>2.0</td>\n      <td>Shopping Mall</td>\n      <td>Hyderabadi Restaurant</td>\n      <td>Flea Market</td>\n      <td>Sandwich Place</td>\n      <td>Yoga Studio</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>110016</td>\n      <td>77.206239</td>\n      <td>2.0</td>\n      <td>Metro Station</td>\n      <td>Nightclub</td>\n      <td>Event Space</td>\n      <td>Coffee Shop</td>\n      <td>Chinese Restaurant</td>\n      <td>Lounge</td>\n      <td>Yoga Studio</td>\n      <td>Electronics Store</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>110017</td>\n      <td>77.213019</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Hotel</td>\n      <td>Donut Shop</td>\n      <td>Pizza Place</td>\n      <td>Caf\u00e9</td>\n      <td>Miscellaneous Shop</td>\n      <td>Burger Joint</td>\n      <td>Sandwich Place</td>\n      <td>Diner</td>\n      <td>Asian Restaurant</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>110018</td>\n      <td>77.091635</td>\n      <td>2.0</td>\n      <td>Photography Studio</td>\n      <td>Electronics Store</td>\n      <td>Print Shop</td>\n      <td>Fast Food Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Food Truck</td>\n      <td>Diner</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Event Space</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>110019</td>\n      <td>77.252776</td>\n      <td>2.0</td>\n      <td>Lounge</td>\n      <td>Hotel</td>\n      <td>Food</td>\n      <td>Fast Food Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Donut Shop</td>\n      <td>Gastropub</td>\n      <td>Food Court</td>\n      <td>Pizza Place</td>\n      <td>Frozen Yogurt Shop</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>110025</td>\n      <td>77.140950</td>\n      <td>2.0</td>\n      <td>Health &amp; Beauty Service</td>\n      <td>Italian Restaurant</td>\n      <td>Gym</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>110028</td>\n      <td>77.205214</td>\n      <td>2.0</td>\n      <td>Airport Food Court</td>\n      <td>Light Rail Station</td>\n      <td>Snack Place</td>\n      <td>Yoga Studio</td>\n      <td>Flea Market</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>110029</td>\n      <td>77.197121</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Park</td>\n      <td>Jewelry Store</td>\n      <td>Caf\u00e9</td>\n      <td>Furniture / Home Store</td>\n      <td>Health &amp; Beauty Service</td>\n      <td>Hardware Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>110032</td>\n      <td>77.162357</td>\n      <td>2.0</td>\n      <td>Light Rail Station</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>110041</td>\n      <td>76.986787</td>\n      <td>2.0</td>\n      <td>IT Services</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>110042</td>\n      <td>77.299204</td>\n      <td>2.0</td>\n      <td>Train Station</td>\n      <td>Light Rail Station</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>110044</td>\n      <td>77.110151</td>\n      <td>2.0</td>\n      <td>Department Store</td>\n      <td>Chinese Restaurant</td>\n      <td>Market</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>110045</td>\n      <td>77.125858</td>\n      <td>2.0</td>\n      <td>Hotel</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Light Rail Station</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>110046</td>\n      <td>77.235991</td>\n      <td>2.0</td>\n      <td>Bakery</td>\n      <td>Caf\u00e9</td>\n      <td>Ice Cream Shop</td>\n      <td>Sandwich Place</td>\n      <td>Restaurant</td>\n      <td>Shopping Mall</td>\n      <td>Food Court</td>\n      <td>Chinese Restaurant</td>\n      <td>Indian Restaurant</td>\n      <td>BBQ Joint</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>110047</td>\n      <td>77.223073</td>\n      <td>2.0</td>\n      <td>Department Store</td>\n      <td>Fast Food Restaurant</td>\n      <td>Karaoke Bar</td>\n      <td>Japanese Restaurant</td>\n      <td>Shopping Mall</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Electronics Store</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>110048</td>\n      <td>77.300009</td>\n      <td>2.0</td>\n      <td>Yoga Studio</td>\n      <td>Plaza</td>\n      <td>South Indian Restaurant</td>\n      <td>Food Truck</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Diner</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>110052</td>\n      <td>77.227615</td>\n      <td>2.0</td>\n      <td>Asian Restaurant</td>\n      <td>Hotel</td>\n      <td>Bus Station</td>\n      <td>Caf\u00e9</td>\n      <td>Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Tibetan Restaurant</td>\n      <td>Fast Food Restaurant</td>\n      <td>Farmers Market</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>110053</td>\n      <td>77.202535</td>\n      <td>2.0</td>\n      <td>Gift Shop</td>\n      <td>Hotel</td>\n      <td>Caf\u00e9</td>\n      <td>Business Service</td>\n      <td>Light Rail Station</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>110054</td>\n      <td>77.112109</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Rental Car Location</td>\n      <td>Fast Food Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Hotel</td>\n      <td>Asian Restaurant</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>110055</td>\n      <td>77.200346</td>\n      <td>2.0</td>\n      <td>High School</td>\n      <td>Motorcycle Shop</td>\n      <td>Bed &amp; Breakfast</td>\n      <td>Light Rail Station</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>110057</td>\n      <td>77.038356</td>\n      <td>2.0</td>\n      <td>Pet Store</td>\n      <td>Light Rail Station</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Diner</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>110058</td>\n      <td>77.183408</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Sporting Goods Shop</td>\n      <td>Caf\u00e9</td>\n      <td>Sandwich Place</td>\n      <td>Market</td>\n      <td>Hardware Store</td>\n      <td>Food Court</td>\n      <td>Diner</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>110060</td>\n      <td>77.239175</td>\n      <td>2.0</td>\n      <td>ATM</td>\n      <td>Fast Food Restaurant</td>\n      <td>Diner</td>\n      <td>Historic Site</td>\n      <td>High School</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>110061</td>\n      <td>77.101799</td>\n      <td>2.0</td>\n      <td>ATM</td>\n      <td>Sandwich Place</td>\n      <td>Indian Restaurant</td>\n      <td>Market</td>\n      <td>Multicuisine Indian Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Coffee Shop</td>\n      <td>Chinese Restaurant</td>\n      <td>Department Store</td>\n      <td>Bank</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>110063</td>\n      <td>77.254571</td>\n      <td>2.0</td>\n      <td>Shopping Mall</td>\n      <td>Temple</td>\n      <td>Department Store</td>\n      <td>Fast Food Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Hotel</td>\n      <td>Vegetarian / Vegan Restaurant</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>110064</td>\n      <td>77.185291</td>\n      <td>2.0</td>\n      <td>Hotel</td>\n      <td>Lounge</td>\n      <td>Breakfast Spot</td>\n      <td>Bakery</td>\n      <td>Chinese Restaurant</td>\n      <td>Modern European Restaurant</td>\n      <td>Italian Restaurant</td>\n      <td>Indian Restaurant</td>\n      <td>Gym / Fitness Center</td>\n      <td>Asian Restaurant</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>110066</td>\n      <td>77.198772</td>\n      <td>2.0</td>\n      <td>Lounge</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>110068</td>\n      <td>77.157491</td>\n      <td>2.0</td>\n      <td>Sandwich Place</td>\n      <td>Fast Food Restaurant</td>\n      <td>Vegetarian / Vegan Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Chinese Restaurant</td>\n      <td>Bar</td>\n      <td>Spa</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>110072</td>\n      <td>77.205398</td>\n      <td>2.0</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>61</th>\n      <td>110074</td>\n      <td>77.294319</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Yoga Studio</td>\n      <td>Dessert Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>62</th>\n      <td>110075</td>\n      <td>77.078741</td>\n      <td>2.0</td>\n      <td>Smoothie Shop</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>110081</td>\n      <td>77.089795</td>\n      <td>2.0</td>\n      <td>ATM</td>\n      <td>Health Food Store</td>\n      <td>Chinese Restaurant</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>110086</td>\n      <td>77.156835</td>\n      <td>2.0</td>\n      <td>American Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>69</th>\n      <td>110087</td>\n      <td>77.130304</td>\n      <td>2.0</td>\n      <td>Electronics Store</td>\n      <td>Yoga Studio</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>110090</td>\n      <td>77.299275</td>\n      <td>2.0</td>\n      <td>Fast Food Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>BBQ Joint</td>\n      <td>South Indian Restaurant</td>\n      <td>Furniture / Home Store</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>110093</td>\n      <td>77.309021</td>\n      <td>2.0</td>\n      <td>Metro Station</td>\n      <td>IT Services</td>\n      <td>Business Service</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>110094</td>\n      <td>77.317807</td>\n      <td>2.0</td>\n      <td>Market</td>\n      <td>Stadium</td>\n      <td>Camera Store</td>\n      <td>Caf\u00e9</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>110095</td>\n      <td>77.079759</td>\n      <td>2.0</td>\n      <td>Water Park</td>\n      <td>Pizza Place</td>\n      <td>Dessert Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "    pincode  Longitude  Cluster Labels          1st Most Common Venue  \\\n0    110001  77.215051             2.0                           Caf\u00e9   \n1    110003  77.223611             2.0                           Caf\u00e9   \n3    110005  77.191789             2.0                   Dessert Shop   \n4    110006  77.228772             2.0  Paper / Office Supplies Store   \n5    110007  77.202799             2.0                           Park   \n9    110011  77.215644             2.0                           Park   \n12   110014  77.251941             2.0                  Shopping Mall   \n14   110016  77.206239             2.0                  Metro Station   \n15   110017  77.213019             2.0                    Coffee Shop   \n16   110018  77.091635             2.0             Photography Studio   \n17   110019  77.252776             2.0                         Lounge   \n22   110025  77.140950             2.0        Health & Beauty Service   \n25   110028  77.205214             2.0             Airport Food Court   \n26   110029  77.197121             2.0                    Coffee Shop   \n27   110032  77.162357             2.0             Light Rail Station   \n32   110041  76.986787             2.0                    IT Services   \n33   110042  77.299204             2.0                  Train Station   \n35   110044  77.110151             2.0               Department Store   \n36   110045  77.125858             2.0                          Hotel   \n37   110046  77.235991             2.0                         Bakery   \n38   110047  77.223073             2.0               Department Store   \n39   110048  77.300009             2.0                    Yoga Studio   \n42   110052  77.227615             2.0               Asian Restaurant   \n43   110053  77.202535             2.0                      Gift Shop   \n44   110054  77.112109             2.0                           Park   \n45   110055  77.200346             2.0                    High School   \n47   110057  77.038356             2.0                      Pet Store   \n48   110058  77.183408             2.0                           Park   \n49   110060  77.239175             2.0                            ATM   \n50   110061  77.101799             2.0                            ATM   \n52   110063  77.254571             2.0                  Shopping Mall   \n53   110064  77.185291             2.0                          Hotel   \n54   110066  77.198772             2.0                         Lounge   \n56   110068  77.157491             2.0                 Sandwich Place   \n59   110072  77.205398             2.0                    Yoga Studio   \n61   110074  77.294319             2.0                           Caf\u00e9   \n62   110075  77.078741             2.0                  Smoothie Shop   \n64   110081  77.089795             2.0                            ATM   \n68   110086  77.156835             2.0            American Restaurant   \n69   110087  77.130304             2.0              Electronics Store   \n71   110090  77.299275             2.0           Fast Food Restaurant   \n74   110093  77.309021             2.0                  Metro Station   \n75   110094  77.317807             2.0                         Market   \n76   110095  77.079759             2.0                     Water Park   \n\n     2nd Most Common Venue          3rd Most Common Venue  \\\n0              Coffee Shop                            Bar   \n1   Furniture / Home Store                   Dessert Shop   \n3              Snack Place               Asian Restaurant   \n4           Hardware Store           Fast Food Restaurant   \n5        Indian Restaurant                    Pizza Place   \n9                 Boutique            Government Building   \n12   Hyderabadi Restaurant                    Flea Market   \n14               Nightclub                    Event Space   \n15                   Hotel                     Donut Shop   \n16       Electronics Store                     Print Shop   \n17                   Hotel                           Food   \n22      Italian Restaurant                            Gym   \n25      Light Rail Station                    Snack Place   \n26                    Park                  Jewelry Store   \n27             Yoga Studio         Furniture / Home Store   \n32             Yoga Studio         Furniture / Home Store   \n33      Light Rail Station                    Yoga Studio   \n35      Chinese Restaurant                         Market   \n36             Yoga Studio         Furniture / Home Store   \n37                    Caf\u00e9                 Ice Cream Shop   \n38    Fast Food Restaurant                    Karaoke Bar   \n39                   Plaza        South Indian Restaurant   \n42                   Hotel                    Bus Station   \n43                   Hotel                           Caf\u00e9   \n44     Rental Car Location           Fast Food Restaurant   \n45         Motorcycle Shop                Bed & Breakfast   \n47      Light Rail Station             Frozen Yogurt Shop   \n48     Sporting Goods Shop                           Caf\u00e9   \n49    Fast Food Restaurant                          Diner   \n50          Sandwich Place              Indian Restaurant   \n52                  Temple               Department Store   \n53                  Lounge                 Breakfast Spot   \n54             Yoga Studio         Furniture / Home Store   \n56    Fast Food Restaurant  Vegetarian / Vegan Restaurant   \n59  Furniture / Home Store                     Donut Shop   \n61       Food & Drink Shop                    Yoga Studio   \n62             Yoga Studio         Furniture / Home Store   \n64       Health Food Store             Chinese Restaurant   \n68             Yoga Studio         Furniture / Home Store   \n69             Yoga Studio         Furniture / Home Store   \n71             Yoga Studio                      BBQ Joint   \n74             IT Services               Business Service   \n75                 Stadium                   Camera Store   \n76             Pizza Place                   Dessert Shop   \n\n          4th Most Common Venue           5th Most Common Venue  \\\n0            Chinese Restaurant                           Hotel   \n1                           Pub                             Bar   \n3                   Pizza Place                     Coffee Shop   \n4                        Mosque                     Snack Place   \n5                   Coffee Shop                     Flea Market   \n9                     Rest Area                  History Museum   \n12               Sandwich Place                     Yoga Studio   \n14                  Coffee Shop              Chinese Restaurant   \n15                  Pizza Place                            Caf\u00e9   \n16         Fast Food Restaurant                     Yoga Studio   \n17         Fast Food Restaurant                     Coffee Shop   \n22                  Yoga Studio              Frozen Yogurt Shop   \n25                  Yoga Studio                     Flea Market   \n26                         Caf\u00e9          Furniture / Home Store   \n27                   Donut Shop     Eastern European Restaurant   \n32                   Donut Shop     Eastern European Restaurant   \n33       Furniture / Home Store                      Donut Shop   \n35                  Yoga Studio          Furniture / Home Store   \n36           Light Rail Station                      Donut Shop   \n37               Sandwich Place                      Restaurant   \n38          Japanese Restaurant                   Shopping Mall   \n39                   Food Truck              Frozen Yogurt Shop   \n42                         Caf\u00e9                      Restaurant   \n43             Business Service              Light Rail Station   \n44                  Pizza Place                           Hotel   \n45           Light Rail Station                     Yoga Studio   \n47                        Diner                      Donut Shop   \n48               Sandwich Place                          Market   \n49                Historic Site                     High School   \n50                       Market  Multicuisine Indian Restaurant   \n52         Fast Food Restaurant                     Pizza Place   \n53                       Bakery              Chinese Restaurant   \n54                   Donut Shop     Eastern European Restaurant   \n56                  Pizza Place              Chinese Restaurant   \n59  Eastern European Restaurant               Electronics Store   \n61                 Dessert Shop                      Donut Shop   \n62                   Donut Shop     Eastern European Restaurant   \n64           Frozen Yogurt Shop                      Donut Shop   \n68                   Donut Shop     Eastern European Restaurant   \n69                   Donut Shop     Eastern European Restaurant   \n71      South Indian Restaurant          Furniture / Home Store   \n74       Furniture / Home Store     Eastern European Restaurant   \n75                         Caf\u00e9          Furniture / Home Store   \n76                   Donut Shop     Eastern European Restaurant   \n\n          6th Most Common Venue          7th Most Common Venue  \\\n0          Fast Food Restaurant                            Pub   \n1                Sandwich Place               Toy / Game Store   \n3          Fast Food Restaurant                     Food Court   \n4            Light Rail Station                          Hotel   \n5                          Bank                 Breakfast Spot   \n9              Asian Restaurant         Furniture / Home Store   \n12                   Donut Shop    Eastern European Restaurant   \n14                       Lounge                    Yoga Studio   \n15           Miscellaneous Shop                   Burger Joint   \n16                   Food Truck                          Diner   \n17                   Donut Shop                      Gastropub   \n22                   Donut Shop    Eastern European Restaurant   \n25                   Food Truck                     Food Court   \n26      Health & Beauty Service                 Hardware Store   \n27            Electronics Store                    Event Space   \n32            Electronics Store                    Event Space   \n33  Eastern European Restaurant              Electronics Store   \n35  Eastern European Restaurant              Electronics Store   \n36  Eastern European Restaurant              Electronics Store   \n37                Shopping Mall                     Food Court   \n38                  Event Space                 Farmers Market   \n39                        Diner                     Donut Shop   \n42                  Coffee Shop             Tibetan Restaurant   \n43           Frozen Yogurt Shop    Eastern European Restaurant   \n44             Asian Restaurant             Athletics & Sports   \n45           Frozen Yogurt Shop    Eastern European Restaurant   \n47  Eastern European Restaurant              Electronics Store   \n48               Hardware Store                     Food Court   \n49                   Donut Shop    Eastern European Restaurant   \n50                  Pizza Place                    Coffee Shop   \n52                        Hotel  Vegetarian / Vegan Restaurant   \n53   Modern European Restaurant             Italian Restaurant   \n54            Electronics Store                    Event Space   \n56                          Bar                            Spa   \n59                  Event Space                 Farmers Market   \n61  Eastern European Restaurant              Electronics Store   \n62            Electronics Store                    Event Space   \n64  Eastern European Restaurant              Electronics Store   \n68            Electronics Store                    Event Space   \n69                  Event Space                 Farmers Market   \n71                   Donut Shop    Eastern European Restaurant   \n74            Electronics Store                    Event Space   \n75  Eastern European Restaurant              Electronics Store   \n76            Electronics Store                    Event Space   \n\n          8th Most Common Venue        9th Most Common Venue  \\\n0            Italian Restaurant                       Bistro   \n1   Eastern European Restaurant                  Event Space   \n3             Food & Drink Shop                         Food   \n4       Health & Beauty Service                   Food Court   \n5                    Donut Shop                   Food Court   \n9   Eastern European Restaurant            Electronics Store   \n12            Electronics Store                  Event Space   \n14            Electronics Store               Farmers Market   \n15               Sandwich Place                        Diner   \n16                   Donut Shop  Eastern European Restaurant   \n17                   Food Court                  Pizza Place   \n22            Electronics Store                  Event Space   \n25            Food & Drink Shop                         Food   \n26                   Donut Shop  Eastern European Restaurant   \n27               Farmers Market         Fast Food Restaurant   \n32               Farmers Market         Fast Food Restaurant   \n33                  Event Space               Farmers Market   \n35                  Event Space               Farmers Market   \n36                  Event Space               Farmers Market   \n37           Chinese Restaurant            Indian Restaurant   \n38            Electronics Store       Furniture / Home Store   \n39  Eastern European Restaurant            Electronics Store   \n42         Fast Food Restaurant               Farmers Market   \n43            Electronics Store                  Event Space   \n44                   Donut Shop  Eastern European Restaurant   \n45            Electronics Store                  Event Space   \n47                  Event Space               Farmers Market   \n48                        Diner                   Donut Shop   \n49            Electronics Store                  Event Space   \n50           Chinese Restaurant             Department Store   \n52                   Donut Shop  Eastern European Restaurant   \n53            Indian Restaurant         Gym / Fitness Center   \n54               Farmers Market         Fast Food Restaurant   \n56                   Food Court            Food & Drink Shop   \n59         Fast Food Restaurant                  Flea Market   \n61                  Event Space               Farmers Market   \n62               Farmers Market         Fast Food Restaurant   \n64                  Event Space               Farmers Market   \n68               Farmers Market         Fast Food Restaurant   \n69         Fast Food Restaurant                  Flea Market   \n71            Electronics Store                  Event Space   \n74               Farmers Market         Fast Food Restaurant   \n75                  Event Space               Farmers Market   \n76               Farmers Market         Fast Food Restaurant   \n\n         10th Most Common Venue  \n0             Indian Restaurant  \n1                Farmers Market  \n3                   Flea Market  \n4                    Donut Shop  \n5   Eastern European Restaurant  \n9                   Event Space  \n12               Farmers Market  \n14         Fast Food Restaurant  \n15             Asian Restaurant  \n16                  Event Space  \n17           Frozen Yogurt Shop  \n22               Farmers Market  \n25         Fast Food Restaurant  \n26            Electronics Store  \n27                  Flea Market  \n32                  Flea Market  \n33         Fast Food Restaurant  \n35         Fast Food Restaurant  \n36         Fast Food Restaurant  \n37                    BBQ Joint  \n38  Eastern European Restaurant  \n39                  Event Space  \n42                  Flea Market  \n43               Farmers Market  \n44            Electronics Store  \n45               Farmers Market  \n47         Fast Food Restaurant  \n48  Eastern European Restaurant  \n49               Farmers Market  \n50                         Bank  \n52                        Diner  \n53             Asian Restaurant  \n54                  Flea Market  \n56                         Food  \n59                         Food  \n61         Fast Food Restaurant  \n62                  Flea Market  \n64         Fast Food Restaurant  \n68                  Flea Market  \n69                         Food  \n71               Farmers Market  \n74                  Flea Market  \n75         Fast Food Restaurant  \n76                  Flea Market  "
                    },
                    "execution_count": 33,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_merged.loc[delhi_merged['Cluster Labels'] == 2, delhi_merged.columns[[1] + list(range(5, delhi_merged.shape[1]))]]"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Cluster 4"
        },
        {
            "cell_type": "code",
            "execution_count": 34,
            "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>pincode</th>\n      <th>Longitude</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>31</th>\n      <td>110040</td>\n      <td>77.135756</td>\n      <td>3.0</td>\n      <td>Platform</td>\n      <td>Business Service</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>65</th>\n      <td>110082</td>\n      <td>77.203594</td>\n      <td>3.0</td>\n      <td>Platform</td>\n      <td>Yoga Studio</td>\n      <td>Dessert Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>110085</td>\n      <td>77.080612</td>\n      <td>3.0</td>\n      <td>Business Service</td>\n      <td>Yoga Studio</td>\n      <td>Dessert Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "    pincode  Longitude  Cluster Labels 1st Most Common Venue  \\\n31   110040  77.135756             3.0              Platform   \n65   110082  77.203594             3.0              Platform   \n67   110085  77.080612             3.0      Business Service   \n\n   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n31      Business Service           Yoga Studio    Frozen Yogurt Shop   \n65           Yoga Studio          Dessert Shop            Donut Shop   \n67           Yoga Studio          Dessert Shop            Donut Shop   \n\n          5th Most Common Venue        6th Most Common Venue  \\\n31                   Donut Shop  Eastern European Restaurant   \n65  Eastern European Restaurant            Electronics Store   \n67  Eastern European Restaurant            Electronics Store   \n\n   7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n31     Electronics Store           Event Space        Farmers Market   \n65           Event Space        Farmers Market  Fast Food Restaurant   \n67           Event Space        Farmers Market  Fast Food Restaurant   \n\n   10th Most Common Venue  \n31   Fast Food Restaurant  \n65            Flea Market  \n67            Flea Market  "
                    },
                    "execution_count": 34,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_merged.loc[delhi_merged['Cluster Labels'] == 3, delhi_merged.columns[[1] + list(range(5, delhi_merged.shape[1]))]]"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Cluster 5"
        },
        {
            "cell_type": "code",
            "execution_count": 35,
            "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>pincode</th>\n      <th>Longitude</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2</th>\n      <td>110004</td>\n      <td>77.199430</td>\n      <td>4.0</td>\n      <td>Museum</td>\n      <td>Garden</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>110008</td>\n      <td>77.164165</td>\n      <td>4.0</td>\n      <td>Hotel</td>\n      <td>Dance Studio</td>\n      <td>Indian Restaurant</td>\n      <td>Juice Bar</td>\n      <td>Furniture / Home Store</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>110009</td>\n      <td>77.182184</td>\n      <td>4.0</td>\n      <td>Metro Station</td>\n      <td>Historic Site</td>\n      <td>Indian Restaurant</td>\n      <td>Convenience Store</td>\n      <td>Bus Station</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>110013</td>\n      <td>77.241864</td>\n      <td>4.0</td>\n      <td>Indian Restaurant</td>\n      <td>Hotel Bar</td>\n      <td>BBQ Joint</td>\n      <td>Monument / Landmark</td>\n      <td>Garden</td>\n      <td>Mughlai Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Historic Site</td>\n      <td>Hotel</td>\n      <td>Restaurant</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>110021</td>\n      <td>77.169614</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Department Store</td>\n      <td>Indian Restaurant</td>\n      <td>Caf\u00e9</td>\n      <td>Bus Stop</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>110022</td>\n      <td>77.173342</td>\n      <td>4.0</td>\n      <td>Gift Shop</td>\n      <td>IT Services</td>\n      <td>Snack Place</td>\n      <td>Indian Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Flea Market</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>110023</td>\n      <td>77.207077</td>\n      <td>4.0</td>\n      <td>Market</td>\n      <td>Northeast Indian Restaurant</td>\n      <td>Train Station</td>\n      <td>Indian Restaurant</td>\n      <td>Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>110024</td>\n      <td>77.283276</td>\n      <td>4.0</td>\n      <td>Indian Restaurant</td>\n      <td>Business Service</td>\n      <td>Theater</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Metro Station</td>\n      <td>Flea Market</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>110026</td>\n      <td>77.118783</td>\n      <td>4.0</td>\n      <td>Hotel Bar</td>\n      <td>Indian Restaurant</td>\n      <td>Movie Theater</td>\n      <td>Gourmet Shop</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>110027</td>\n      <td>77.138256</td>\n      <td>4.0</td>\n      <td>Hotel</td>\n      <td>Arcade</td>\n      <td>Multiplex</td>\n      <td>Indian Restaurant</td>\n      <td>Sandwich Place</td>\n      <td>Fast Food Restaurant</td>\n      <td>Caf\u00e9</td>\n      <td>Food</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>110034</td>\n      <td>77.157625</td>\n      <td>4.0</td>\n      <td>Shopping Mall</td>\n      <td>Indian Restaurant</td>\n      <td>Fast Food Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>110037</td>\n      <td>77.048830</td>\n      <td>4.0</td>\n      <td>Furniture / Home Store</td>\n      <td>Pet Store</td>\n      <td>Indian Restaurant</td>\n      <td>Caf\u00e9</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>110049</td>\n      <td>77.171295</td>\n      <td>4.0</td>\n      <td>Hobby Shop</td>\n      <td>Sandwich Place</td>\n      <td>Dessert Shop</td>\n      <td>Flea Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Gym / Fitness Center</td>\n      <td>Indian Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>110056</td>\n      <td>77.102745</td>\n      <td>4.0</td>\n      <td>Furniture / Home Store</td>\n      <td>Soup Place</td>\n      <td>Indian Restaurant</td>\n      <td>Clothing Store</td>\n      <td>Sandwich Place</td>\n      <td>Flea Market</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>110062</td>\n      <td>77.107507</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Arcade</td>\n      <td>Indian Restaurant</td>\n      <td>Clothing Store</td>\n      <td>Caf\u00e9</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>110067</td>\n      <td>77.226711</td>\n      <td>4.0</td>\n      <td>Indian Restaurant</td>\n      <td>Hotel Bar</td>\n      <td>Restaurant</td>\n      <td>Ice Cream Shop</td>\n      <td>Smoke Shop</td>\n      <td>Playground</td>\n      <td>Snack Place</td>\n      <td>Japanese Restaurant</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Chinese Restaurant</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>110071</td>\n      <td>76.997056</td>\n      <td>4.0</td>\n      <td>Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Dessert Shop</td>\n      <td>Donut Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n      <td>Flea Market</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>110083</td>\n      <td>77.118010</td>\n      <td>4.0</td>\n      <td>Indian Restaurant</td>\n      <td>Multiplex</td>\n      <td>Caf\u00e9</td>\n      <td>Yoga Studio</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Eastern European Restaurant</td>\n      <td>Electronics Store</td>\n      <td>Event Space</td>\n      <td>Farmers Market</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>110091</td>\n      <td>77.302441</td>\n      <td>4.0</td>\n      <td>Hotel</td>\n      <td>Asian Restaurant</td>\n      <td>Indian Restaurant</td>\n      <td>BBQ Joint</td>\n      <td>Flea Market</td>\n      <td>Frozen Yogurt Shop</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>110096</td>\n      <td>77.207077</td>\n      <td>4.0</td>\n      <td>Market</td>\n      <td>Northeast Indian Restaurant</td>\n      <td>Train Station</td>\n      <td>Indian Restaurant</td>\n      <td>Restaurant</td>\n      <td>Flea Market</td>\n      <td>Food Truck</td>\n      <td>Food Court</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Food</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "    pincode  Longitude  Cluster Labels   1st Most Common Venue  \\\n2    110004  77.199430             4.0                  Museum   \n6    110008  77.164165             4.0                   Hotel   \n7    110009  77.182184             4.0           Metro Station   \n11   110013  77.241864             4.0       Indian Restaurant   \n18   110021  77.169614             4.0                    Park   \n19   110022  77.173342             4.0               Gift Shop   \n20   110023  77.207077             4.0                  Market   \n21   110024  77.283276             4.0       Indian Restaurant   \n23   110026  77.118783             4.0               Hotel Bar   \n24   110027  77.138256             4.0                   Hotel   \n29   110034  77.157625             4.0           Shopping Mall   \n30   110037  77.048830             4.0  Furniture / Home Store   \n40   110049  77.171295             4.0              Hobby Shop   \n46   110056  77.102745             4.0  Furniture / Home Store   \n51   110062  77.107507             4.0                    Park   \n55   110067  77.226711             4.0       Indian Restaurant   \n58   110071  76.997056             4.0              Restaurant   \n66   110083  77.118010             4.0       Indian Restaurant   \n72   110091  77.302441             4.0                   Hotel   \n77   110096  77.207077             4.0                  Market   \n\n          2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n2                        Garden           Yoga Studio    Frozen Yogurt Shop   \n6                  Dance Studio     Indian Restaurant             Juice Bar   \n7                 Historic Site     Indian Restaurant     Convenience Store   \n11                    Hotel Bar             BBQ Joint   Monument / Landmark   \n18             Department Store     Indian Restaurant                  Caf\u00e9   \n19                  IT Services           Snack Place     Indian Restaurant   \n20  Northeast Indian Restaurant         Train Station     Indian Restaurant   \n21             Business Service               Theater    Athletics & Sports   \n23            Indian Restaurant         Movie Theater          Gourmet Shop   \n24                       Arcade             Multiplex     Indian Restaurant   \n29            Indian Restaurant  Fast Food Restaurant           Yoga Studio   \n30                    Pet Store     Indian Restaurant                  Caf\u00e9   \n40               Sandwich Place          Dessert Shop           Flea Market   \n46                   Soup Place     Indian Restaurant        Clothing Store   \n51                       Arcade     Indian Restaurant        Clothing Store   \n55                    Hotel Bar            Restaurant        Ice Cream Shop   \n58                  Yoga Studio          Dessert Shop            Donut Shop   \n66                    Multiplex                  Caf\u00e9           Yoga Studio   \n72             Asian Restaurant     Indian Restaurant             BBQ Joint   \n77  Northeast Indian Restaurant         Train Station     Indian Restaurant   \n\n          5th Most Common Venue        6th Most Common Venue  \\\n2                    Donut Shop  Eastern European Restaurant   \n6        Furniture / Home Store  Eastern European Restaurant   \n7                   Bus Station           Frozen Yogurt Shop   \n11                       Garden           Mughlai Restaurant   \n18                     Bus Stop           Frozen Yogurt Shop   \n19                  Yoga Studio                  Flea Market   \n20                   Restaurant                  Flea Market   \n21                Metro Station                  Flea Market   \n23           Frozen Yogurt Shop                   Donut Shop   \n24               Sandwich Place         Fast Food Restaurant   \n29                   Donut Shop  Eastern European Restaurant   \n30           Frozen Yogurt Shop                   Donut Shop   \n40         Fast Food Restaurant         Gym / Fitness Center   \n46               Sandwich Place                  Flea Market   \n51                         Caf\u00e9           Frozen Yogurt Shop   \n55                   Smoke Shop                   Playground   \n58  Eastern European Restaurant            Electronics Store   \n66           Frozen Yogurt Shop  Eastern European Restaurant   \n72                  Flea Market           Frozen Yogurt Shop   \n77                   Restaurant                  Flea Market   \n\n          7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n2             Electronics Store           Event Space        Farmers Market   \n6             Electronics Store           Event Space        Farmers Market   \n7   Eastern European Restaurant     Electronics Store           Event Space   \n11                  Pizza Place         Historic Site                 Hotel   \n18  Eastern European Restaurant     Electronics Store           Event Space   \n19                   Food Court     Food & Drink Shop                  Food   \n20                   Food Truck            Food Court     Food & Drink Shop   \n21                   Food Truck            Food Court     Food & Drink Shop   \n23  Eastern European Restaurant     Electronics Store           Event Space   \n24                         Caf\u00e9                  Food            Food Truck   \n29            Electronics Store           Event Space        Farmers Market   \n30  Eastern European Restaurant     Electronics Store           Event Space   \n40            Indian Restaurant     Electronics Store           Event Space   \n46                   Food Truck            Food Court     Food & Drink Shop   \n51  Eastern European Restaurant     Electronics Store           Event Space   \n55                  Snack Place   Japanese Restaurant     Food & Drink Shop   \n58                  Event Space        Farmers Market  Fast Food Restaurant   \n66            Electronics Store           Event Space        Farmers Market   \n72                   Food Truck            Food Court     Food & Drink Shop   \n77                   Food Truck            Food Court     Food & Drink Shop   \n\n   10th Most Common Venue  \n2    Fast Food Restaurant  \n6    Fast Food Restaurant  \n7          Farmers Market  \n11             Restaurant  \n18         Farmers Market  \n19         Farmers Market  \n20                   Food  \n21                   Food  \n23         Farmers Market  \n24             Food Court  \n29            Flea Market  \n30         Farmers Market  \n40         Farmers Market  \n46                   Food  \n51         Farmers Market  \n55     Chinese Restaurant  \n58            Flea Market  \n66   Fast Food Restaurant  \n72                   Food  \n77                   Food  "
                    },
                    "execution_count": 35,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "delhi_merged.loc[delhi_merged['Cluster Labels'] == 4, delhi_merged.columns[[1] + list(range(5, delhi_merged.shape[1]))]]"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "##  Results and Discussion section\n\nIn this project, we have attempted to load the dataset for two of India\u2019s prime metro cities and have tried to analyze the neighborhood regions in these metro cities based on the type of popular and top venues they have. We have clustered the neighborhoods based on the most common top venues in each of the neighborhood. Our intention with this project was to analyze and understand the difference in the type of life in these metros, which can offer decision points for anybody who is considering to settle in either of the metro cities and can get a peek into what type of experience and facilities he will be provided with.  \n\nGiven our cluster information for both Mumbai and Delhi, we see that Mumbai and its neighbourhoods are a great place for a foodie. There are a lot of restaurants, cafes, bars, etc in Mumbai neighbourhoods. Also due to the proximity of Mumbai to the seashore, Mumbai neighborhoods offer for harbors, seafood, boat, and ferry rides. On the other hand, we see how dissimilar life in Delhi neighbourhoods would be compared to Mumbai neighbourhoods. Delhi neighborhoods and good for those who like Arts and Crafts, Museums, Water Parks and Pizza places. There is very less in terms of foreign cuisine restaurants in Delhi. Mumbai, on the other hand, is great for international visitors, expats, etc, because of the variety and types of food outlets it has. Delhi is inland and its neighborhoods have proximity to Water Parks, Museums and Arts, and Crafts stores."
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            "source": "## Conclusion\n\nThus with this project, we have analyzed the kind of life each of these big metro cities has to offer based on the popular venues in their neighborhood.\n\n#### **Mumbai would be the choice if you are a foodie!**\n\nAnother important aspect the study reveals is that the categories of venues Mumbai offers are far too many compared to Delhi. This means that Delhi becomes restrictive in terms of variety and convenience. With the data, we have studied Mumbai wins this battle of metros!"
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