Battle_of_hoods.ipynb

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  "metadata": {
    "colab": {
      "name": "Battle_of_hoods.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4EW1e6Jpso2f",
        "colab_type": "text"
      },
      "source": [
        "# Analyzing Restaurants in Ahmedabad"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ee6taQ32szJP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import requests\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from pandas.io.json import json_normalize\n",
        "from sklearn.cluster import KMeans\n",
        "import matplotlib.cm as cm\n",
        "import matplotlib.colors as colors\n",
        "import folium\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "sns.set()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tRhMNnpCZo3g",
        "colab_type": "code",
        "outputId": "8b35dc1d-05a1-4f97-bd01-88d0fb859c7c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 124
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive', force_remount=True)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FUHomzPxW3Dp",
        "colab_type": "code",
        "outputId": "95dfdae1-920d-40f4-8bae-338a0e54557b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        }
      },
      "source": [
        "abad_df = pd.read_csv('drive/My Drive/abad_boroughs.csv')\n",
        "abad_df"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\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>Borough</th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Thaltej</td>\n",
              "      <td>23.0497</td>\n",
              "      <td>72.5117</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Vastrapur</td>\n",
              "      <td>23.0350</td>\n",
              "      <td>72.5293</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Prahlad Nagar</td>\n",
              "      <td>23.0120</td>\n",
              "      <td>72.5108</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Navrangpura</td>\n",
              "      <td>23.0365</td>\n",
              "      <td>72.5611</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Paldi</td>\n",
              "      <td>23.0112</td>\n",
              "      <td>72.5631</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Chandkheda</td>\n",
              "      <td>23.1091</td>\n",
              "      <td>72.5849</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Bopal</td>\n",
              "      <td>23.0337</td>\n",
              "      <td>72.4634</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Borough      Lat     Long\n",
              "0       Bodakdev  23.0387  72.5119\n",
              "1        Thaltej  23.0497  72.5117\n",
              "2      Vastrapur  23.0350  72.5293\n",
              "3  Prahlad Nagar  23.0120  72.5108\n",
              "4    Navrangpura  23.0365  72.5611\n",
              "5          Paldi  23.0112  72.5631\n",
              "6     Chandkheda  23.1091  72.5849\n",
              "7          Bopal  23.0337  72.4634\n",
              "8      Satellite  23.0301  72.5178\n",
              "9      Naranpura  23.0522  72.5497"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eZDRQBgKXCWC",
        "colab_type": "code",
        "outputId": "3ed1a283-23bb-458f-c3c2-1630b43c4ff4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 755
        }
      },
      "source": [
        "abad_lat = 23.0225\n",
        "abad_lng = 72.5714\n",
        "map_abad = folium.Map(location=[abad_lat, abad_lng], zoom_start=12)\n",
        "\n",
        "for lat, lng, borough in zip(abad_df['Lat'], abad_df['Long'], abad_df['Borough']):\n",
        "    label = '{}'.format(borough)\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_abad)  \n",
        "    \n",
        "map_abad"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7fbc3f8e6dd8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fxZPX3Sfzm5o",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "CLIENT_ID = '****' # your Foursquare ID\n",
        "CLIENT_SECRET = '*****' # your Foursquare Secret\n",
        "VERSION = '20190913' # Foursquare API version\n",
        "category_id = '4d4b7105d754a06374d81259'\n",
        "LIMIT = 50"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AKqePIl3YAQ5",
        "colab_type": "code",
        "outputId": "d9ed8108-4254-43c1-e59c-e33f23d2d27f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "def getNearbyVenues(names, latitudes, longitudes, radius=1000):\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={}&categoryId={}&limit={}'.format(\n",
        "                CLIENT_ID, \n",
        "                CLIENT_SECRET, \n",
        "                VERSION, \n",
        "                lat, \n",
        "                lng, \n",
        "                radius,\n",
        "                category_id,\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 = ['Borough', \n",
        "                  'Borough Latitude', \n",
        "                  'Borough Longitude', \n",
        "                  'Venue', \n",
        "                  'Venue Latitude', \n",
        "                  'Venue Longitude', \n",
        "                  'Venue Category']\n",
        "    \n",
        "    return(nearby_venues)\n",
        "\n",
        "abad_venues = getNearbyVenues(names=abad_df['Borough'],\n",
        "                                   latitudes=abad_df['Lat'],\n",
        "                                   longitudes=abad_df['Long']\n",
        "                                  )\n",
        "abad_venues"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Bodakdev\n",
            "Thaltej\n",
            "Vastrapur\n",
            "Prahlad Nagar\n",
            "Navrangpura\n",
            "Paldi\n",
            "Chandkheda\n",
            "Bopal\n",
            "Satellite\n",
            "Naranpura\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Borough</th>\n",
              "      <th>Borough Latitude</th>\n",
              "      <th>Borough Longitude</th>\n",
              "      <th>Venue</th>\n",
              "      <th>Venue Latitude</th>\n",
              "      <th>Venue Longitude</th>\n",
              "      <th>Venue Category</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>mad by tomatos</td>\n",
              "      <td>23.040277</td>\n",
              "      <td>72.512255</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Canadian Donut Co.</td>\n",
              "      <td>23.038313</td>\n",
              "      <td>72.512854</td>\n",
              "      <td>Donut Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Atithi</td>\n",
              "      <td>23.038102</td>\n",
              "      <td>72.513375</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Gordhan Thal</td>\n",
              "      <td>23.035955</td>\n",
              "      <td>72.510946</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Pizza Hut</td>\n",
              "      <td>23.040032</td>\n",
              "      <td>72.513010</td>\n",
              "      <td>Pizza Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Subway</td>\n",
              "      <td>23.038234</td>\n",
              "      <td>72.512828</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Danny's</td>\n",
              "      <td>23.035444</td>\n",
              "      <td>72.510566</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Mocha</td>\n",
              "      <td>23.031982</td>\n",
              "      <td>72.511358</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Honest Pav Bhaji</td>\n",
              "      <td>23.038429</td>\n",
              "      <td>72.512459</td>\n",
              "      <td>Vegetarian / Vegan Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Choice Snack Bar</td>\n",
              "      <td>23.038196</td>\n",
              "      <td>72.513026</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Gormoh restaurant</td>\n",
              "      <td>23.036596</td>\n",
              "      <td>72.516340</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Sankalp</td>\n",
              "      <td>23.035722</td>\n",
              "      <td>72.509769</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>fozzies pizzaiolo</td>\n",
              "      <td>23.033142</td>\n",
              "      <td>72.509874</td>\n",
              "      <td>Pizza Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Cafe Coffee Day</td>\n",
              "      <td>23.037685</td>\n",
              "      <td>72.514302</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Curries</td>\n",
              "      <td>23.035726</td>\n",
              "      <td>72.510141</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Faaso's</td>\n",
              "      <td>23.037179</td>\n",
              "      <td>72.515405</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Cafe Piano</td>\n",
              "      <td>23.042585</td>\n",
              "      <td>72.514386</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Soul Square</td>\n",
              "      <td>23.033992</td>\n",
              "      <td>72.512246</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>La Feasta</td>\n",
              "      <td>23.036200</td>\n",
              "      <td>72.509154</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>cafe flambe</td>\n",
              "      <td>23.042006</td>\n",
              "      <td>72.507400</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Qwiches</td>\n",
              "      <td>23.032368</td>\n",
              "      <td>72.509546</td>\n",
              "      <td>Snack Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Just Mexican</td>\n",
              "      <td>23.038378</td>\n",
              "      <td>72.512588</td>\n",
              "      <td>Mexican Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Oven Magic</td>\n",
              "      <td>23.035535</td>\n",
              "      <td>72.519122</td>\n",
              "      <td>Bakery</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Mirch Masala</td>\n",
              "      <td>23.045045</td>\n",
              "      <td>72.506897</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Little Italy</td>\n",
              "      <td>23.032606</td>\n",
              "      <td>72.508154</td>\n",
              "      <td>Pizza Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Cooking Culture</td>\n",
              "      <td>23.035318</td>\n",
              "      <td>72.506410</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Avalon</td>\n",
              "      <td>23.045013</td>\n",
              "      <td>72.506873</td>\n",
              "      <td>Diner</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>The Grand Bhagwati Hotel Ahmedabad</td>\n",
              "      <td>23.031391</td>\n",
              "      <td>72.514420</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>1944 - Havmor</td>\n",
              "      <td>23.037893</td>\n",
              "      <td>72.511360</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Huber &amp; Holly</td>\n",
              "      <td>23.038358</td>\n",
              "      <td>72.512328</td>\n",
              "      <td>Café</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>PageOne</td>\n",
              "      <td>23.036944</td>\n",
              "      <td>72.522675</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Hyderabadi Biryani</td>\n",
              "      <td>23.032220</td>\n",
              "      <td>72.511134</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Chocolate room</td>\n",
              "      <td>23.031460</td>\n",
              "      <td>72.512600</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>222</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>global Desi tadka</td>\n",
              "      <td>23.026803</td>\n",
              "      <td>72.509855</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>223</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Dasaprakash</td>\n",
              "      <td>23.033289</td>\n",
              "      <td>72.509814</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>224</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Ras Ranjan</td>\n",
              "      <td>23.033303</td>\n",
              "      <td>72.512490</td>\n",
              "      <td>Food Court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>225</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>zencafe</td>\n",
              "      <td>23.034400</td>\n",
              "      <td>72.512113</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>226</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Shakti Sandwich</td>\n",
              "      <td>23.032755</td>\n",
              "      <td>72.524599</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>227</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Sheeba Delicious</td>\n",
              "      <td>23.026350</td>\n",
              "      <td>72.525003</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>228</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Italian Junction</td>\n",
              "      <td>23.027020</td>\n",
              "      <td>72.509786</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>229</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Southland Mansiwala</td>\n",
              "      <td>23.032516</td>\n",
              "      <td>72.525887</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>230</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Jdp Tea Stall</td>\n",
              "      <td>23.025854</td>\n",
              "      <td>72.525159</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>231</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Qwiches</td>\n",
              "      <td>23.031611</td>\n",
              "      <td>72.509237</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Rajpath Restaurant</td>\n",
              "      <td>23.030286</td>\n",
              "      <td>72.508689</td>\n",
              "      <td>Diner</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>233</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>South Cafe - The Taste of Bengaluru</td>\n",
              "      <td>23.030565</td>\n",
              "      <td>72.526973</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>234</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Sam's Pizza</td>\n",
              "      <td>23.029537</td>\n",
              "      <td>72.508535</td>\n",
              "      <td>American Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>235</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>R K Omlet Center</td>\n",
              "      <td>23.045716</td>\n",
              "      <td>72.551789</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>236</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Ankur Crossroad</td>\n",
              "      <td>23.058802</td>\n",
              "      <td>72.555842</td>\n",
              "      <td>Food Court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>237</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Cafe Coffee Day</td>\n",
              "      <td>23.045903</td>\n",
              "      <td>72.551767</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>238</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Savoureux</td>\n",
              "      <td>23.052754</td>\n",
              "      <td>72.548514</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>239</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Sankalp Restaurant</td>\n",
              "      <td>23.056408</td>\n",
              "      <td>72.553124</td>\n",
              "      <td>Vegetarian / Vegan Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>240</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>stuffs food</td>\n",
              "      <td>23.054432</td>\n",
              "      <td>72.555669</td>\n",
              "      <td>Diner</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>241</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Wok on Fire</td>\n",
              "      <td>23.043405</td>\n",
              "      <td>72.549774</td>\n",
              "      <td>Asian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>242</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Dinner Bell</td>\n",
              "      <td>23.045782</td>\n",
              "      <td>72.552200</td>\n",
              "      <td>Asian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>243</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>R K EGGS</td>\n",
              "      <td>23.045420</td>\n",
              "      <td>72.551512</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>244</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>The Cafe Baraco</td>\n",
              "      <td>23.044394</td>\n",
              "      <td>72.550520</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>245</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Cafe alfresco</td>\n",
              "      <td>23.043825</td>\n",
              "      <td>72.550051</td>\n",
              "      <td>Bistro</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>246</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Charbhuja Sandwich</td>\n",
              "      <td>23.058789</td>\n",
              "      <td>72.555533</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>247</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>anand sandwich</td>\n",
              "      <td>23.058630</td>\n",
              "      <td>72.555827</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>That Place</td>\n",
              "      <td>23.043262</td>\n",
              "      <td>72.549843</td>\n",
              "      <td>Diner</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>249 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       Borough  ...                 Venue Category\n",
              "0     Bodakdev  ...              Indian Restaurant\n",
              "1     Bodakdev  ...                     Donut Shop\n",
              "2     Bodakdev  ...              Indian Restaurant\n",
              "3     Bodakdev  ...              Indian Restaurant\n",
              "4     Bodakdev  ...                    Pizza Place\n",
              "5     Bodakdev  ...                 Sandwich Place\n",
              "6     Bodakdev  ...                           Café\n",
              "7     Bodakdev  ...                           Café\n",
              "8     Bodakdev  ...  Vegetarian / Vegan Restaurant\n",
              "9     Bodakdev  ...           Fast Food Restaurant\n",
              "10    Bodakdev  ...              Indian Restaurant\n",
              "11    Bodakdev  ...              Indian Restaurant\n",
              "12    Bodakdev  ...                    Pizza Place\n",
              "13    Bodakdev  ...                           Café\n",
              "14    Bodakdev  ...              Indian Restaurant\n",
              "15    Bodakdev  ...              Indian Restaurant\n",
              "16    Bodakdev  ...                           Café\n",
              "17    Bodakdev  ...                           Café\n",
              "18    Bodakdev  ...             Italian Restaurant\n",
              "19    Bodakdev  ...                           Café\n",
              "20    Bodakdev  ...                    Snack Place\n",
              "21    Bodakdev  ...             Mexican Restaurant\n",
              "22    Bodakdev  ...                         Bakery\n",
              "23    Bodakdev  ...              Indian Restaurant\n",
              "24    Bodakdev  ...                    Pizza Place\n",
              "25    Bodakdev  ...              Indian Restaurant\n",
              "26    Bodakdev  ...                          Diner\n",
              "27    Bodakdev  ...              Indian Restaurant\n",
              "28    Bodakdev  ...                     Restaurant\n",
              "29    Bodakdev  ...                           Café\n",
              "..         ...  ...                            ...\n",
              "219  Satellite  ...                     Restaurant\n",
              "220  Satellite  ...              Indian Restaurant\n",
              "221  Satellite  ...                           Café\n",
              "222  Satellite  ...              Indian Restaurant\n",
              "223  Satellite  ...              Indian Restaurant\n",
              "224  Satellite  ...                     Food Court\n",
              "225  Satellite  ...                           Café\n",
              "226  Satellite  ...                 Sandwich Place\n",
              "227  Satellite  ...              Indian Restaurant\n",
              "228  Satellite  ...             Italian Restaurant\n",
              "229  Satellite  ...              Indian Restaurant\n",
              "230  Satellite  ...                           Café\n",
              "231  Satellite  ...                           Café\n",
              "232  Satellite  ...                          Diner\n",
              "233  Satellite  ...                     Restaurant\n",
              "234  Satellite  ...            American Restaurant\n",
              "235  Naranpura  ...              Indian Restaurant\n",
              "236  Naranpura  ...                     Food Court\n",
              "237  Naranpura  ...                           Café\n",
              "238  Naranpura  ...              Indian Restaurant\n",
              "239  Naranpura  ...  Vegetarian / Vegan Restaurant\n",
              "240  Naranpura  ...                          Diner\n",
              "241  Naranpura  ...               Asian Restaurant\n",
              "242  Naranpura  ...               Asian Restaurant\n",
              "243  Naranpura  ...                     Restaurant\n",
              "244  Naranpura  ...                           Café\n",
              "245  Naranpura  ...                         Bistro\n",
              "246  Naranpura  ...                 Sandwich Place\n",
              "247  Naranpura  ...                 Sandwich Place\n",
              "248  Naranpura  ...                          Diner\n",
              "\n",
              "[249 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zuRkG-lGYp9k",
        "colab_type": "code",
        "outputId": "04f0d8ee-d3da-4605-ad1c-eb51d49c7e01",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "abad_venues = abad_venues.drop(abad_venues.index[[1, 19,20,21, 25, 215, 213, 219, 221, 223, 235, 237, 238, 241, 240, 30, 33, 34, 35, 38,39, 42,44, 46, 51, 52, 54, 57, 58, 60,61,62,63,64,65,66,68, 70, 78,79, 89, 99, 102, 111, 113, 117, 122,130,131,136, 139,143, 190,191,192,195, 209]])\n",
        "abad_venues.drop_duplicates()\n",
        "abad_venues"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Borough</th>\n",
              "      <th>Borough Latitude</th>\n",
              "      <th>Borough 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>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>mad by tomatos</td>\n",
              "      <td>23.040277</td>\n",
              "      <td>72.512255</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Atithi</td>\n",
              "      <td>23.038102</td>\n",
              "      <td>72.513375</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Gordhan Thal</td>\n",
              "      <td>23.035955</td>\n",
              "      <td>72.510946</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Pizza Hut</td>\n",
              "      <td>23.040032</td>\n",
              "      <td>72.513010</td>\n",
              "      <td>Pizza Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Subway</td>\n",
              "      <td>23.038234</td>\n",
              "      <td>72.512828</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Danny's</td>\n",
              "      <td>23.035444</td>\n",
              "      <td>72.510566</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Mocha</td>\n",
              "      <td>23.031982</td>\n",
              "      <td>72.511358</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Honest Pav Bhaji</td>\n",
              "      <td>23.038429</td>\n",
              "      <td>72.512459</td>\n",
              "      <td>Vegetarian / Vegan Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Choice Snack Bar</td>\n",
              "      <td>23.038196</td>\n",
              "      <td>72.513026</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Gormoh restaurant</td>\n",
              "      <td>23.036596</td>\n",
              "      <td>72.516340</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Sankalp</td>\n",
              "      <td>23.035722</td>\n",
              "      <td>72.509769</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>fozzies pizzaiolo</td>\n",
              "      <td>23.033142</td>\n",
              "      <td>72.509874</td>\n",
              "      <td>Pizza Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Cafe Coffee Day</td>\n",
              "      <td>23.037685</td>\n",
              "      <td>72.514302</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Curries</td>\n",
              "      <td>23.035726</td>\n",
              "      <td>72.510141</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Faaso's</td>\n",
              "      <td>23.037179</td>\n",
              "      <td>72.515405</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Cafe Piano</td>\n",
              "      <td>23.042585</td>\n",
              "      <td>72.514386</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Soul Square</td>\n",
              "      <td>23.033992</td>\n",
              "      <td>72.512246</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>La Feasta</td>\n",
              "      <td>23.036200</td>\n",
              "      <td>72.509154</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Oven Magic</td>\n",
              "      <td>23.035535</td>\n",
              "      <td>72.519122</td>\n",
              "      <td>Bakery</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Mirch Masala</td>\n",
              "      <td>23.045045</td>\n",
              "      <td>72.506897</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Little Italy</td>\n",
              "      <td>23.032606</td>\n",
              "      <td>72.508154</td>\n",
              "      <td>Pizza Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Avalon</td>\n",
              "      <td>23.045013</td>\n",
              "      <td>72.506873</td>\n",
              "      <td>Diner</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>The Grand Bhagwati Hotel Ahmedabad</td>\n",
              "      <td>23.031391</td>\n",
              "      <td>72.514420</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>1944 - Havmor</td>\n",
              "      <td>23.037893</td>\n",
              "      <td>72.511360</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Huber &amp; Holly</td>\n",
              "      <td>23.038358</td>\n",
              "      <td>72.512328</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Sizzante Sizzlers &amp; More</td>\n",
              "      <td>23.039229</td>\n",
              "      <td>72.509294</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Amazo</td>\n",
              "      <td>23.039814</td>\n",
              "      <td>72.509214</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Ras Ranjan</td>\n",
              "      <td>23.033303</td>\n",
              "      <td>72.512490</td>\n",
              "      <td>Food Court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Meridian chimney</td>\n",
              "      <td>23.041405</td>\n",
              "      <td>72.506649</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Chocolate room</td>\n",
              "      <td>23.031460</td>\n",
              "      <td>72.512600</td>\n",
              "      <td>Café</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>208</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Soul Square</td>\n",
              "      <td>23.033992</td>\n",
              "      <td>72.512246</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>210</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Oven Magic</td>\n",
              "      <td>23.035535</td>\n",
              "      <td>72.519122</td>\n",
              "      <td>Bakery</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Shambhu's Coffee Bar</td>\n",
              "      <td>23.029057</td>\n",
              "      <td>72.508353</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Cafe Coffee Day</td>\n",
              "      <td>23.037685</td>\n",
              "      <td>72.514302</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>214</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Gwalia</td>\n",
              "      <td>23.033031</td>\n",
              "      <td>72.524500</td>\n",
              "      <td>Vegetarian / Vegan Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Cafe Coffee Day</td>\n",
              "      <td>23.032010</td>\n",
              "      <td>72.524365</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>The Grand Bhagwati Hotel Ahmedabad</td>\n",
              "      <td>23.031391</td>\n",
              "      <td>72.514420</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Mainland China</td>\n",
              "      <td>23.026714</td>\n",
              "      <td>72.509812</td>\n",
              "      <td>Chinese Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Hyderabadi Biryani</td>\n",
              "      <td>23.032220</td>\n",
              "      <td>72.511134</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>222</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>global Desi tadka</td>\n",
              "      <td>23.026803</td>\n",
              "      <td>72.509855</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>224</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Ras Ranjan</td>\n",
              "      <td>23.033303</td>\n",
              "      <td>72.512490</td>\n",
              "      <td>Food Court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>225</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>zencafe</td>\n",
              "      <td>23.034400</td>\n",
              "      <td>72.512113</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>226</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Shakti Sandwich</td>\n",
              "      <td>23.032755</td>\n",
              "      <td>72.524599</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>227</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Sheeba Delicious</td>\n",
              "      <td>23.026350</td>\n",
              "      <td>72.525003</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>228</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Italian Junction</td>\n",
              "      <td>23.027020</td>\n",
              "      <td>72.509786</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>229</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Southland Mansiwala</td>\n",
              "      <td>23.032516</td>\n",
              "      <td>72.525887</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>230</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Jdp Tea Stall</td>\n",
              "      <td>23.025854</td>\n",
              "      <td>72.525159</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>231</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Qwiches</td>\n",
              "      <td>23.031611</td>\n",
              "      <td>72.509237</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Rajpath Restaurant</td>\n",
              "      <td>23.030286</td>\n",
              "      <td>72.508689</td>\n",
              "      <td>Diner</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>233</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>South Cafe - The Taste of Bengaluru</td>\n",
              "      <td>23.030565</td>\n",
              "      <td>72.526973</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>234</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Sam's Pizza</td>\n",
              "      <td>23.029537</td>\n",
              "      <td>72.508535</td>\n",
              "      <td>American Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>236</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Ankur Crossroad</td>\n",
              "      <td>23.058802</td>\n",
              "      <td>72.555842</td>\n",
              "      <td>Food Court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>239</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Sankalp Restaurant</td>\n",
              "      <td>23.056408</td>\n",
              "      <td>72.553124</td>\n",
              "      <td>Vegetarian / Vegan Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>242</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Dinner Bell</td>\n",
              "      <td>23.045782</td>\n",
              "      <td>72.552200</td>\n",
              "      <td>Asian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>243</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>R K EGGS</td>\n",
              "      <td>23.045420</td>\n",
              "      <td>72.551512</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>244</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>The Cafe Baraco</td>\n",
              "      <td>23.044394</td>\n",
              "      <td>72.550520</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>245</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Cafe alfresco</td>\n",
              "      <td>23.043825</td>\n",
              "      <td>72.550051</td>\n",
              "      <td>Bistro</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>246</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Charbhuja Sandwich</td>\n",
              "      <td>23.058789</td>\n",
              "      <td>72.555533</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>247</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>anand sandwich</td>\n",
              "      <td>23.058630</td>\n",
              "      <td>72.555827</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>That Place</td>\n",
              "      <td>23.043262</td>\n",
              "      <td>72.549843</td>\n",
              "      <td>Diner</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>192 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       Borough  ...                 Venue Category\n",
              "0     Bodakdev  ...              Indian Restaurant\n",
              "2     Bodakdev  ...              Indian Restaurant\n",
              "3     Bodakdev  ...              Indian Restaurant\n",
              "4     Bodakdev  ...                    Pizza Place\n",
              "5     Bodakdev  ...                 Sandwich Place\n",
              "6     Bodakdev  ...                           Café\n",
              "7     Bodakdev  ...                           Café\n",
              "8     Bodakdev  ...  Vegetarian / Vegan Restaurant\n",
              "9     Bodakdev  ...           Fast Food Restaurant\n",
              "10    Bodakdev  ...              Indian Restaurant\n",
              "11    Bodakdev  ...              Indian Restaurant\n",
              "12    Bodakdev  ...                    Pizza Place\n",
              "13    Bodakdev  ...                           Café\n",
              "14    Bodakdev  ...              Indian Restaurant\n",
              "15    Bodakdev  ...              Indian Restaurant\n",
              "16    Bodakdev  ...                           Café\n",
              "17    Bodakdev  ...                           Café\n",
              "18    Bodakdev  ...             Italian Restaurant\n",
              "22    Bodakdev  ...                         Bakery\n",
              "23    Bodakdev  ...              Indian Restaurant\n",
              "24    Bodakdev  ...                    Pizza Place\n",
              "26    Bodakdev  ...                          Diner\n",
              "27    Bodakdev  ...              Indian Restaurant\n",
              "28    Bodakdev  ...                     Restaurant\n",
              "29    Bodakdev  ...                           Café\n",
              "31    Bodakdev  ...                     Restaurant\n",
              "32    Bodakdev  ...             Italian Restaurant\n",
              "36    Bodakdev  ...                     Food Court\n",
              "37    Bodakdev  ...              Indian Restaurant\n",
              "40    Bodakdev  ...                           Café\n",
              "..         ...  ...                            ...\n",
              "208  Satellite  ...                           Café\n",
              "210  Satellite  ...                         Bakery\n",
              "211  Satellite  ...                           Café\n",
              "212  Satellite  ...                           Café\n",
              "214  Satellite  ...  Vegetarian / Vegan Restaurant\n",
              "216  Satellite  ...                           Café\n",
              "217  Satellite  ...              Indian Restaurant\n",
              "218  Satellite  ...             Chinese Restaurant\n",
              "220  Satellite  ...              Indian Restaurant\n",
              "222  Satellite  ...              Indian Restaurant\n",
              "224  Satellite  ...                     Food Court\n",
              "225  Satellite  ...                           Café\n",
              "226  Satellite  ...                 Sandwich Place\n",
              "227  Satellite  ...              Indian Restaurant\n",
              "228  Satellite  ...             Italian Restaurant\n",
              "229  Satellite  ...              Indian Restaurant\n",
              "230  Satellite  ...                           Café\n",
              "231  Satellite  ...                           Café\n",
              "232  Satellite  ...                          Diner\n",
              "233  Satellite  ...                     Restaurant\n",
              "234  Satellite  ...            American Restaurant\n",
              "236  Naranpura  ...                     Food Court\n",
              "239  Naranpura  ...  Vegetarian / Vegan Restaurant\n",
              "242  Naranpura  ...               Asian Restaurant\n",
              "243  Naranpura  ...                     Restaurant\n",
              "244  Naranpura  ...                           Café\n",
              "245  Naranpura  ...                         Bistro\n",
              "246  Naranpura  ...                 Sandwich Place\n",
              "247  Naranpura  ...                 Sandwich Place\n",
              "248  Naranpura  ...                          Diner\n",
              "\n",
              "[192 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fiYDXygRZF6U",
        "colab_type": "code",
        "outputId": "9d903b6a-492d-4a1b-837b-48162b98b8ea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "abad_venues = abad_venues.reset_index(drop=True)\n",
        "abad_venues"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    .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>Borough</th>\n",
              "      <th>Borough Latitude</th>\n",
              "      <th>Borough 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>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>mad by tomatos</td>\n",
              "      <td>23.040277</td>\n",
              "      <td>72.512255</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Atithi</td>\n",
              "      <td>23.038102</td>\n",
              "      <td>72.513375</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Gordhan Thal</td>\n",
              "      <td>23.035955</td>\n",
              "      <td>72.510946</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Pizza Hut</td>\n",
              "      <td>23.040032</td>\n",
              "      <td>72.513010</td>\n",
              "      <td>Pizza Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Subway</td>\n",
              "      <td>23.038234</td>\n",
              "      <td>72.512828</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Danny's</td>\n",
              "      <td>23.035444</td>\n",
              "      <td>72.510566</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Mocha</td>\n",
              "      <td>23.031982</td>\n",
              "      <td>72.511358</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Honest Pav Bhaji</td>\n",
              "      <td>23.038429</td>\n",
              "      <td>72.512459</td>\n",
              "      <td>Vegetarian / Vegan Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Choice Snack Bar</td>\n",
              "      <td>23.038196</td>\n",
              "      <td>72.513026</td>\n",
              "      <td>Fast Food Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Gormoh restaurant</td>\n",
              "      <td>23.036596</td>\n",
              "      <td>72.516340</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Sankalp</td>\n",
              "      <td>23.035722</td>\n",
              "      <td>72.509769</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>fozzies pizzaiolo</td>\n",
              "      <td>23.033142</td>\n",
              "      <td>72.509874</td>\n",
              "      <td>Pizza Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Cafe Coffee Day</td>\n",
              "      <td>23.037685</td>\n",
              "      <td>72.514302</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Curries</td>\n",
              "      <td>23.035726</td>\n",
              "      <td>72.510141</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Faaso's</td>\n",
              "      <td>23.037179</td>\n",
              "      <td>72.515405</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Cafe Piano</td>\n",
              "      <td>23.042585</td>\n",
              "      <td>72.514386</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Soul Square</td>\n",
              "      <td>23.033992</td>\n",
              "      <td>72.512246</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>La Feasta</td>\n",
              "      <td>23.036200</td>\n",
              "      <td>72.509154</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Oven Magic</td>\n",
              "      <td>23.035535</td>\n",
              "      <td>72.519122</td>\n",
              "      <td>Bakery</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Mirch Masala</td>\n",
              "      <td>23.045045</td>\n",
              "      <td>72.506897</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Little Italy</td>\n",
              "      <td>23.032606</td>\n",
              "      <td>72.508154</td>\n",
              "      <td>Pizza Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Avalon</td>\n",
              "      <td>23.045013</td>\n",
              "      <td>72.506873</td>\n",
              "      <td>Diner</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>The Grand Bhagwati Hotel Ahmedabad</td>\n",
              "      <td>23.031391</td>\n",
              "      <td>72.514420</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>1944 - Havmor</td>\n",
              "      <td>23.037893</td>\n",
              "      <td>72.511360</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Huber &amp; Holly</td>\n",
              "      <td>23.038358</td>\n",
              "      <td>72.512328</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Sizzante Sizzlers &amp; More</td>\n",
              "      <td>23.039229</td>\n",
              "      <td>72.509294</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Amazo</td>\n",
              "      <td>23.039814</td>\n",
              "      <td>72.509214</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Ras Ranjan</td>\n",
              "      <td>23.033303</td>\n",
              "      <td>72.512490</td>\n",
              "      <td>Food Court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Meridian chimney</td>\n",
              "      <td>23.041405</td>\n",
              "      <td>72.506649</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>Chocolate room</td>\n",
              "      <td>23.031460</td>\n",
              "      <td>72.512600</td>\n",
              "      <td>Café</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>162</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Soul Square</td>\n",
              "      <td>23.033992</td>\n",
              "      <td>72.512246</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>163</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Oven Magic</td>\n",
              "      <td>23.035535</td>\n",
              "      <td>72.519122</td>\n",
              "      <td>Bakery</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>164</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Shambhu's Coffee Bar</td>\n",
              "      <td>23.029057</td>\n",
              "      <td>72.508353</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>165</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Cafe Coffee Day</td>\n",
              "      <td>23.037685</td>\n",
              "      <td>72.514302</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>166</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Gwalia</td>\n",
              "      <td>23.033031</td>\n",
              "      <td>72.524500</td>\n",
              "      <td>Vegetarian / Vegan Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>167</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Cafe Coffee Day</td>\n",
              "      <td>23.032010</td>\n",
              "      <td>72.524365</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>168</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>The Grand Bhagwati Hotel Ahmedabad</td>\n",
              "      <td>23.031391</td>\n",
              "      <td>72.514420</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Mainland China</td>\n",
              "      <td>23.026714</td>\n",
              "      <td>72.509812</td>\n",
              "      <td>Chinese Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>170</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Hyderabadi Biryani</td>\n",
              "      <td>23.032220</td>\n",
              "      <td>72.511134</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>171</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>global Desi tadka</td>\n",
              "      <td>23.026803</td>\n",
              "      <td>72.509855</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>172</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Ras Ranjan</td>\n",
              "      <td>23.033303</td>\n",
              "      <td>72.512490</td>\n",
              "      <td>Food Court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>173</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>zencafe</td>\n",
              "      <td>23.034400</td>\n",
              "      <td>72.512113</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>174</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Shakti Sandwich</td>\n",
              "      <td>23.032755</td>\n",
              "      <td>72.524599</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>175</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Sheeba Delicious</td>\n",
              "      <td>23.026350</td>\n",
              "      <td>72.525003</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>176</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Italian Junction</td>\n",
              "      <td>23.027020</td>\n",
              "      <td>72.509786</td>\n",
              "      <td>Italian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>177</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Southland Mansiwala</td>\n",
              "      <td>23.032516</td>\n",
              "      <td>72.525887</td>\n",
              "      <td>Indian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>178</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Jdp Tea Stall</td>\n",
              "      <td>23.025854</td>\n",
              "      <td>72.525159</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>179</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Qwiches</td>\n",
              "      <td>23.031611</td>\n",
              "      <td>72.509237</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>180</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Rajpath Restaurant</td>\n",
              "      <td>23.030286</td>\n",
              "      <td>72.508689</td>\n",
              "      <td>Diner</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>181</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>South Cafe - The Taste of Bengaluru</td>\n",
              "      <td>23.030565</td>\n",
              "      <td>72.526973</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>182</th>\n",
              "      <td>Satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>Sam's Pizza</td>\n",
              "      <td>23.029537</td>\n",
              "      <td>72.508535</td>\n",
              "      <td>American Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>183</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Ankur Crossroad</td>\n",
              "      <td>23.058802</td>\n",
              "      <td>72.555842</td>\n",
              "      <td>Food Court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>184</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Sankalp Restaurant</td>\n",
              "      <td>23.056408</td>\n",
              "      <td>72.553124</td>\n",
              "      <td>Vegetarian / Vegan Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Dinner Bell</td>\n",
              "      <td>23.045782</td>\n",
              "      <td>72.552200</td>\n",
              "      <td>Asian Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>186</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>R K EGGS</td>\n",
              "      <td>23.045420</td>\n",
              "      <td>72.551512</td>\n",
              "      <td>Restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>187</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>The Cafe Baraco</td>\n",
              "      <td>23.044394</td>\n",
              "      <td>72.550520</td>\n",
              "      <td>Café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>188</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Cafe alfresco</td>\n",
              "      <td>23.043825</td>\n",
              "      <td>72.550051</td>\n",
              "      <td>Bistro</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>189</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>Charbhuja Sandwich</td>\n",
              "      <td>23.058789</td>\n",
              "      <td>72.555533</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>190</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>anand sandwich</td>\n",
              "      <td>23.058630</td>\n",
              "      <td>72.555827</td>\n",
              "      <td>Sandwich Place</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>Naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>That Place</td>\n",
              "      <td>23.043262</td>\n",
              "      <td>72.549843</td>\n",
              "      <td>Diner</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>192 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       Borough  ...                 Venue Category\n",
              "0     Bodakdev  ...              Indian Restaurant\n",
              "1     Bodakdev  ...              Indian Restaurant\n",
              "2     Bodakdev  ...              Indian Restaurant\n",
              "3     Bodakdev  ...                    Pizza Place\n",
              "4     Bodakdev  ...                 Sandwich Place\n",
              "5     Bodakdev  ...                           Café\n",
              "6     Bodakdev  ...                           Café\n",
              "7     Bodakdev  ...  Vegetarian / Vegan Restaurant\n",
              "8     Bodakdev  ...           Fast Food Restaurant\n",
              "9     Bodakdev  ...              Indian Restaurant\n",
              "10    Bodakdev  ...              Indian Restaurant\n",
              "11    Bodakdev  ...                    Pizza Place\n",
              "12    Bodakdev  ...                           Café\n",
              "13    Bodakdev  ...              Indian Restaurant\n",
              "14    Bodakdev  ...              Indian Restaurant\n",
              "15    Bodakdev  ...                           Café\n",
              "16    Bodakdev  ...                           Café\n",
              "17    Bodakdev  ...             Italian Restaurant\n",
              "18    Bodakdev  ...                         Bakery\n",
              "19    Bodakdev  ...              Indian Restaurant\n",
              "20    Bodakdev  ...                    Pizza Place\n",
              "21    Bodakdev  ...                          Diner\n",
              "22    Bodakdev  ...              Indian Restaurant\n",
              "23    Bodakdev  ...                     Restaurant\n",
              "24    Bodakdev  ...                           Café\n",
              "25    Bodakdev  ...                     Restaurant\n",
              "26    Bodakdev  ...             Italian Restaurant\n",
              "27    Bodakdev  ...                     Food Court\n",
              "28    Bodakdev  ...              Indian Restaurant\n",
              "29    Bodakdev  ...                           Café\n",
              "..         ...  ...                            ...\n",
              "162  Satellite  ...                           Café\n",
              "163  Satellite  ...                         Bakery\n",
              "164  Satellite  ...                           Café\n",
              "165  Satellite  ...                           Café\n",
              "166  Satellite  ...  Vegetarian / Vegan Restaurant\n",
              "167  Satellite  ...                           Café\n",
              "168  Satellite  ...              Indian Restaurant\n",
              "169  Satellite  ...             Chinese Restaurant\n",
              "170  Satellite  ...              Indian Restaurant\n",
              "171  Satellite  ...              Indian Restaurant\n",
              "172  Satellite  ...                     Food Court\n",
              "173  Satellite  ...                           Café\n",
              "174  Satellite  ...                 Sandwich Place\n",
              "175  Satellite  ...              Indian Restaurant\n",
              "176  Satellite  ...             Italian Restaurant\n",
              "177  Satellite  ...              Indian Restaurant\n",
              "178  Satellite  ...                           Café\n",
              "179  Satellite  ...                           Café\n",
              "180  Satellite  ...                          Diner\n",
              "181  Satellite  ...                     Restaurant\n",
              "182  Satellite  ...            American Restaurant\n",
              "183  Naranpura  ...                     Food Court\n",
              "184  Naranpura  ...  Vegetarian / Vegan Restaurant\n",
              "185  Naranpura  ...               Asian Restaurant\n",
              "186  Naranpura  ...                     Restaurant\n",
              "187  Naranpura  ...                           Café\n",
              "188  Naranpura  ...                         Bistro\n",
              "189  Naranpura  ...                 Sandwich Place\n",
              "190  Naranpura  ...                 Sandwich Place\n",
              "191  Naranpura  ...                          Diner\n",
              "\n",
              "[192 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_NjCnmHwZdsQ",
        "colab_type": "code",
        "outputId": "3850d845-793e-4247-8d00-5bcbcf62e3b7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "abad_venues = abad_venues.apply(lambda x: x.str.lower() if(x.dtype == 'object') else x)\n",
        "abad_venues[(abad_venues.Venue == 'gwalia') & (abad_venues.Borough == 'prahlad nagar')].index[0]\n",
        "abad_venues.at[87, 'Venue'] = \"gwalia\"\n",
        "abad_venues[abad_venues['Venue'].str.contains(\"page\")]\n",
        "abad_venues.drop(abad_venues[(abad_venues.Venue == 'page one') & (abad_venues.Borough == 'satellite')].index, inplace=True)\n",
        "abad_venues.shape"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(191, 7)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hzh0Wb_1RPwC",
        "colab_type": "code",
        "outputId": "27c48846-8bd3-40e7-df5a-8d05ab3b0419",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362
        }
      },
      "source": [
        "sns.set(rc={'figure.figsize':(15,5)})\n",
        "sns.set(style=\"white\")\n",
        "category_plot = sns.barplot(x=abad_venues['Venue Category'].value_counts(), y=abad_venues['Venue Category'].value_counts().index, orient='h', color= '#58508d')\n",
        "category_plot.set(xlabel='No. of Restaurants', ylabel='Categories')\n",
        "category_plot"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fbc3f8a00b8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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wIBkZGTf82pdMCIvF2cmtzq4vIlf3XkJkXYcgIiIiIv+PEg1yVSkpKXUdgoiIiIiIiNwi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\nEREREZFSo0SDiIiIiIiIiJSa/wc69QWgNEFnUwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B1qNJw85NMui",
        "colab_type": "code",
        "outputId": "c6f87a53-5eb8-4c8e-c2a5-9a256d9a1d92",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362
        }
      },
      "source": [
        "venue_plot = sns.barplot(x=abad_venues.Borough.value_counts(), y=abad_venues.Borough.value_counts().index, orient='h',color= '#58508d')\n",
        "venue_plot.set(xlabel='No. of Restaurants', ylabel='Localities')\n",
        "venue_plot"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fbc3f8a08d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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A9RmmBN93331avXq1vvvuO23YsEHTp09XeHi4cnJytHz5cpnNZo0ZM0ZWq/Wa2wgNDVVc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\nAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dUnWVYQ-Qyok",
        "colab_type": "code",
        "outputId": "c36071f5-d76d-4427-aa9c-12a57331c6ac",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 634
        }
      },
      "source": [
        "branch_venues = abad_venues.Venue.value_counts()\n",
        "threshold = 1\n",
        "mask = branch_venues > threshold\n",
        "branch_venues = branch_venues.loc[mask]\n",
        "sns.set(rc={'figure.figsize':(15,10)})\n",
        "\n",
        "name_plot = sns.barplot(x=branch_venues, y=branch_venues.index, orient='h',color= '#58508d')\n",
        "name_plot.set(xlabel='No. of Branches', ylabel='Restaurants')\n",
        "name_plot"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fbc3ca27240>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Up04dmUwmxcTE3HS+2+kDAAAAALh9FEWA66hfv77efvttDR8+XP7+/jp79qwcHR1VvXp1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            "text/plain": [
              "<Figure size 1080x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zJddQi1FtaaO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "abad_cat = pd.get_dummies(abad_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
        "abad_cat['Borough'] = abad_venues['Borough']\n",
        "fixed_columns = [abad_cat.columns[-1]] + list(abad_cat.columns[:-1])\n",
        "abad_cat = abad_cat[fixed_columns]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BAevPhaqtz4h",
        "colab_type": "code",
        "outputId": "973c83d6-e0c0-4f26-8a97-6f8eae6d26e5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 435
        }
      },
      "source": [
        "abad_grouped = abad_cat.groupby('Borough').mean().reset_index()\n",
        "abad_grouped"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<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",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Borough</th>\n",
              "      <th>american restaurant</th>\n",
              "      <th>asian restaurant</th>\n",
              "      <th>bakery</th>\n",
              "      <th>bbq joint</th>\n",
              "      <th>bistro</th>\n",
              "      <th>breakfast spot</th>\n",
              "      <th>café</th>\n",
              "      <th>chinese restaurant</th>\n",
              "      <th>diner</th>\n",
              "      <th>donut shop</th>\n",
              "      <th>falafel restaurant</th>\n",
              "      <th>fast food restaurant</th>\n",
              "      <th>food</th>\n",
              "      <th>food court</th>\n",
              "      <th>food truck</th>\n",
              "      <th>gujarati restaurant</th>\n",
              "      <th>indian restaurant</th>\n",
              "      <th>italian restaurant</th>\n",
              "      <th>mediterranean restaurant</th>\n",
              "      <th>mexican restaurant</th>\n",
              "      <th>pizza place</th>\n",
              "      <th>restaurant</th>\n",
              "      <th>sandwich place</th>\n",
              "      <th>snack place</th>\n",
              "      <th>vegetarian / vegan restaurant</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>bodakdev</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.029412</td>\n",
              "      <td>0.00</td>\n",
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              "      <td>0.088235</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.029412</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>bopal</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
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              "      <td>0.250000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>chandkheda</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
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              "      <td>0.000000</td>\n",
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              "      <td>0.000000</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.111111</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.111111</td>\n",
              "      <td>0.222222</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.111111</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>navrangpura</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.064516</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.193548</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.032258</td>\n",
              "      <td>0.096774</td>\n",
              "      <td>0.032258</td>\n",
              "      <td>0.064516</td>\n",
              "      <td>0.032258</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.258065</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.096774</td>\n",
              "      <td>0.032258</td>\n",
              "      <td>0.032258</td>\n",
              "      <td>0.064516</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>paldi</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.117647</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.176471</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.117647</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.235294</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.058824</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.117647</td>\n",
              "      <td>0.058824</td>\n",
              "      <td>0.117647</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>prahlad nagar</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.080000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.040000</td>\n",
              "      <td>0.120000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.120000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.200000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.040000</td>\n",
              "      <td>0.080000</td>\n",
              "      <td>0.080000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.120000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>satellite</td>\n",
              "      <td>0.033333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.033333</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.300000</td>\n",
              "      <td>0.033333</td>\n",
              "      <td>0.033333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.033333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.300000</td>\n",
              "      <td>0.033333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.033333</td>\n",
              "      <td>0.066667</td>\n",
              "      <td>0.033333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.066667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>thaltej</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.083333</td>\n",
              "      <td>0.083333</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>0.083333</td>\n",
              "      <td>0.083333</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.083333</td>\n",
              "      <td>0.083333</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>vastrapur</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.037037</td>\n",
              "      <td>0.037037</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.037037</td>\n",
              "      <td>0.259259</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.037037</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.074074</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.037037</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.111111</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.111111</td>\n",
              "      <td>0.111111</td>\n",
              "      <td>0.074074</td>\n",
              "      <td>0.037037</td>\n",
              "      <td>0.037037</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Borough  ...  vegetarian / vegan restaurant\n",
              "0       bodakdev  ...                       0.029412\n",
              "1          bopal  ...                       0.000000\n",
              "2     chandkheda  ...                       0.000000\n",
              "3      naranpura  ...                       0.111111\n",
              "4    navrangpura  ...                       0.000000\n",
              "5          paldi  ...                       0.117647\n",
              "6  prahlad nagar  ...                       0.120000\n",
              "7      satellite  ...                       0.066667\n",
              "8        thaltej  ...                       0.000000\n",
              "9      vastrapur  ...                       0.037037\n",
              "\n",
              "[10 rows x 26 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f3cutm_f0XzS",
        "colab_type": "code",
        "outputId": "08cf52f0-c789-4707-b397-0093b4f2758e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 397
        }
      },
      "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]\n",
        "\n",
        "num_top_venues = 10\n",
        "\n",
        "indicators = ['st', 'nd', 'rd']\n",
        "\n",
        "# create columns according to number of top venues\n",
        "columns = ['Borough']\n",
        "for 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\n",
        "abad_venues_sorted = pd.DataFrame(columns=columns)\n",
        "abad_venues_sorted['Borough'] = abad_grouped['Borough']\n",
        "\n",
        "for ind in np.arange(abad_grouped.shape[0]):\n",
        "    abad_venues_sorted.iloc[ind, 1:] = return_most_common_venues(abad_grouped.iloc[ind, :], num_top_venues)\n",
        "\n",
        "abad_venues_sorted.head()"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Borough</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>bodakdev</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>café</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>diner</td>\n",
              "      <td>italian restaurant</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>bakery</td>\n",
              "      <td>food court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>bopal</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>gujarati restaurant</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>falafel restaurant</td>\n",
              "      <td>asian restaurant</td>\n",
              "      <td>bakery</td>\n",
              "      <td>bbq joint</td>\n",
              "      <td>bistro</td>\n",
              "      <td>breakfast spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>chandkheda</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>falafel restaurant</td>\n",
              "      <td>asian restaurant</td>\n",
              "      <td>bakery</td>\n",
              "      <td>bbq joint</td>\n",
              "      <td>bistro</td>\n",
              "      <td>breakfast spot</td>\n",
              "      <td>café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>asian restaurant</td>\n",
              "      <td>bistro</td>\n",
              "      <td>café</td>\n",
              "      <td>food court</td>\n",
              "      <td>diner</td>\n",
              "      <td>falafel restaurant</td>\n",
              "      <td>bakery</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>navrangpura</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>café</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>fast food restaurant</td>\n",
              "      <td>bakery</td>\n",
              "      <td>food court</td>\n",
              "      <td>snack place</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>food truck</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       Borough  ... 10th Most Common Venue\n",
              "0     bodakdev  ...             food court\n",
              "1        bopal  ...         breakfast spot\n",
              "2   chandkheda  ...                   café\n",
              "3    naranpura  ...                 bakery\n",
              "4  navrangpura  ...             food truck\n",
              "\n",
              "[5 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2TavtIhO22G_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Sum_of_squared_distances = []\n",
        "abad_grp_cluster = abad_grouped.drop('Borough', 1)\n",
        "K = range(1,10)\n",
        "for k in K:\n",
        "    km = KMeans(n_clusters=k, random_state=0)\n",
        "    km = km.fit(abad_grp_cluster)\n",
        "    Sum_of_squared_distances.append(km.inertia_)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ELQG0-eCi4ri",
        "colab_type": "code",
        "outputId": "b2ce9404-e603-4deb-e9e9-c626df0208b0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362
        }
      },
      "source": [
        "sns.set(rc={'figure.figsize':(15,5)})\n",
        "sns.set(style=\"white\")\n",
        "kmeans_plot = sns.lineplot(x=K, y=Sum_of_squared_distances,color= '#58508d')\n",
        "kmeans_plot.set(xlabel='Values of K', ylabel='Sum of Squared distances')\n",
        "kmeans_plot"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fbc3c326320>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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bZmtEoNIzm03qcMuNatG6jmZ+tlwL5m3Q8qXb1btvC918y41ycjI7OiIAAAAq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\nJQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "k1b1UbSDjbs6",
        "colab_type": "code",
        "outputId": "4ede5b56-7339-43cb-faa5-9e2eac535f1e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "k = 3\n",
        "\n",
        "kmeans = KMeans(n_clusters=k, random_state=0).fit(abad_grp_cluster)\n",
        "\n",
        "kmeans.labels_[0:9]"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 2, 1, 0, 0, 0, 0, 0, 0], dtype=int32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5db2WIXCnyKG",
        "colab_type": "code",
        "outputId": "5db0d522-0fbd-46d2-fd87-e7f15c825344",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 748
        }
      },
      "source": [
        "# del abad_venues_sorted['Cluster Labels']\n",
        "abad_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
        "\n",
        "abad_merged = abad_df.apply(lambda x: x.str.lower() if(x.dtype == 'object') else x)\n",
        "abad_merged = abad_merged.join(abad_venues_sorted.set_index('Borough'), on='Borough')\n",
        "abad_merged"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Borough</th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</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>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>0</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>café</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>diner</td>\n",
              "      <td>italian restaurant</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>bakery</td>\n",
              "      <td>food court</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>thaltej</td>\n",
              "      <td>23.0497</td>\n",
              "      <td>72.5117</td>\n",
              "      <td>0</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>café</td>\n",
              "      <td>diner</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>mediterranean restaurant</td>\n",
              "      <td>italian restaurant</td>\n",
              "      <td>bistro</td>\n",
              "      <td>breakfast spot</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>vastrapur</td>\n",
              "      <td>23.0350</td>\n",
              "      <td>72.5293</td>\n",
              "      <td>0</td>\n",
              "      <td>café</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>fast food restaurant</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>asian restaurant</td>\n",
              "      <td>bakery</td>\n",
              "      <td>breakfast spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>prahlad nagar</td>\n",
              "      <td>23.0120</td>\n",
              "      <td>72.5108</td>\n",
              "      <td>0</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>café</td>\n",
              "      <td>fast food restaurant</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>bakery</td>\n",
              "      <td>bbq joint</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>mexican restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>navrangpura</td>\n",
              "      <td>23.0365</td>\n",
              "      <td>72.5611</td>\n",
              "      <td>0</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>café</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>fast food restaurant</td>\n",
              "      <td>bakery</td>\n",
              "      <td>food court</td>\n",
              "      <td>snack place</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>food truck</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>paldi</td>\n",
              "      <td>23.0112</td>\n",
              "      <td>72.5631</td>\n",
              "      <td>0</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>fast food restaurant</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>food truck</td>\n",
              "      <td>café</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>snack place</td>\n",
              "      <td>diner</td>\n",
              "      <td>asian restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>chandkheda</td>\n",
              "      <td>23.1091</td>\n",
              "      <td>72.5849</td>\n",
              "      <td>1</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>falafel restaurant</td>\n",
              "      <td>asian restaurant</td>\n",
              "      <td>bakery</td>\n",
              "      <td>bbq joint</td>\n",
              "      <td>bistro</td>\n",
              "      <td>breakfast spot</td>\n",
              "      <td>café</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>bopal</td>\n",
              "      <td>23.0337</td>\n",
              "      <td>72.4634</td>\n",
              "      <td>2</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>gujarati restaurant</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>falafel restaurant</td>\n",
              "      <td>asian restaurant</td>\n",
              "      <td>bakery</td>\n",
              "      <td>bbq joint</td>\n",
              "      <td>bistro</td>\n",
              "      <td>breakfast spot</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>0</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>café</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>bakery</td>\n",
              "      <td>chinese restaurant</td>\n",
              "      <td>diner</td>\n",
              "      <td>food court</td>\n",
              "      <td>american restaurant</td>\n",
              "      <td>italian restaurant</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>0</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>asian restaurant</td>\n",
              "      <td>bistro</td>\n",
              "      <td>café</td>\n",
              "      <td>food court</td>\n",
              "      <td>diner</td>\n",
              "      <td>falafel restaurant</td>\n",
              "      <td>bakery</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Borough      Lat  ...  9th Most Common Venue         10th Most Common Venue\n",
              "0       bodakdev  23.0387  ...                 bakery                     food court\n",
              "1        thaltej  23.0497  ...         breakfast spot  vegetarian / vegan restaurant\n",
              "2      vastrapur  23.0350  ...                 bakery                 breakfast spot\n",
              "3  prahlad nagar  23.0120  ...            pizza place             mexican restaurant\n",
              "4    navrangpura  23.0365  ...             restaurant                     food truck\n",
              "5          paldi  23.0112  ...                  diner               asian restaurant\n",
              "6     chandkheda  23.1091  ...         breakfast spot                           café\n",
              "7          bopal  23.0337  ...                 bistro                 breakfast spot\n",
              "8      satellite  23.0301  ...    american restaurant             italian restaurant\n",
              "9      naranpura  23.0522  ...     falafel restaurant                         bakery\n",
              "\n",
              "[10 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xqLkTu8prGLO",
        "colab_type": "code",
        "outputId": "d4e3f954-84f4-49dc-852a-c6e6c089d333",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 755
        }
      },
      "source": [
        "map_clusters = folium.Map(location=[abad_lat, abad_lng], zoom_start=12)\n",
        "x = np.arange(k)\n",
        "ys = [i + x + (i*x)**2 for i in range(k)]\n",
        "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
        "rainbow = ['red', 'purple', 'blue']\n",
        "markers_colors = []\n",
        "for lat, lon, poi, cluster in zip(abad_merged['Lat'], abad_merged['Long'], abad_merged['Borough'], abad_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[cluster-1],\n",
        "        fill=True,\n",
        "        fill_color=rainbow[cluster-1],\n",
        "        fill_opacity=0.7).add_to(map_clusters)\n",
        "       \n",
        "map_clusters"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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    </style>
</head>
<body>    
    
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</body>
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}
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            var popup_7c40d4782ce242b89ac0667429452193 = L.popup({maxWidth: '100%'
            
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                var html_15cf48fc637148e381030cda6a429364 = $(`<div id="html_15cf48fc637148e381030cda6a429364" style="width: 100.0%; height: 100.0%;">naranpura Cluster 0</div>`)[0];
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7fbc3c739940>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aGOWlpnttodt",
        "colab_type": "code",
        "outputId": "f1fa2327-6ab4-4a82-c827-388cf0e190fb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "def set_cluster_labels(row):\n",
        "  if row['Borough'] == \"bodakdev\" or row['Borough'] == \"thaltej\" or row['Borough'] == \"vastrapur\" or row['Borough'] == \"prahlad nagar\" or row['Borough'] == \"navrangpura\" or row['Borough'] == \"paldi\" or row['Borough'] == \"satellite\" or row['Borough'] == \"naranpura\" :\n",
        "    return 0\n",
        "  if row['Borough'] == \"bopal\":\n",
        "    return 2\n",
        "  if row['Borough'] == \"chandkheda\":\n",
        "    return 1\n",
        "  \n",
        "abad_venues['Cluster Labels'] = abad_venues.apply(lambda row: set_cluster_labels(row), axis=1)\n",
        "abad_venues"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
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              "\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Borough</th>\n",
              "      <th>Borough Latitude</th>\n",
              "      <th>Borough Longitude</th>\n",
              "      <th>Venue</th>\n",
              "      <th>Venue Latitude</th>\n",
              "      <th>Venue Longitude</th>\n",
              "      <th>Venue Category</th>\n",
              "      <th>Cluster Labels</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>mad by tomatos</td>\n",
              "      <td>23.040277</td>\n",
              "      <td>72.512255</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>atithi</td>\n",
              "      <td>23.038102</td>\n",
              "      <td>72.513375</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>gordhan thal</td>\n",
              "      <td>23.035955</td>\n",
              "      <td>72.510946</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>pizza hut</td>\n",
              "      <td>23.040032</td>\n",
              "      <td>72.513010</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>subway</td>\n",
              "      <td>23.038234</td>\n",
              "      <td>72.512828</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>danny's</td>\n",
              "      <td>23.035444</td>\n",
              "      <td>72.510566</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>mocha</td>\n",
              "      <td>23.031982</td>\n",
              "      <td>72.511358</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>honest pav bhaji</td>\n",
              "      <td>23.038429</td>\n",
              "      <td>72.512459</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>choice snack bar</td>\n",
              "      <td>23.038196</td>\n",
              "      <td>72.513026</td>\n",
              "      <td>fast food restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>gormoh restaurant</td>\n",
              "      <td>23.036596</td>\n",
              "      <td>72.516340</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>sankalp</td>\n",
              "      <td>23.035722</td>\n",
              "      <td>72.509769</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>fozzies pizzaiolo</td>\n",
              "      <td>23.033142</td>\n",
              "      <td>72.509874</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>cafe coffee day</td>\n",
              "      <td>23.037685</td>\n",
              "      <td>72.514302</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>curries</td>\n",
              "      <td>23.035726</td>\n",
              "      <td>72.510141</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>faaso's</td>\n",
              "      <td>23.037179</td>\n",
              "      <td>72.515405</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>cafe piano</td>\n",
              "      <td>23.042585</td>\n",
              "      <td>72.514386</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>soul square</td>\n",
              "      <td>23.033992</td>\n",
              "      <td>72.512246</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>la feasta</td>\n",
              "      <td>23.036200</td>\n",
              "      <td>72.509154</td>\n",
              "      <td>italian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>oven magic</td>\n",
              "      <td>23.035535</td>\n",
              "      <td>72.519122</td>\n",
              "      <td>bakery</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>mirch masala</td>\n",
              "      <td>23.045045</td>\n",
              "      <td>72.506897</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>little italy</td>\n",
              "      <td>23.032606</td>\n",
              "      <td>72.508154</td>\n",
              "      <td>pizza place</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>avalon</td>\n",
              "      <td>23.045013</td>\n",
              "      <td>72.506873</td>\n",
              "      <td>diner</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>the grand bhagwati hotel ahmedabad</td>\n",
              "      <td>23.031391</td>\n",
              "      <td>72.514420</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>1944 - havmor</td>\n",
              "      <td>23.037893</td>\n",
              "      <td>72.511360</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>huber &amp; holly</td>\n",
              "      <td>23.038358</td>\n",
              "      <td>72.512328</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>sizzante sizzlers &amp; more</td>\n",
              "      <td>23.039229</td>\n",
              "      <td>72.509294</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>amazo</td>\n",
              "      <td>23.039814</td>\n",
              "      <td>72.509214</td>\n",
              "      <td>italian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>ras ranjan</td>\n",
              "      <td>23.033303</td>\n",
              "      <td>72.512490</td>\n",
              "      <td>food court</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>meridian chimney</td>\n",
              "      <td>23.041405</td>\n",
              "      <td>72.506649</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>bodakdev</td>\n",
              "      <td>23.0387</td>\n",
              "      <td>72.5119</td>\n",
              "      <td>chocolate room</td>\n",
              "      <td>23.031460</td>\n",
              "      <td>72.512600</td>\n",
              "      <td>café</td>\n",
              "      <td>0</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>162</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>soul square</td>\n",
              "      <td>23.033992</td>\n",
              "      <td>72.512246</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>163</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>oven magic</td>\n",
              "      <td>23.035535</td>\n",
              "      <td>72.519122</td>\n",
              "      <td>bakery</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>164</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>shambhu's coffee bar</td>\n",
              "      <td>23.029057</td>\n",
              "      <td>72.508353</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>165</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>cafe coffee day</td>\n",
              "      <td>23.037685</td>\n",
              "      <td>72.514302</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>166</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>gwalia</td>\n",
              "      <td>23.033031</td>\n",
              "      <td>72.524500</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>167</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>cafe coffee day</td>\n",
              "      <td>23.032010</td>\n",
              "      <td>72.524365</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>168</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>the grand bhagwati hotel ahmedabad</td>\n",
              "      <td>23.031391</td>\n",
              "      <td>72.514420</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>mainland china</td>\n",
              "      <td>23.026714</td>\n",
              "      <td>72.509812</td>\n",
              "      <td>chinese restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>170</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>hyderabadi biryani</td>\n",
              "      <td>23.032220</td>\n",
              "      <td>72.511134</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>171</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>global desi tadka</td>\n",
              "      <td>23.026803</td>\n",
              "      <td>72.509855</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>172</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>ras ranjan</td>\n",
              "      <td>23.033303</td>\n",
              "      <td>72.512490</td>\n",
              "      <td>food court</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>173</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>zencafe</td>\n",
              "      <td>23.034400</td>\n",
              "      <td>72.512113</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>174</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>shakti sandwich</td>\n",
              "      <td>23.032755</td>\n",
              "      <td>72.524599</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>175</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>sheeba delicious</td>\n",
              "      <td>23.026350</td>\n",
              "      <td>72.525003</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>176</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>italian junction</td>\n",
              "      <td>23.027020</td>\n",
              "      <td>72.509786</td>\n",
              "      <td>italian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>177</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>southland mansiwala</td>\n",
              "      <td>23.032516</td>\n",
              "      <td>72.525887</td>\n",
              "      <td>indian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>178</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>jdp tea stall</td>\n",
              "      <td>23.025854</td>\n",
              "      <td>72.525159</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>179</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>qwiches</td>\n",
              "      <td>23.031611</td>\n",
              "      <td>72.509237</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>180</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>rajpath restaurant</td>\n",
              "      <td>23.030286</td>\n",
              "      <td>72.508689</td>\n",
              "      <td>diner</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>181</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>south cafe - the taste of bengaluru</td>\n",
              "      <td>23.030565</td>\n",
              "      <td>72.526973</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>182</th>\n",
              "      <td>satellite</td>\n",
              "      <td>23.0301</td>\n",
              "      <td>72.5178</td>\n",
              "      <td>sam's pizza</td>\n",
              "      <td>23.029537</td>\n",
              "      <td>72.508535</td>\n",
              "      <td>american restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>183</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>ankur crossroad</td>\n",
              "      <td>23.058802</td>\n",
              "      <td>72.555842</td>\n",
              "      <td>food court</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>184</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>sankalp restaurant</td>\n",
              "      <td>23.056408</td>\n",
              "      <td>72.553124</td>\n",
              "      <td>vegetarian / vegan restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>dinner bell</td>\n",
              "      <td>23.045782</td>\n",
              "      <td>72.552200</td>\n",
              "      <td>asian restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>186</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>r k eggs</td>\n",
              "      <td>23.045420</td>\n",
              "      <td>72.551512</td>\n",
              "      <td>restaurant</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>187</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>the cafe baraco</td>\n",
              "      <td>23.044394</td>\n",
              "      <td>72.550520</td>\n",
              "      <td>café</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>188</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>cafe alfresco</td>\n",
              "      <td>23.043825</td>\n",
              "      <td>72.550051</td>\n",
              "      <td>bistro</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>189</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>charbhuja sandwich</td>\n",
              "      <td>23.058789</td>\n",
              "      <td>72.555533</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>190</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>anand sandwich</td>\n",
              "      <td>23.058630</td>\n",
              "      <td>72.555827</td>\n",
              "      <td>sandwich place</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>naranpura</td>\n",
              "      <td>23.0522</td>\n",
              "      <td>72.5497</td>\n",
              "      <td>that place</td>\n",
              "      <td>23.043262</td>\n",
              "      <td>72.549843</td>\n",
              "      <td>diner</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>191 rows × 8 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       Borough  Borough Latitude  ...                 Venue Category Cluster Labels\n",
              "0     bodakdev           23.0387  ...              indian restaurant              0\n",
              "1     bodakdev           23.0387  ...              indian restaurant              0\n",
              "2     bodakdev           23.0387  ...              indian restaurant              0\n",
              "3     bodakdev           23.0387  ...                    pizza place              0\n",
              "4     bodakdev           23.0387  ...                 sandwich place              0\n",
              "5     bodakdev           23.0387  ...                           café              0\n",
              "6     bodakdev           23.0387  ...                           café              0\n",
              "7     bodakdev           23.0387  ...  vegetarian / vegan restaurant              0\n",
              "8     bodakdev           23.0387  ...           fast food restaurant              0\n",
              "9     bodakdev           23.0387  ...              indian restaurant              0\n",
              "10    bodakdev           23.0387  ...              indian restaurant              0\n",
              "11    bodakdev           23.0387  ...                    pizza place              0\n",
              "12    bodakdev           23.0387  ...                           café              0\n",
              "13    bodakdev           23.0387  ...              indian restaurant              0\n",
              "14    bodakdev           23.0387  ...              indian restaurant              0\n",
              "15    bodakdev           23.0387  ...                           café              0\n",
              "16    bodakdev           23.0387  ...                           café              0\n",
              "17    bodakdev           23.0387  ...             italian restaurant              0\n",
              "18    bodakdev           23.0387  ...                         bakery              0\n",
              "19    bodakdev           23.0387  ...              indian restaurant              0\n",
              "20    bodakdev           23.0387  ...                    pizza place              0\n",
              "21    bodakdev           23.0387  ...                          diner              0\n",
              "22    bodakdev           23.0387  ...              indian restaurant              0\n",
              "23    bodakdev           23.0387  ...                     restaurant              0\n",
              "24    bodakdev           23.0387  ...                           café              0\n",
              "25    bodakdev           23.0387  ...                     restaurant              0\n",
              "26    bodakdev           23.0387  ...             italian restaurant              0\n",
              "27    bodakdev           23.0387  ...                     food court              0\n",
              "28    bodakdev           23.0387  ...              indian restaurant              0\n",
              "29    bodakdev           23.0387  ...                           café              0\n",
              "..         ...               ...  ...                            ...            ...\n",
              "162  satellite           23.0301  ...                           café              0\n",
              "163  satellite           23.0301  ...                         bakery              0\n",
              "164  satellite           23.0301  ...                           café              0\n",
              "165  satellite           23.0301  ...                           café              0\n",
              "166  satellite           23.0301  ...  vegetarian / vegan restaurant              0\n",
              "167  satellite           23.0301  ...                           café              0\n",
              "168  satellite           23.0301  ...              indian restaurant              0\n",
              "169  satellite           23.0301  ...             chinese restaurant              0\n",
              "170  satellite           23.0301  ...              indian restaurant              0\n",
              "171  satellite           23.0301  ...              indian restaurant              0\n",
              "172  satellite           23.0301  ...                     food court              0\n",
              "173  satellite           23.0301  ...                           café              0\n",
              "174  satellite           23.0301  ...                 sandwich place              0\n",
              "175  satellite           23.0301  ...              indian restaurant              0\n",
              "176  satellite           23.0301  ...             italian restaurant              0\n",
              "177  satellite           23.0301  ...              indian restaurant              0\n",
              "178  satellite           23.0301  ...                           café              0\n",
              "179  satellite           23.0301  ...                           café              0\n",
              "180  satellite           23.0301  ...                          diner              0\n",
              "181  satellite           23.0301  ...                     restaurant              0\n",
              "182  satellite           23.0301  ...            american restaurant              0\n",
              "183  naranpura           23.0522  ...                     food court              0\n",
              "184  naranpura           23.0522  ...  vegetarian / vegan restaurant              0\n",
              "185  naranpura           23.0522  ...               asian restaurant              0\n",
              "186  naranpura           23.0522  ...                     restaurant              0\n",
              "187  naranpura           23.0522  ...                           café              0\n",
              "188  naranpura           23.0522  ...                         bistro              0\n",
              "189  naranpura           23.0522  ...                 sandwich place              0\n",
              "190  naranpura           23.0522  ...                 sandwich place              0\n",
              "191  naranpura           23.0522  ...                          diner              0\n",
              "\n",
              "[191 rows x 8 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qksRqo_T8aMC",
        "colab_type": "code",
        "outputId": "4b28565d-0290-4a28-98e7-30341dc5445f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 755
        }
      },
      "source": [
        "map_clusters = folium.Map(location=[abad_lat, abad_lng], zoom_start=12)\n",
        "\n",
        "def colormarker(cluster):\n",
        "   if cluster == 0:\n",
        "     return'red' \n",
        "   elif cluster == 1:\n",
        "     return 'purple'\n",
        "   else:\n",
        "     return 'blue'\n",
        "    \n",
        "abad_venues['Cluster Labels'].value_counts()\n",
        "for lat, lon, poi, cluster in zip(abad_venues['Venue Latitude'], abad_venues['Venue Longitude'], abad_venues['Venue'], abad_venues['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=colormarker(cluster),\n",
        "        fill=True,\n",
        "        fill_color=colormarker(cluster),\n",
        "        fill_opacity=0.7).add_to(map_clusters)\n",
        "       \n",
        "map_clusters"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "execute_result",
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            var popup_a39857cc33854f81b54b0de52cfa51a3 = L.popup({maxWidth: '100%'
            
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                .addTo(map_b47876b6d8b8478786b54ca93adda2fe);
            
    
            var popup_e6a0d91023db4bc09f20903f471d514a = L.popup({maxWidth: '100%'
            
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                var html_87cad2da824642ff86e189e9118761b0 = $(`<div id="html_87cad2da824642ff86e189e9118761b0" style="width: 100.0%; height: 100.0%;">that place Cluster 0</div>`)[0];
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7fbc35d56860>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "42QNgE0DH7Ly",
        "colab_type": "code",
        "outputId": "cb063ed5-e09f-4d0e-a9eb-77940d2e2fef",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 518
        }
      },
      "source": [
        "sns.set(rc={'figure.figsize':(15,5)})\n",
        "sns.set(style=\"white\")\n",
        "\n",
        "cluster_0 = abad_venues.loc[abad_venues['Cluster Labels'] == 0]\n",
        "clust_cat_plot = sns.barplot(x=cluster_0['Venue Category'].value_counts().index, y=cluster_0['Venue Category'].value_counts(), data=cluster_0)\n",
        "clust_cat_plot.set(xlabel='Categories', ylabel='Count')\n",
        "for item in clust_cat_plot.get_xticklabels():\n",
        "    item.set_rotation(90)\n",
        "clust_cat_plot"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fbc363fc7f0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 55
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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yRB999JGOHTump59+2n+8UqVKxu++JiYm6r777lODBg0cUfAsW7ZMy5Yt0y+/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\nYII=\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mVvS_nlCaZte",
        "colab_type": "code",
        "outputId": "1f6796b2-f803-434d-9a19-c2a1fbe17c67",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362
        }
      },
      "source": [
        "sns.set(rc={'figure.figsize':(15,5)})\n",
        "sns.set(style=\"white\")\n",
        "cluster_1 = abad_venues.loc[abad_venues['Cluster Labels'] == 1]\n",
        "\n",
        "clust1_cat_plot = sns.barplot(x=cluster_1['Venue Category'].value_counts().index, y=cluster_1['Venue Category'].value_counts(), data=cluster_1)\n",
        "clust1_cat_plot.set(xlabel='Categories', ylabel='Count')\n",
        "clust1_cat_plot"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fbc3aa4d978>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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AnasiUVhdXZ0VK1akoaEhVVVVaWhoyMqVK1NdXd20ZtWqVXn++edz1llnJUlefvnlFEWR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\nAJSYKAQAACix/wdqvNN6YHH3ewAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4muUY3kGcvhP",
        "colab_type": "code",
        "outputId": "b6c2b338-4ae3-4dc5-d8fd-7a63e9adbf61",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 525
        }
      },
      "source": [
        "sns.set(rc={'figure.figsize':(15,8)})\n",
        "sns.set(style=\"white\")\n",
        "cluster_2 = abad_venues.loc[abad_venues['Cluster Labels'] == 2]\n",
        "\n",
        "clust2_cat_plot = sns.barplot(x=cluster_2['Venue Category'].value_counts().index, y=cluster_2['Venue Category'].value_counts(), data=cluster_2)\n",
        "clust2_cat_plot.set(xlabel='Categories', ylabel='Count')\n",
        "clust2_cat_plot"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fbc3a9cb358>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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CEQAAgEKCEQAAgEKCEQAAgEKCEQAAgEKCEQAAgEKCEQAAgEKCEQAAgEKCEQAA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\nRK5CYII=\n",
            "text/plain": [
              "<Figure size 1080x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2sSIv_hGc6dI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}