Bharani_Coursera_Capstone_Project_Assignmnent.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <center>BATTLE OF NEIGHBOURHOODS - CHENNAI</center>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Table of Contents\n",
    "\n",
    "* [Introduction_Problem_Statement](#Introduction_Problem_Statement)\n",
    "\n",
    "* [Data_Procurement](#Data_Procurement)\n",
    "\n",
    "* [Data_Wrangling](#Data_Wrangling)\n",
    "\n",
    "* [Data_Analysis](#Data_Analysis)\n",
    "\n",
    "* [Results_&_Discussion](#Results_&_Discussion)\n",
    "\n",
    "* [Conclusion](#Conclusion)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction Problem Statement <a class=\"anchor\" id=\"Introduction_Problem_Statement\"></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Chennai is one of the biggest cities in India with a population of close to 10 million people. The city is known for its rich and varied culture and different cuisines. The most common cuisines of Chennai include - South Indian, North Indian, Asian, Seafood, Middle eastern, Thai, Italian, Continental, etc...\n",
    "\n",
    "Chennai is one of the most visited place in India and is a favourite among tourists as the city offers just about everything to the incomer. The main purpose of this Notebook Assignment is to help a new visitor to the city with eating options which is not too pricey as well as with good quality. We will look upon a range of restaurants and suggest the best to the visitor through this project."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Lets Start !!!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Procurement <a class=\"anchor\" id=\"Data_Procurement\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Data that is needed for this project is obtained via Four Square APIs and Zomata APIs. Ok, You might be wondering what is Four Square and Zomato. Let me explain "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### FOUR SQUARE "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Foursquare is a popular social location service that allows users to explore the world around them. Users can access the application on to their mobile phones and when ever they visit a place and then \"check in\", this sends a notification to their friends who are also connected with the person using the app. This way the users get to access lot of unknown places which in turn helps people to visit the place"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ZOMATO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Zomato is one of the largest food delivery and restaurant aggregator which helps users to identify restaurants of their choice given the choice of food they would want to eat at a given particular time of the day. It has grown leaps and bounds since it started in the year 2008 and has its service across India on all major cities."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Four Square APIs - \n",
    "we will be capturing a list of places from the Chennai Lat and Chennai long within the circle of radius 5 kms.\n",
    "\n",
    "##### Zomato APIs - \n",
    "We will be capturing a list of restaurants from the Chennai Lat and Chennai long within the circle of radius 5 kms with complete address, price and ratings. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once we are done with collecting the data, we will merge the data and remove redundancies and use that as the pandas dataframe for further analysis. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1) importing necessary librararies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from geopy.geocoders import Nominatim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2) getting the chennai latitude and longitude using geolocator object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Chennai are 13.0836939, 80.270186.\n"
     ]
    }
   ],
   "source": [
    "address = 'Chennai'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"ny_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Chennai are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3) viewing the map via folium\n",
    "\n",
    "What is Folium: Folium is an inbuilt library that can be called upon to visualize the manipulated data on a leaflet map. Folium's map function requires location details (lat, long) and the zoom level.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=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 onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x28662ac5eb0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chennai_map = folium.Map(location = [latitude, longitude], zoom_start = 13)\n",
    "folium.Marker([latitude, longitude]).add_to(chennai_map)\n",
    "chennai_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4) FourSquare API Data:\n",
    "\n",
    "Foursquare needs certain details like Client Id, Client Secret ID, radius with in which you need the venue details, number of venues and the version as parameters. \n",
    "\n",
    "Among these, \n",
    "* Client ID and Client Secret ID can be generated by creating a Foursquare account. \n",
    "* number of venues is an integer number which is typically greater than 0.\n",
    "* version is nothing but todays date in YYYYMMDD format. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Client Id\n",
    "# Z4YYMMFU4R5ATYFWLTFCTAZOA5JSATDBYUVAMUKZHUQRUMKX\n",
    "\n",
    "# Client Secret\n",
    "# Y4GXGW2V0L1SQB1TL4TBAYZNKTNNS3OCEUSI2ZVX11GI4NB1\n",
    "\n",
    "foursquare_clientid = 'Z4YYMMFU4R5ATYFWLTFCTAZOA5JSATDBYUVAMUKZHUQRUMKX'\n",
    "foursquare_clientsecret = 'Y4GXGW2V0L1SQB1TL4TBAYZNKTNNS3OCEUSI2ZVX11GI4NB1'\n",
    "radius = 5000 # 4 Km\n",
    "no_of_venues = 100\n",
    "version = '20210112' # Current date"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5) Get Category Type for the venues obtained through the function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_category_type(row):\n",
    "    try:\n",
    "        categories_list = row['categories']\n",
    "    except:\n",
    "        categories_list = row['venue.categories']\n",
    "        \n",
    "    if len(categories_list) == 0:\n",
    "        return None\n",
    "    else:\n",
    "        return categories_list[0]['name']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 6) Fire the Foursquare API and get the venues around 5 km from the chennai lat and long"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "from pandas import json_normalize\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total 90 venues fetched within a total radius of 5.0 Km\n",
      "\n",
      "Total 90 venues fetched\n"
     ]
    }
   ],
   "source": [
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "offset = 0\n",
    "total_venues = 0\n",
    "foursquare_venues = pd.DataFrame(columns = ['name', 'categories', 'lat', 'lng'])\n",
    "\n",
    "while (True):\n",
    "    url = ('https://api.foursquare.com/v2/venues/explore?client_id={}'\n",
    "           '&client_secret={}&v={}&ll={},{}&radius={}&limit={}&offset={}').format(foursquare_clientid, \n",
    "                                                                        foursquare_clientsecret, \n",
    "                                                                        version, \n",
    "                                                                        latitude, \n",
    "                                                                        longitude, \n",
    "                                                                        radius,\n",
    "                                                                        no_of_venues,\n",
    "                                                                        offset)\n",
    "    result = requests.get(url).json()\n",
    "    venues_fetched = len(result['response']['groups'][0]['items'])\n",
    "    total_venues = total_venues + venues_fetched\n",
    "    print(\"Total {} venues fetched within a total radius of {} Km\".format(venues_fetched, radius/1000))\n",
    "\n",
    "    venues = result['response']['groups'][0]['items']\n",
    "    venues = json_normalize(venues)\n",
    "\n",
    "    # Filter the columns\n",
    "    filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
    "    venues = venues.loc[:, filtered_columns]\n",
    "\n",
    "    # Filter the category for each row\n",
    "    venues['venue.categories'] = venues.apply(get_category_type, axis = 1)\n",
    "\n",
    "    # Clean all column names\n",
    "    venues.columns = [col.split(\".\")[-1] for col in venues.columns]\n",
    "    foursquare_venues = pd.concat([foursquare_venues, venues], axis = 0, sort = False)\n",
    "    \n",
    "    if (venues_fetched < 100):\n",
    "        break\n",
    "    else:\n",
    "        offset = offset + 100\n",
    "\n",
    "foursquare_venues = foursquare_venues.reset_index(drop = True)\n",
    "print(\"\\nTotal {} venues fetched\".format(total_venues))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Abirami Mega Mall</td>\n",
       "      <td>Multiplex</td>\n",
       "      <td>13.085900</td>\n",
       "      <td>80.248159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Atthho shop- Parry's Corner</td>\n",
       "      <td>Snack Place</td>\n",
       "      <td>13.090680</td>\n",
       "      <td>80.290424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Bombay Halwa House</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.085313</td>\n",
       "      <td>80.245111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Royapuram Railway Station</td>\n",
       "      <td>Train Station</td>\n",
       "      <td>13.103658</td>\n",
       "      <td>80.288981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Big Bazaar</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>13.109587</td>\n",
       "      <td>80.284394</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           name         categories        lat        lng\n",
       "85            Abirami Mega Mall          Multiplex  13.085900  80.248159\n",
       "86  Atthho shop- Parry's Corner        Snack Place  13.090680  80.290424\n",
       "87           Bombay Halwa House  Indian Restaurant  13.085313  80.245111\n",
       "88    Royapuram Railway Station      Train Station  13.103658  80.288981\n",
       "89                   Big Bazaar   Department Store  13.109587  80.284394"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "foursquare_venues.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "foursquare_venues_categories = foursquare_venues.groupby('categories')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<pandas.core.groupby.generic.DataFrameGroupBy object at 0x000002865FEE2310>\n"
     ]
    }
   ],
   "source": [
    "print(foursquare_venues_categories)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 7) Viewing the obtained venue details after grouping by Categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>categories</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>African Restaurant</th>\n",
       "      <td>Nando's</td>\n",
       "      <td>13.046237</td>\n",
       "      <td>80.256267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <td>Nasi And Mee</td>\n",
       "      <td>13.060796</td>\n",
       "      <td>80.249833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <td>The Presidency Club</td>\n",
       "      <td>13.065540</td>\n",
       "      <td>80.258434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bar</th>\n",
       "      <td>Blend - The High Energy Bar</td>\n",
       "      <td>13.061581</td>\n",
       "      <td>80.264448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beach</th>\n",
       "      <td>Marina Beach | மெரினா கடற்கரை (Marina Beach)</td>\n",
       "      <td>13.047663</td>\n",
       "      <td>80.280698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bookstore</th>\n",
       "      <td>Higginbothams</td>\n",
       "      <td>13.083190</td>\n",
       "      <td>80.275168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Café</th>\n",
       "      <td>Nicky's Cafe &amp; Fine Pastries</td>\n",
       "      <td>13.063923</td>\n",
       "      <td>80.259764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <td>Dynasty</td>\n",
       "      <td>13.066880</td>\n",
       "      <td>80.243102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <td>Sandy's Chocolate Laboratory</td>\n",
       "      <td>13.061070</td>\n",
       "      <td>80.248368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coffee Shop</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>13.058714</td>\n",
       "      <td>80.264720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Concert Hall</th>\n",
       "      <td>Sir Mutha Venkatasubba Rao Concert Hall</td>\n",
       "      <td>13.068251</td>\n",
       "      <td>80.238574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cricket Ground</th>\n",
       "      <td>M A Chidambaram Stadium</td>\n",
       "      <td>13.062830</td>\n",
       "      <td>80.279239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Department Store</th>\n",
       "      <td>Saravana Stores</td>\n",
       "      <td>13.086523</td>\n",
       "      <td>80.256975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dessert Shop</th>\n",
       "      <td>Bombay Lassi</td>\n",
       "      <td>13.066040</td>\n",
       "      <td>80.271222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Donut Shop</th>\n",
       "      <td>Krispy Kreme Doughnuts</td>\n",
       "      <td>13.059019</td>\n",
       "      <td>80.264051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <td>Titanic Fast Food</td>\n",
       "      <td>13.045547</td>\n",
       "      <td>80.280606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Food</th>\n",
       "      <td>AL - NAJEEB Nawab Of Kabab</td>\n",
       "      <td>13.087805</td>\n",
       "      <td>80.243427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <td>Bombaysthan</td>\n",
       "      <td>13.082866</td>\n",
       "      <td>80.241750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <td>Blur</td>\n",
       "      <td>13.055514</td>\n",
       "      <td>80.257845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hotel</th>\n",
       "      <td>Hotel Welcome</td>\n",
       "      <td>13.085734</td>\n",
       "      <td>80.254621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hyderabadi Restaurant</th>\n",
       "      <td>Charminar Briyani And Tandoori Center</td>\n",
       "      <td>13.053376</td>\n",
       "      <td>80.269847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <td>Amadora Gourmet Ice Cream</td>\n",
       "      <td>13.061031</td>\n",
       "      <td>80.249459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <td>Mathura (woodland group)</td>\n",
       "      <td>13.066640</td>\n",
       "      <td>80.269003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <td>Tuscana Pizzeria</td>\n",
       "      <td>13.061524</td>\n",
       "      <td>80.249806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Juice Bar</th>\n",
       "      <td>Fruit Shop On Greams Road</td>\n",
       "      <td>13.060377</td>\n",
       "      <td>80.254402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kebab Restaurant</th>\n",
       "      <td>Kabab Corner</td>\n",
       "      <td>13.060163</td>\n",
       "      <td>80.254485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kerala Restaurant</th>\n",
       "      <td>Ente Keralam</td>\n",
       "      <td>13.042188</td>\n",
       "      <td>80.255880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Market</th>\n",
       "      <td>Parrys</td>\n",
       "      <td>13.088422</td>\n",
       "      <td>80.283283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Men's Store</th>\n",
       "      <td>gabbana.life</td>\n",
       "      <td>13.060753</td>\n",
       "      <td>80.250768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <td>Zaitoon</td>\n",
       "      <td>13.083468</td>\n",
       "      <td>80.225464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <td>Basil - With a Twist</td>\n",
       "      <td>13.049632</td>\n",
       "      <td>80.242210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Movie Theater</th>\n",
       "      <td>Sathyam Cinemas</td>\n",
       "      <td>13.055508</td>\n",
       "      <td>80.257986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Multiplex</th>\n",
       "      <td>Escape Cinemas</td>\n",
       "      <td>13.058746</td>\n",
       "      <td>80.264170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Museum</th>\n",
       "      <td>Fort Museum</td>\n",
       "      <td>13.080618</td>\n",
       "      <td>80.287719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pizza Place</th>\n",
       "      <td>Domino's Pizza</td>\n",
       "      <td>13.082000</td>\n",
       "      <td>80.261000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Restaurant</th>\n",
       "      <td>Seena bhai tiffen centre</td>\n",
       "      <td>13.089670</td>\n",
       "      <td>80.278455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sandwich Place</th>\n",
       "      <td>Sandwich Shop</td>\n",
       "      <td>13.069000</td>\n",
       "      <td>80.257288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <td>The Marina</td>\n",
       "      <td>13.067311</td>\n",
       "      <td>80.252117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shopping Mall</th>\n",
       "      <td>Express Avenue</td>\n",
       "      <td>13.058705</td>\n",
       "      <td>80.264205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Snack Place</th>\n",
       "      <td>Links</td>\n",
       "      <td>13.079986</td>\n",
       "      <td>80.254605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Soccer Stadium</th>\n",
       "      <td>Jawaharlal Nehru Stadium.</td>\n",
       "      <td>13.085253</td>\n",
       "      <td>80.270862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Theater</th>\n",
       "      <td>Alliance Francaise</td>\n",
       "      <td>13.066754</td>\n",
       "      <td>80.245659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Train Station</th>\n",
       "      <td>Chennai Central Station</td>\n",
       "      <td>13.082762</td>\n",
       "      <td>80.274901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <td>Hotel Saravana Bhavan</td>\n",
       "      <td>13.082935</td>\n",
       "      <td>80.275032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Video Store</th>\n",
       "      <td>Burma Bazaar</td>\n",
       "      <td>13.088904</td>\n",
       "      <td>80.289918</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                       name  \\\n",
       "categories                                                                    \n",
       "African Restaurant                                                  Nando's   \n",
       "Asian Restaurant                                               Nasi And Mee   \n",
       "Athletics & Sports                                      The Presidency Club   \n",
       "Bar                                             Blend - The High Energy Bar   \n",
       "Beach                          Marina Beach | மெரினா கடற்கரை (Marina Beach)   \n",
       "Bookstore                                                     Higginbothams   \n",
       "Café                                           Nicky's Cafe & Fine Pastries   \n",
       "Chinese Restaurant                                                  Dynasty   \n",
       "Chocolate Shop                                 Sandy's Chocolate Laboratory   \n",
       "Coffee Shop                                                       Starbucks   \n",
       "Concert Hall                        Sir Mutha Venkatasubba Rao Concert Hall   \n",
       "Cricket Ground                                      M A Chidambaram Stadium   \n",
       "Department Store                                            Saravana Stores   \n",
       "Dessert Shop                                                   Bombay Lassi   \n",
       "Donut Shop                                           Krispy Kreme Doughnuts   \n",
       "Fast Food Restaurant                                      Titanic Fast Food   \n",
       "Food                                             AL - NAJEEB Nawab Of Kabab   \n",
       "Frozen Yogurt Shop                                              Bombaysthan   \n",
       "Gaming Cafe                                                            Blur   \n",
       "Hotel                                                         Hotel Welcome   \n",
       "Hyderabadi Restaurant                 Charminar Briyani And Tandoori Center   \n",
       "Ice Cream Shop                                    Amadora Gourmet Ice Cream   \n",
       "Indian Restaurant                                  Mathura (woodland group)   \n",
       "Italian Restaurant                                         Tuscana Pizzeria   \n",
       "Juice Bar                                         Fruit Shop On Greams Road   \n",
       "Kebab Restaurant                                               Kabab Corner   \n",
       "Kerala Restaurant                                              Ente Keralam   \n",
       "Market                                                               Parrys   \n",
       "Men's Store                                                    gabbana.life   \n",
       "Middle Eastern Restaurant                                           Zaitoon   \n",
       "Modern European Restaurant                             Basil - With a Twist   \n",
       "Movie Theater                                               Sathyam Cinemas   \n",
       "Multiplex                                                    Escape Cinemas   \n",
       "Museum                                                          Fort Museum   \n",
       "Pizza Place                                                  Domino's Pizza   \n",
       "Restaurant                                         Seena bhai tiffen centre   \n",
       "Sandwich Place                                                Sandwich Shop   \n",
       "Seafood Restaurant                                               The Marina   \n",
       "Shopping Mall                                                Express Avenue   \n",
       "Snack Place                                                           Links   \n",
       "Soccer Stadium                                    Jawaharlal Nehru Stadium.   \n",
       "Theater                                                  Alliance Francaise   \n",
       "Train Station                                       Chennai Central Station   \n",
       "Vegetarian / Vegan Restaurant                         Hotel Saravana Bhavan   \n",
       "Video Store                                                    Burma Bazaar   \n",
       "\n",
       "                                     lat        lng  \n",
       "categories                                           \n",
       "African Restaurant             13.046237  80.256267  \n",
       "Asian Restaurant               13.060796  80.249833  \n",
       "Athletics & Sports             13.065540  80.258434  \n",
       "Bar                            13.061581  80.264448  \n",
       "Beach                          13.047663  80.280698  \n",
       "Bookstore                      13.083190  80.275168  \n",
       "Café                           13.063923  80.259764  \n",
       "Chinese Restaurant             13.066880  80.243102  \n",
       "Chocolate Shop                 13.061070  80.248368  \n",
       "Coffee Shop                    13.058714  80.264720  \n",
       "Concert Hall                   13.068251  80.238574  \n",
       "Cricket Ground                 13.062830  80.279239  \n",
       "Department Store               13.086523  80.256975  \n",
       "Dessert Shop                   13.066040  80.271222  \n",
       "Donut Shop                     13.059019  80.264051  \n",
       "Fast Food Restaurant           13.045547  80.280606  \n",
       "Food                           13.087805  80.243427  \n",
       "Frozen Yogurt Shop             13.082866  80.241750  \n",
       "Gaming Cafe                    13.055514  80.257845  \n",
       "Hotel                          13.085734  80.254621  \n",
       "Hyderabadi Restaurant          13.053376  80.269847  \n",
       "Ice Cream Shop                 13.061031  80.249459  \n",
       "Indian Restaurant              13.066640  80.269003  \n",
       "Italian Restaurant             13.061524  80.249806  \n",
       "Juice Bar                      13.060377  80.254402  \n",
       "Kebab Restaurant               13.060163  80.254485  \n",
       "Kerala Restaurant              13.042188  80.255880  \n",
       "Market                         13.088422  80.283283  \n",
       "Men's Store                    13.060753  80.250768  \n",
       "Middle Eastern Restaurant      13.083468  80.225464  \n",
       "Modern European Restaurant     13.049632  80.242210  \n",
       "Movie Theater                  13.055508  80.257986  \n",
       "Multiplex                      13.058746  80.264170  \n",
       "Museum                         13.080618  80.287719  \n",
       "Pizza Place                    13.082000  80.261000  \n",
       "Restaurant                     13.089670  80.278455  \n",
       "Sandwich Place                 13.069000  80.257288  \n",
       "Seafood Restaurant             13.067311  80.252117  \n",
       "Shopping Mall                  13.058705  80.264205  \n",
       "Snack Place                    13.079986  80.254605  \n",
       "Soccer Stadium                 13.085253  80.270862  \n",
       "Theater                        13.066754  80.245659  \n",
       "Train Station                  13.082762  80.274901  \n",
       "Vegetarian / Vegan Restaurant  13.082935  80.275032  \n",
       "Video Store                    13.088904  80.289918  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "foursquare_venues_categories.first() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 8) Zomato API: \n",
    "Zomato's API key could be got from the official website of Zomato. We use this key to fire the API and get the restaurants in the vicinity of the Chennai lat and long (5 km radius from the particular point)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fetching data for venue: 1\n",
      "Fetching data for venue: 2\n",
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      "Fetching data for venue: 90\n"
     ]
    }
   ],
   "source": [
    "headers = {'user-key': '3db9934831a919e951d30d64c077d9f5'}\n",
    "venues_information = []\n",
    "\n",
    "for index, row in foursquare_venues.iterrows():\n",
    "    print(\"Fetching data for venue: {}\".format(index + 1))\n",
    "    venue = []\n",
    "    url = ('https://developers.zomato.com/api/v2.1/search?q={}' + \n",
    "          '&start=0&count=1&lat={}&lon={}&sort=real_distance').format(row['name'], row['lat'], row['lng'])\n",
    "    result = requests.get(url, headers = headers).json()\n",
    "    if (len(result['restaurants']) > 0):\n",
    "        venue.append(result['restaurants'][0]['restaurant']['name'])\n",
    "        venue.append(result['restaurants'][0]['restaurant']['location']['latitude'])\n",
    "        venue.append(result['restaurants'][0]['restaurant']['location']['longitude'])\n",
    "        venue.append(result['restaurants'][0]['restaurant']['average_cost_for_two'])\n",
    "        venue.append(result['restaurants'][0]['restaurant']['price_range'])\n",
    "        venue.append(result['restaurants'][0]['restaurant']['user_rating']['aggregate_rating'])\n",
    "        venue.append(result['restaurants'][0]['restaurant']['location']['address'])\n",
    "        venues_information.append(venue)\n",
    "    else:\n",
    "        venues_information.append(np.zeros(6))\n",
    "    \n",
    "zomato_venues = pd.DataFrame(venues_information, \n",
    "                                  columns = ['venue', 'latitude', \n",
    "                                             'longitude', 'price_for_two', \n",
    "                                             'price_range', 'rating', 'address'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 9) Viewing the data which is being converted to pandas dataframe that was obtained from Zomato API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>venue</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>price_for_two</th>\n",
       "      <th>price_range</th>\n",
       "      <th>rating</th>\n",
       "      <th>address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Kovai Pazhamudir Nilayam</td>\n",
       "      <td>13.0854976910</td>\n",
       "      <td>80.2485880628</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>80/93, Palace Regency, Opposite Abirami Theatr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Cool Biz</td>\n",
       "      <td>13.0904504036</td>\n",
       "      <td>80.2900315449</td>\n",
       "      <td>600.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1, Erabalu Chetty Street, George Town, Chennai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Bombay Halwa House</td>\n",
       "      <td>13.0852001855</td>\n",
       "      <td>80.2448269352</td>\n",
       "      <td>500.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>12 &amp; 14, 1st Floor, Balfour Road, Windsor Pala...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>The Table</td>\n",
       "      <td>13.1025917372</td>\n",
       "      <td>80.2905250713</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>Thambu Chetty Street, Off Royapuram Flyover, G...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Nizam Biriyani Restaurant</td>\n",
       "      <td>13.1084300000</td>\n",
       "      <td>80.2940400000</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>13, Bazaar Street, Royapuram, Chennai</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        venue       latitude      longitude  price_for_two  \\\n",
       "85   Kovai Pazhamudir Nilayam  13.0854976910  80.2485880628          200.0   \n",
       "86                   Cool Biz  13.0904504036  80.2900315449          600.0   \n",
       "87         Bombay Halwa House  13.0852001855  80.2448269352          500.0   \n",
       "88                  The Table  13.1025917372  80.2905250713          300.0   \n",
       "89  Nizam Biriyani Restaurant  13.1084300000  80.2940400000          400.0   \n",
       "\n",
       "    price_range rating                                            address  \n",
       "85          1.0    3.9  80/93, Palace Regency, Opposite Abirami Theatr...  \n",
       "86          2.0    4.0     1, Erabalu Chetty Street, George Town, Chennai  \n",
       "87          2.0    4.3  12 & 14, 1st Floor, Balfour Road, Windsor Pala...  \n",
       "88          1.0    3.9  Thambu Chetty Street, Off Royapuram Flyover, G...  \n",
       "89          1.0      0              13, Bazaar Street, Royapuram, Chennai  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zomato_venues.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Wrangling <a class=\"anchor\" id=\"Data_Wrangling\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data has to be properly aligned, cleaned and processed for us to have a better understanding of what the data says and to derive meaningful conclusions by analysing it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1) We will plot The foursquare venues and view the locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x28663675f70>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chennai_map = folium.Map(location = [latitude, longitude], zoom_start = 13)\n",
    "\n",
    "for name, latitude, longitude in zip(foursquare_venues['name'], foursquare_venues['lat'], foursquare_venues['lng']):\n",
    "    label = '{}'.format(name)\n",
    "    label = folium.Popup(label, parse_html = True)\n",
    "    folium.CircleMarker(\n",
    "        [latitude, longitude],\n",
    "        radius = 5,\n",
    "        popup = label,\n",
    "        color = 'green',\n",
    "        fill = True,\n",
    "        fill_color = '#3186cc',\n",
    "        fill_opacity = 0.7,\n",
    "        parse_html = False).add_to(chennai_map)  \n",
    "\n",
    "\n",
    "chennai_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Observations: \n",
    "Few regions are distinctly visible from the map that they have plenty of restaurants to dine. \n",
    "Evidently, they are \n",
    "- Khader Nawaz Road\n",
    "- Locations around Poonamalle high road\n",
    "- Express Avenue Mall\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2) We will plot The zomato venues and view the locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x2866370a100>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chennai_map = folium.Map(location = [latitude, longitude], zoom_start = 13)\n",
    "\n",
    "for venue, address, latitude, longitude in zip(zomato_venues['venue'], zomato_venues['address'], \n",
    "                                               zomato_venues['latitude'], zomato_venues['longitude']):\n",
    "    label = '{}, {}'.format(name, address)\n",
    "    label = folium.Popup(label, parse_html = True)\n",
    "    folium.CircleMarker(\n",
    "        [latitude, longitude],\n",
    "        radius = 5,\n",
    "        popup = label,\n",
    "        color = 'red',\n",
    "        fill = True,\n",
    "        fill_color = '#cc3535',\n",
    "        fill_opacity = 0.7,\n",
    "        parse_html = False).add_to(chennai_map)  \n",
    "\n",
    "\n",
    "chennai_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Observations: \n",
    "Few regions are distinctly visible from the map that have many restaurants. They are: \n",
    " \n",
    "- Khader Nawaz Road\n",
    "- Locations around Poonamalle high road\n",
    "- Express Avenue Mall\n",
    "- Ethiraj Salai"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Note from the above two maps: \n",
    "\n",
    "The locations from both the APIs are effectively one and the same with Zomato giving little more precisely. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3) We will clean up the data little bit, we will combine the datasets (Four Square and Zomato). We will also make sure that the locations obtained from the APIs are same by calculating the diff in the latitudes of both the APIs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "foursquare_venues['lat'] = foursquare_venues['lat'].apply(lambda lat: round(float(lat), 4))\n",
    "foursquare_venues['lng'] = foursquare_venues['lng'].apply(lambda lng: round(float(lng), 4))\n",
    "zomato_venues['latitude'] = zomato_venues['latitude'].apply(lambda lat: round(float(lat), 4))\n",
    "zomato_venues['longitude'] = zomato_venues['longitude'].apply(lambda lng: round(float(lng), 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4) The concatenated Dataset is below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.concat([foursquare_venues, zomato_venues], axis = 1)\n",
    "dataset['lat_diff'] = dataset['latitude'] - dataset['lat']\n",
    "dataset['lng_diff'] = dataset['longitude'] - dataset['lng']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
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       "      <th>longitude</th>\n",
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       "      <th>0</th>\n",
       "      <td>Links</td>\n",
       "      <td>Snack Place</td>\n",
       "      <td>13.0800</td>\n",
       "      <td>80.2546</td>\n",
       "      <td>Links</td>\n",
       "      <td>13.0799</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>22, Raja Annamalai Road, Purasavakkam, Chennai</td>\n",
       "      <td>-0.0001</td>\n",
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       "      <th>1</th>\n",
       "      <td>Shree Mithai</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0721</td>\n",
       "      <td>80.2479</td>\n",
       "      <td>Shree Mithai</td>\n",
       "      <td>13.0718</td>\n",
       "      <td>80.2480</td>\n",
       "      <td>350.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>18, Dr TV Road, Chetpet, Chennai</td>\n",
       "      <td>-0.0003</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bombay Lassi</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>13.0660</td>\n",
       "      <td>80.2712</td>\n",
       "      <td>Bombay Lassi</td>\n",
       "      <td>13.0659</td>\n",
       "      <td>80.2712</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>8, Bahar Agan Street, Anna Salai, Ellis Road, ...</td>\n",
       "      <td>-0.0001</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Fruit Shop On Greams Road</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>13.0604</td>\n",
       "      <td>80.2544</td>\n",
       "      <td>The Cake World</td>\n",
       "      <td>13.0604</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>250.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>11/2, Greams Road, Near Police Station, Thousa...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Express Avenue</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>13.0587</td>\n",
       "      <td>80.2642</td>\n",
       "      <td>Cafe Coffee Day</td>\n",
       "      <td>13.0586</td>\n",
       "      <td>80.2642</td>\n",
       "      <td>600.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>49/15, 3rd Floor, Express Avenue Mall, Whites ...</td>\n",
       "      <td>-0.0001</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Sandwich Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>13.0690</td>\n",
       "      <td>80.2573</td>\n",
       "      <td>Balaji Sandwich</td>\n",
       "      <td>13.0687</td>\n",
       "      <td>80.2572</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>149 /4, Monteith Road, Egmore, Chennai</td>\n",
       "      <td>-0.0003</td>\n",
       "      <td>-0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sathyam Cinemas</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>13.0555</td>\n",
       "      <td>80.2580</td>\n",
       "      <td>Sathyam Cinemas</td>\n",
       "      <td>13.0554</td>\n",
       "      <td>80.2580</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>8, Thiruvika Road, Royapettah, Chennai</td>\n",
       "      <td>-0.0001</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nair Mess</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0645</td>\n",
       "      <td>80.2776</td>\n",
       "      <td>Nair Mess</td>\n",
       "      <td>13.0644</td>\n",
       "      <td>80.2776</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>22, Mohammed Abdullah, 2nd Street, Opposite Ch...</td>\n",
       "      <td>-0.0001</td>\n",
       "      <td>0.0000</td>\n",
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       "    <tr>\n",
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       "      <td>Blend - The High Energy Bar</td>\n",
       "      <td>Bar</td>\n",
       "      <td>13.0616</td>\n",
       "      <td>80.2644</td>\n",
       "      <td>Spider Bar- La Woods Hotel</td>\n",
       "      <td>13.0620</td>\n",
       "      <td>80.2642</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1, 3rd Floor, La Woods Hotel, Woods Road, Moun...</td>\n",
       "      <td>0.0004</td>\n",
       "      <td>-0.0002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Alliance Francaise</td>\n",
       "      <td>Theater</td>\n",
       "      <td>13.0668</td>\n",
       "      <td>80.2457</td>\n",
       "      <td>Cream Centre</td>\n",
       "      <td>13.0671</td>\n",
       "      <td>80.2461</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>45, College Road, Near Madras Alliance Francai...</td>\n",
       "      <td>0.0003</td>\n",
       "      <td>0.0004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Krispy Kreme Doughnuts</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>13.0590</td>\n",
       "      <td>80.2641</td>\n",
       "      <td>Krispy Kreme</td>\n",
       "      <td>13.0589</td>\n",
       "      <td>80.2640</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>Upper Ground Floor, Express Avenue, Whites Roa...</td>\n",
       "      <td>-0.0001</td>\n",
       "      <td>-0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>The Marina</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>13.0673</td>\n",
       "      <td>80.2521</td>\n",
       "      <td>The Marina</td>\n",
       "      <td>13.0670</td>\n",
       "      <td>80.2522</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>39, College Road, Nungambakkam, Chennai</td>\n",
       "      <td>-0.0003</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Amadora Gourmet Ice Cream</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>13.0610</td>\n",
       "      <td>80.2495</td>\n",
       "      <td>Amadora Gourmet Ice Cream &amp; Sorbet</td>\n",
       "      <td>13.0610</td>\n",
       "      <td>80.2496</td>\n",
       "      <td>500.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>23, Wallace Garden, 3rd Street, Nungambakkam, ...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0001</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Hotel Welcome</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>13.0857</td>\n",
       "      <td>80.2546</td>\n",
       "      <td>Welcome Hotel</td>\n",
       "      <td>13.0856</td>\n",
       "      <td>80.2546</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.6</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
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       "      <td>13.0557</td>\n",
       "      <td>80.2580</td>\n",
       "      <td>Sathyam Cinemas</td>\n",
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       "      <td>80.2580</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
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       "      <td>-0.0003</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Sandy's Chocolate Laboratory</td>\n",
       "      <td>Chocolate Shop</td>\n",
       "      <td>13.0611</td>\n",
       "      <td>80.2484</td>\n",
       "      <td>Ox &amp; Tomato</td>\n",
       "      <td>13.0609</td>\n",
       "      <td>80.2484</td>\n",
       "      <td>850.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>16/1, Wallace Garden, 2nd Street, Opposite Ath...</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Amethyst</td>\n",
       "      <td>Café</td>\n",
       "      <td>13.0573</td>\n",
       "      <td>80.2594</td>\n",
       "      <td>Wild Garden Cafe - Amethyst</td>\n",
       "      <td>13.0571</td>\n",
       "      <td>80.2594</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>Whites Road, Royapettah, Chennai</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>E Hotel India</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>13.0587</td>\n",
       "      <td>80.2630</td>\n",
       "      <td>Entrée</td>\n",
       "      <td>13.0587</td>\n",
       "      <td>80.2632</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>E Hotel, Gate 1, Lobby Level, Pattulos Road, R...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Kabab Corner</td>\n",
       "      <td>Kebab Restaurant</td>\n",
       "      <td>13.0602</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>Kabab Corner</td>\n",
       "      <td>13.0599</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>450.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>12/1, Opposite Royal Enfield Showroom, Greams ...</td>\n",
       "      <td>-0.0003</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Tuscana Pizzeria</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>13.0615</td>\n",
       "      <td>80.2498</td>\n",
       "      <td>Tuscana Pizzeria</td>\n",
       "      <td>13.0613</td>\n",
       "      <td>80.2498</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>19, 3rd Street, Wallace Garden Road, Nungambak...</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>AL - NAJEEB Nawab Of Kabab</td>\n",
       "      <td>Food</td>\n",
       "      <td>13.0878</td>\n",
       "      <td>80.2434</td>\n",
       "      <td>Al-Najeeb Nawab Of Kebab</td>\n",
       "      <td>13.0878</td>\n",
       "      <td>80.2435</td>\n",
       "      <td>500.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>Families Complex, Medavakkam Tank Road, Kilpau...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Nasi And Mee</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>13.0608</td>\n",
       "      <td>80.2498</td>\n",
       "      <td>Nasi And Mee</td>\n",
       "      <td>13.0606</td>\n",
       "      <td>80.2498</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>18/24, Yafa Towers, Khader Nawaz Khan Road, Nu...</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Kakada Ramprasad</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0904</td>\n",
       "      <td>80.2791</td>\n",
       "      <td>Anmol Mohit Patiala</td>\n",
       "      <td>13.0905</td>\n",
       "      <td>80.2791</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>338, Mint Street, Near Kakada Ramprasad, Sowca...</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Cream &amp; Fudge</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>13.0610</td>\n",
       "      <td>80.2515</td>\n",
       "      <td>Cream &amp; Fudge</td>\n",
       "      <td>13.0610</td>\n",
       "      <td>80.2514</td>\n",
       "      <td>350.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>10, Khader Nawaz Khan Road, Opposite Evoluzion...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>-0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Taj Coromandel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>13.0584</td>\n",
       "      <td>80.2474</td>\n",
       "      <td>South Market By Sketch</td>\n",
       "      <td>13.0586</td>\n",
       "      <td>80.2477</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>41, Ground Floor, Anugraha, Near Taj Coromande...</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Bismi Biryani</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0617</td>\n",
       "      <td>80.2431</td>\n",
       "      <td>Nungambakkam Bismi Biriyani</td>\n",
       "      <td>13.0615</td>\n",
       "      <td>80.2433</td>\n",
       "      <td>600.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>82, Valluvarkottam High Road, Nungambakkam, Ch...</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Charminar Briyani And Tandoori Center</td>\n",
       "      <td>Hyderabadi Restaurant</td>\n",
       "      <td>13.0534</td>\n",
       "      <td>80.2698</td>\n",
       "      <td>Charminar Biriyani Centre</td>\n",
       "      <td>13.0532</td>\n",
       "      <td>80.2699</td>\n",
       "      <td>250.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.7</td>\n",
       "      <td>232, 92, Dr. Besant Road, Near Mirsahibpet, Ma...</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>13.0587</td>\n",
       "      <td>80.2647</td>\n",
       "      <td>Starbucks Coffee</td>\n",
       "      <td>13.0584</td>\n",
       "      <td>80.2647</td>\n",
       "      <td>600.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ground Floor, Express Avenue Mall, Whites Road...</td>\n",
       "      <td>-0.0003</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Basil - With a Twist</td>\n",
       "      <td>Modern European Restaurant</td>\n",
       "      <td>13.0496</td>\n",
       "      <td>80.2422</td>\n",
       "      <td>Basil With A Twist</td>\n",
       "      <td>13.0497</td>\n",
       "      <td>80.2423</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>58-A, Habibullah Road, T. Nagar, Chennai</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Z The Tapas Bar &amp; Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>13.0458</td>\n",
       "      <td>80.2580</td>\n",
       "      <td>Sera - The Tapas Bar &amp; Restaurant</td>\n",
       "      <td>13.0456</td>\n",
       "      <td>80.2580</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>71, Cathedral Road, Gopalapuram, Chennai</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Kasi Vinayaga Mess</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0608</td>\n",
       "      <td>80.2770</td>\n",
       "      <td>Kasivinayaga Mess</td>\n",
       "      <td>13.0606</td>\n",
       "      <td>80.2771</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>58/2, Akbar Saheb Street, Triplicane, Chennai</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Creamy Inn</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>13.0695</td>\n",
       "      <td>80.2421</td>\n",
       "      <td>Creamy Inn</td>\n",
       "      <td>13.0694</td>\n",
       "      <td>80.2422</td>\n",
       "      <td>250.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>107/4, Salzberg Square, Harrington Road, Chetp...</td>\n",
       "      <td>-0.0001</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Ente Keralam</td>\n",
       "      <td>Kerala Restaurant</td>\n",
       "      <td>13.0422</td>\n",
       "      <td>80.2559</td>\n",
       "      <td>Ente Keralam</td>\n",
       "      <td>13.0421</td>\n",
       "      <td>80.2558</td>\n",
       "      <td>750.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1, Poes Garden, Kasturi Estate, 1st Street, Al...</td>\n",
       "      <td>-0.0001</td>\n",
       "      <td>-0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Coffeetales</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>13.0819</td>\n",
       "      <td>80.2249</td>\n",
       "      <td>Coffeetales</td>\n",
       "      <td>13.0817</td>\n",
       "      <td>80.2249</td>\n",
       "      <td>500.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>7, 7th Cross Street, Near Thiru Vee Ka Park, A...</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Twilight Takeout</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>13.0545</td>\n",
       "      <td>80.2392</td>\n",
       "      <td>Twilight Take Out</td>\n",
       "      <td>13.0542</td>\n",
       "      <td>80.2394</td>\n",
       "      <td>350.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1, Park Side Street, Lake Area, Nungambakkam, ...</td>\n",
       "      <td>-0.0003</td>\n",
       "      <td>0.0002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Zaitoon</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>13.0835</td>\n",
       "      <td>80.2255</td>\n",
       "      <td>Zaitoon</td>\n",
       "      <td>13.0835</td>\n",
       "      <td>80.2255</td>\n",
       "      <td>900.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>119, D Block, 1st Main Road, Chintamani, Oppos...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kailash Kitchen</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>13.0655</td>\n",
       "      <td>80.2311</td>\n",
       "      <td>Momo Sa-Khang by Kailash Kitchen</td>\n",
       "      <td>13.0655</td>\n",
       "      <td>80.2310</td>\n",
       "      <td>350.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2/247, Perinbavilas Complex, Opposite Chitra A...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>-0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Hotel Saravana Bhavan</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0854</td>\n",
       "      <td>80.2521</td>\n",
       "      <td>Hotel Saravana Bhavan</td>\n",
       "      <td>13.0852</td>\n",
       "      <td>80.2522</td>\n",
       "      <td>500.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1, Vellala Street, Purasavakkam, Chennai</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Al-Kebabish</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>13.0852</td>\n",
       "      <td>80.2250</td>\n",
       "      <td>Al Kebabish</td>\n",
       "      <td>13.0852</td>\n",
       "      <td>80.2249</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>6, D Block, 6th Street, Behind Chinthamani, An...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>-0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Hotel Paramount</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0816</td>\n",
       "      <td>80.2476</td>\n",
       "      <td>Hotel Paramount</td>\n",
       "      <td>13.0814</td>\n",
       "      <td>80.2477</td>\n",
       "      <td>500.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>12/5, Ormes Road, Kilpauk, Chennai</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Saravana Stores</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>13.0865</td>\n",
       "      <td>80.2570</td>\n",
       "      <td>Tibb's Frankie</td>\n",
       "      <td>13.0861</td>\n",
       "      <td>80.2568</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>Saravana Stores Building, Purasavakkam, Chennai</td>\n",
       "      <td>-0.0004</td>\n",
       "      <td>-0.0002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>S2 Cinemas</td>\n",
       "      <td>Multiplex</td>\n",
       "      <td>13.1123</td>\n",
       "      <td>80.2365</td>\n",
       "      <td>Sathyam Cinemas</td>\n",
       "      <td>13.1123</td>\n",
       "      <td>80.2362</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>2nd Floor, Spectrum The Grand Venus Mall, Pape...</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>-0.0003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Murugan Idli Kadai</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0813</td>\n",
       "      <td>80.2480</td>\n",
       "      <td>Murugan Idli Shop</td>\n",
       "      <td>13.0813</td>\n",
       "      <td>80.2480</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>31 &amp; 12/3A, Ormes Road, Kilpauk, Chennai</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Murugan Idly Shop</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0815</td>\n",
       "      <td>80.2479</td>\n",
       "      <td>Murugan Idli Shop</td>\n",
       "      <td>13.0813</td>\n",
       "      <td>80.2480</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>31 &amp; 12/3A, Ormes Road, Kilpauk, Chennai</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Doveton Cafe</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0868</td>\n",
       "      <td>80.2581</td>\n",
       "      <td>Doveton Cafe</td>\n",
       "      <td>13.0865</td>\n",
       "      <td>80.2581</td>\n",
       "      <td>400.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5, Purasavakkam High Road, Purasavakkam, Chennai</td>\n",
       "      <td>-0.0003</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>cafe coffee day</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>13.0836</td>\n",
       "      <td>80.2401</td>\n",
       "      <td>Chai Waale</td>\n",
       "      <td>13.0835</td>\n",
       "      <td>80.2400</td>\n",
       "      <td>250.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>237/A, Kilpauk Garden Road, Mummy Daddy Showro...</td>\n",
       "      <td>-0.0001</td>\n",
       "      <td>-0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Atthho shop- Parry's Corner</td>\n",
       "      <td>Snack Place</td>\n",
       "      <td>13.0907</td>\n",
       "      <td>80.2904</td>\n",
       "      <td>Cool Biz</td>\n",
       "      <td>13.0905</td>\n",
       "      <td>80.2900</td>\n",
       "      <td>600.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1, Erabalu Chetty Street, George Town, Chennai</td>\n",
       "      <td>-0.0002</td>\n",
       "      <td>-0.0004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Bombay Halwa House</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>13.0853</td>\n",
       "      <td>80.2451</td>\n",
       "      <td>Bombay Halwa House</td>\n",
       "      <td>13.0852</td>\n",
       "      <td>80.2448</td>\n",
       "      <td>500.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>12 &amp; 14, 1st Floor, Balfour Road, Windsor Pala...</td>\n",
       "      <td>-0.0001</td>\n",
       "      <td>-0.0003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     name                  categories  \\\n",
       "0                                   Links                 Snack Place   \n",
       "1                            Shree Mithai           Indian Restaurant   \n",
       "2                            Bombay Lassi                Dessert Shop   \n",
       "3               Fruit Shop On Greams Road                   Juice Bar   \n",
       "4                          Express Avenue               Shopping Mall   \n",
       "5                           Sandwich Shop              Sandwich Place   \n",
       "6                         Sathyam Cinemas               Movie Theater   \n",
       "7                               Nair Mess           Indian Restaurant   \n",
       "8             Blend - The High Energy Bar                         Bar   \n",
       "9                      Alliance Francaise                     Theater   \n",
       "10                 Krispy Kreme Doughnuts                  Donut Shop   \n",
       "11                             The Marina          Seafood Restaurant   \n",
       "12              Amadora Gourmet Ice Cream              Ice Cream Shop   \n",
       "13                          Hotel Welcome                       Hotel   \n",
       "14                         Serene Sathyam                   Multiplex   \n",
       "15           Sandy's Chocolate Laboratory              Chocolate Shop   \n",
       "16                               Amethyst                        Café   \n",
       "17                          E Hotel India                       Hotel   \n",
       "18                           Kabab Corner            Kebab Restaurant   \n",
       "19                       Tuscana Pizzeria          Italian Restaurant   \n",
       "20             AL - NAJEEB Nawab Of Kabab                        Food   \n",
       "21                           Nasi And Mee            Asian Restaurant   \n",
       "22                       Kakada Ramprasad           Indian Restaurant   \n",
       "23                          Cream & Fudge              Ice Cream Shop   \n",
       "24                         Taj Coromandel                       Hotel   \n",
       "25                          Bismi Biryani           Indian Restaurant   \n",
       "26  Charminar Briyani And Tandoori Center       Hyderabadi Restaurant   \n",
       "27                              Starbucks                 Coffee Shop   \n",
       "28                   Basil - With a Twist  Modern European Restaurant   \n",
       "29           Z The Tapas Bar & Restaurant                         Bar   \n",
       "30                     Kasi Vinayaga Mess           Indian Restaurant   \n",
       "31                             Creamy Inn              Ice Cream Shop   \n",
       "32                           Ente Keralam           Kerala Restaurant   \n",
       "33                            Coffeetales                 Coffee Shop   \n",
       "34                       Twilight Takeout            Asian Restaurant   \n",
       "35                                Zaitoon   Middle Eastern Restaurant   \n",
       "36                        Kailash Kitchen          Chinese Restaurant   \n",
       "37                  Hotel Saravana Bhavan           Indian Restaurant   \n",
       "38                            Al-Kebabish                  Restaurant   \n",
       "39                        Hotel Paramount           Indian Restaurant   \n",
       "40                        Saravana Stores            Department Store   \n",
       "41                             S2 Cinemas                   Multiplex   \n",
       "42                     Murugan Idli Kadai           Indian Restaurant   \n",
       "43                      Murugan Idly Shop           Indian Restaurant   \n",
       "44                           Doveton Cafe           Indian Restaurant   \n",
       "45                        cafe coffee day                 Coffee Shop   \n",
       "46            Atthho shop- Parry's Corner                 Snack Place   \n",
       "47                     Bombay Halwa House           Indian Restaurant   \n",
       "\n",
       "        lat      lng                               venue  latitude  longitude  \\\n",
       "0   13.0800  80.2546                               Links   13.0799    80.2545   \n",
       "1   13.0721  80.2479                        Shree Mithai   13.0718    80.2480   \n",
       "2   13.0660  80.2712                        Bombay Lassi   13.0659    80.2712   \n",
       "3   13.0604  80.2544                      The Cake World   13.0604    80.2545   \n",
       "4   13.0587  80.2642                     Cafe Coffee Day   13.0586    80.2642   \n",
       "5   13.0690  80.2573                     Balaji Sandwich   13.0687    80.2572   \n",
       "6   13.0555  80.2580                     Sathyam Cinemas   13.0554    80.2580   \n",
       "7   13.0645  80.2776                           Nair Mess   13.0644    80.2776   \n",
       "8   13.0616  80.2644          Spider Bar- La Woods Hotel   13.0620    80.2642   \n",
       "9   13.0668  80.2457                        Cream Centre   13.0671    80.2461   \n",
       "10  13.0590  80.2641                        Krispy Kreme   13.0589    80.2640   \n",
       "11  13.0673  80.2521                          The Marina   13.0670    80.2522   \n",
       "12  13.0610  80.2495  Amadora Gourmet Ice Cream & Sorbet   13.0610    80.2496   \n",
       "13  13.0857  80.2546                       Welcome Hotel   13.0856    80.2546   \n",
       "14  13.0557  80.2580                     Sathyam Cinemas   13.0554    80.2580   \n",
       "15  13.0611  80.2484                         Ox & Tomato   13.0609    80.2484   \n",
       "16  13.0573  80.2594         Wild Garden Cafe - Amethyst   13.0571    80.2594   \n",
       "17  13.0587  80.2630                              Entrée   13.0587    80.2632   \n",
       "18  13.0602  80.2545                        Kabab Corner   13.0599    80.2545   \n",
       "19  13.0615  80.2498                    Tuscana Pizzeria   13.0613    80.2498   \n",
       "20  13.0878  80.2434            Al-Najeeb Nawab Of Kebab   13.0878    80.2435   \n",
       "21  13.0608  80.2498                        Nasi And Mee   13.0606    80.2498   \n",
       "22  13.0904  80.2791                 Anmol Mohit Patiala   13.0905    80.2791   \n",
       "23  13.0610  80.2515                       Cream & Fudge   13.0610    80.2514   \n",
       "24  13.0584  80.2474              South Market By Sketch   13.0586    80.2477   \n",
       "25  13.0617  80.2431         Nungambakkam Bismi Biriyani   13.0615    80.2433   \n",
       "26  13.0534  80.2698           Charminar Biriyani Centre   13.0532    80.2699   \n",
       "27  13.0587  80.2647                    Starbucks Coffee   13.0584    80.2647   \n",
       "28  13.0496  80.2422                  Basil With A Twist   13.0497    80.2423   \n",
       "29  13.0458  80.2580   Sera - The Tapas Bar & Restaurant   13.0456    80.2580   \n",
       "30  13.0608  80.2770                   Kasivinayaga Mess   13.0606    80.2771   \n",
       "31  13.0695  80.2421                          Creamy Inn   13.0694    80.2422   \n",
       "32  13.0422  80.2559                        Ente Keralam   13.0421    80.2558   \n",
       "33  13.0819  80.2249                         Coffeetales   13.0817    80.2249   \n",
       "34  13.0545  80.2392                   Twilight Take Out   13.0542    80.2394   \n",
       "35  13.0835  80.2255                             Zaitoon   13.0835    80.2255   \n",
       "36  13.0655  80.2311    Momo Sa-Khang by Kailash Kitchen   13.0655    80.2310   \n",
       "37  13.0854  80.2521               Hotel Saravana Bhavan   13.0852    80.2522   \n",
       "38  13.0852  80.2250                         Al Kebabish   13.0852    80.2249   \n",
       "39  13.0816  80.2476                     Hotel Paramount   13.0814    80.2477   \n",
       "40  13.0865  80.2570                      Tibb's Frankie   13.0861    80.2568   \n",
       "41  13.1123  80.2365                     Sathyam Cinemas   13.1123    80.2362   \n",
       "42  13.0813  80.2480                   Murugan Idli Shop   13.0813    80.2480   \n",
       "43  13.0815  80.2479                   Murugan Idli Shop   13.0813    80.2480   \n",
       "44  13.0868  80.2581                        Doveton Cafe   13.0865    80.2581   \n",
       "45  13.0836  80.2401                          Chai Waale   13.0835    80.2400   \n",
       "46  13.0907  80.2904                            Cool Biz   13.0905    80.2900   \n",
       "47  13.0853  80.2451                  Bombay Halwa House   13.0852    80.2448   \n",
       "\n",
       "    price_for_two  price_range rating  \\\n",
       "0           300.0          1.0    4.1   \n",
       "1           350.0          1.0    4.5   \n",
       "2           100.0          1.0    4.3   \n",
       "3           250.0          1.0    3.5   \n",
       "4           600.0          2.0    2.4   \n",
       "5           150.0          1.0      0   \n",
       "6           300.0          1.0    4.3   \n",
       "7           200.0          1.0    4.5   \n",
       "8          2100.0          4.0    3.8   \n",
       "9          1600.0          3.0    4.2   \n",
       "10          400.0          1.0    4.3   \n",
       "11         1600.0          3.0    4.6   \n",
       "12          500.0          2.0    4.6   \n",
       "13          300.0          1.0    4.6   \n",
       "14          300.0          1.0    4.3   \n",
       "15          850.0          2.0    4.0   \n",
       "16         1400.0          3.0    4.4   \n",
       "17         1400.0          3.0    3.8   \n",
       "18          450.0          1.0    4.6   \n",
       "19         1200.0          3.0    4.0   \n",
       "20          500.0          2.0    4.1   \n",
       "21         1200.0          3.0    4.6   \n",
       "22          150.0          1.0    3.4   \n",
       "23          350.0          1.0    3.9   \n",
       "24          400.0          1.0    3.8   \n",
       "25          600.0          2.0    4.1   \n",
       "26          250.0          1.0    3.7   \n",
       "27          600.0          2.0    4.0   \n",
       "28         1500.0          3.0    4.1   \n",
       "29         1600.0          3.0    4.0   \n",
       "30          200.0          1.0    4.1   \n",
       "31          250.0          1.0    3.9   \n",
       "32          750.0          2.0    4.3   \n",
       "33          500.0          2.0    4.2   \n",
       "34          350.0          1.0    4.0   \n",
       "35          900.0          2.0    4.2   \n",
       "36          350.0          1.0    4.5   \n",
       "37          500.0          2.0    3.1   \n",
       "38          400.0          1.0    4.1   \n",
       "39          500.0          2.0    4.2   \n",
       "40          200.0          1.0    3.4   \n",
       "41          300.0          1.0    4.3   \n",
       "42          200.0          1.0    3.8   \n",
       "43          200.0          1.0    3.8   \n",
       "44          400.0          1.0    4.0   \n",
       "45          250.0          1.0    4.0   \n",
       "46          600.0          2.0    4.0   \n",
       "47          500.0          2.0    4.3   \n",
       "\n",
       "                                              address  lat_diff  lng_diff  \n",
       "0      22, Raja Annamalai Road, Purasavakkam, Chennai   -0.0001   -0.0001  \n",
       "1                    18, Dr TV Road, Chetpet, Chennai   -0.0003    0.0001  \n",
       "2   8, Bahar Agan Street, Anna Salai, Ellis Road, ...   -0.0001    0.0000  \n",
       "3   11/2, Greams Road, Near Police Station, Thousa...    0.0000    0.0001  \n",
       "4   49/15, 3rd Floor, Express Avenue Mall, Whites ...   -0.0001    0.0000  \n",
       "5              149 /4, Monteith Road, Egmore, Chennai   -0.0003   -0.0001  \n",
       "6              8, Thiruvika Road, Royapettah, Chennai   -0.0001    0.0000  \n",
       "7   22, Mohammed Abdullah, 2nd Street, Opposite Ch...   -0.0001    0.0000  \n",
       "8   1, 3rd Floor, La Woods Hotel, Woods Road, Moun...    0.0004   -0.0002  \n",
       "9   45, College Road, Near Madras Alliance Francai...    0.0003    0.0004  \n",
       "10  Upper Ground Floor, Express Avenue, Whites Roa...   -0.0001   -0.0001  \n",
       "11            39, College Road, Nungambakkam, Chennai   -0.0003    0.0001  \n",
       "12  23, Wallace Garden, 3rd Street, Nungambakkam, ...    0.0000    0.0001  \n",
       "13  112/241, Purasawalkam High Road, Purasavakkam,...   -0.0001    0.0000  \n",
       "14             8, Thiruvika Road, Royapettah, Chennai   -0.0003    0.0000  \n",
       "15  16/1, Wallace Garden, 2nd Street, Opposite Ath...   -0.0002    0.0000  \n",
       "16                  Whites Road, Royapettah, Chennai    -0.0002    0.0000  \n",
       "17  E Hotel, Gate 1, Lobby Level, Pattulos Road, R...    0.0000    0.0002  \n",
       "18  12/1, Opposite Royal Enfield Showroom, Greams ...   -0.0003    0.0000  \n",
       "19  19, 3rd Street, Wallace Garden Road, Nungambak...   -0.0002    0.0000  \n",
       "20  Families Complex, Medavakkam Tank Road, Kilpau...    0.0000    0.0001  \n",
       "21  18/24, Yafa Towers, Khader Nawaz Khan Road, Nu...   -0.0002    0.0000  \n",
       "22  338, Mint Street, Near Kakada Ramprasad, Sowca...    0.0001    0.0000  \n",
       "23  10, Khader Nawaz Khan Road, Opposite Evoluzion...    0.0000   -0.0001  \n",
       "24  41, Ground Floor, Anugraha, Near Taj Coromande...    0.0002    0.0003  \n",
       "25  82, Valluvarkottam High Road, Nungambakkam, Ch...   -0.0002    0.0002  \n",
       "26  232, 92, Dr. Besant Road, Near Mirsahibpet, Ma...   -0.0002    0.0001  \n",
       "27  Ground Floor, Express Avenue Mall, Whites Road...   -0.0003    0.0000  \n",
       "28           58-A, Habibullah Road, T. Nagar, Chennai    0.0001    0.0001  \n",
       "29           71, Cathedral Road, Gopalapuram, Chennai   -0.0002    0.0000  \n",
       "30      58/2, Akbar Saheb Street, Triplicane, Chennai   -0.0002    0.0001  \n",
       "31  107/4, Salzberg Square, Harrington Road, Chetp...   -0.0001    0.0001  \n",
       "32  1, Poes Garden, Kasturi Estate, 1st Street, Al...   -0.0001   -0.0001  \n",
       "33  7, 7th Cross Street, Near Thiru Vee Ka Park, A...   -0.0002    0.0000  \n",
       "34  1, Park Side Street, Lake Area, Nungambakkam, ...   -0.0003    0.0002  \n",
       "35  119, D Block, 1st Main Road, Chintamani, Oppos...    0.0000    0.0000  \n",
       "36  2/247, Perinbavilas Complex, Opposite Chitra A...    0.0000   -0.0001  \n",
       "37           1, Vellala Street, Purasavakkam, Chennai   -0.0002    0.0001  \n",
       "38  6, D Block, 6th Street, Behind Chinthamani, An...    0.0000   -0.0001  \n",
       "39                 12/5, Ormes Road, Kilpauk, Chennai   -0.0002    0.0001  \n",
       "40    Saravana Stores Building, Purasavakkam, Chennai   -0.0004   -0.0002  \n",
       "41  2nd Floor, Spectrum The Grand Venus Mall, Pape...    0.0000   -0.0003  \n",
       "42           31 & 12/3A, Ormes Road, Kilpauk, Chennai    0.0000    0.0000  \n",
       "43           31 & 12/3A, Ormes Road, Kilpauk, Chennai   -0.0002    0.0001  \n",
       "44   5, Purasavakkam High Road, Purasavakkam, Chennai   -0.0003    0.0000  \n",
       "45  237/A, Kilpauk Garden Road, Mummy Daddy Showro...   -0.0001   -0.0001  \n",
       "46     1, Erabalu Chetty Street, George Town, Chennai   -0.0002   -0.0004  \n",
       "47  12 & 14, 1st Floor, Balfour Road, Windsor Pala...   -0.0001   -0.0003  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_venues = dataset[(abs(dataset['lat_diff']) <= 0.0004) & (abs(dataset['lng_diff']) <= 0.0004)].reset_index(drop = True)\n",
    "selected_venues"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5) We will clean up more here. Get the Average price and Drop certain redundant columns to make the data frame look clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "selected_venues['average_price'] = selected_venues['price_for_two']/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "selected_venues = selected_venues.drop(columns = ['name', 'lat', 'lng', 'lat_diff', 'lng_diff', 'price_for_two'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>categories</th>\n",
       "      <th>venue</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>price_range</th>\n",
       "      <th>rating</th>\n",
       "      <th>address</th>\n",
       "      <th>average_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Snack Place</td>\n",
       "      <td>Links</td>\n",
       "      <td>13.0799</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>22, Raja Annamalai Road, Purasavakkam, Chennai</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Shree Mithai</td>\n",
       "      <td>13.0718</td>\n",
       "      <td>80.2480</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>18, Dr TV Road, Chetpet, Chennai</td>\n",
       "      <td>175.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Bombay Lassi</td>\n",
       "      <td>13.0659</td>\n",
       "      <td>80.2712</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>8, Bahar Agan Street, Anna Salai, Ellis Road, ...</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>The Cake World</td>\n",
       "      <td>13.0604</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>11/2, Greams Road, Near Police Station, Thousa...</td>\n",
       "      <td>125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Cafe Coffee Day</td>\n",
       "      <td>13.0586</td>\n",
       "      <td>80.2642</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>49/15, 3rd Floor, Express Avenue Mall, Whites ...</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          categories            venue  latitude  longitude  price_range  \\\n",
       "0        Snack Place            Links   13.0799    80.2545          1.0   \n",
       "1  Indian Restaurant     Shree Mithai   13.0718    80.2480          1.0   \n",
       "2       Dessert Shop     Bombay Lassi   13.0659    80.2712          1.0   \n",
       "3          Juice Bar   The Cake World   13.0604    80.2545          1.0   \n",
       "4      Shopping Mall  Cafe Coffee Day   13.0586    80.2642          2.0   \n",
       "\n",
       "  rating                                            address  average_price  \n",
       "0    4.1     22, Raja Annamalai Road, Purasavakkam, Chennai          150.0  \n",
       "1    4.5                   18, Dr TV Road, Chetpet, Chennai          175.0  \n",
       "2    4.3  8, Bahar Agan Street, Anna Salai, Ellis Road, ...           50.0  \n",
       "3    3.5  11/2, Greams Road, Near Police Station, Thousa...          125.0  \n",
       "4    2.4  49/15, 3rd Floor, Express Avenue Mall, Whites ...          300.0  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_venues.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 6) Finally we end up with 46 locations which are the most appropriate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "categories       48\n",
       "venue            48\n",
       "latitude         48\n",
       "longitude        48\n",
       "price_range      48\n",
       "rating           48\n",
       "address          48\n",
       "average_price    48\n",
       "dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_venues.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total venues available: 47\n"
     ]
    }
   ],
   "source": [
    "selected_venues = selected_venues[selected_venues['rating'] != 0.0]\n",
    "print(\"Total venues available: {}\".format(selected_venues.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Analysis <a class=\"anchor\" id=\"Data_Analysis\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1) We will plot a graph to see which category of restaurant is the most famous among the public"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 27 artists>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "venue_distribution = selected_venues['categories'].value_counts()\n",
    "colors = cm.rainbow(np.linspace(0, 1, len(venue_distribution.index)))\n",
    "plt.figure(figsize = (20, 12))\n",
    "plt.xticks(rotation = 90)\n",
    "plt.xlabel(\"Venue category\", fontsize = 16)\n",
    "plt.ylabel(\"Count\", fontsize = 16)\n",
    "plt.title(\"Count of venues of each category\", fontsize = 16)\n",
    "plt.bar(venue_distribution.index, venue_distribution.values, color = colors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Observations from the above line space graph: \n",
    "- The Indian Restaurant is the most famous type of restaurant in Chennai locality and the Gourmet shop is the least famous among all\n",
    "- There are few more types of restaurants that strangely makes up to the list are Japanese and Korean ones"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2) We will plot a bar graph to check what is the most common rating for the restaurants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Count of venues with given rating')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RnZK8c4b9vCvJjhm2u3uSB1fVOUlen+Q+VXXsDO8DAAAAYJOtF4oOSvKlGfbzpawxlWxJdz+ju3+wu7cneVSSk7r7sTPsHwAAAIBNtl4o+mKSW8ywn21jWwAAAACupNYLRe/JDGsPJTlibDuz7j6luw/fyHsAAAAA2DzrhaIXJblvVb2wqq6x8sWqunpVvTjJfZK8cDMGCAAAAMB8bFnrxe5+b1U9LcmfJnlMVb0zybnj5VskuX+SGyZ5WnefvqkjBQAAAGBTrRmKkqS7X1RVZyU5KsnDklx7vPSNJKckeV53v3vTRggAAADAXKwbipKku09LclpVXS3JjcbTF3b3dzZtZAAAAADM1UyhaEl3fzfJBZs0FgAAAAAWaL3FrAEAAAC4ihCKAAAAAEgiFAEAAAAwCEUAAAAAJBGKAAAAABiEIgAAAACSCEUAAAAADEIRAAAAAEmEIgAAAAAGoQgAAACAJEIRAAAAAINQBAAAAEASoQgAAACAQSgCAAAAIIlQBAAAAMAgFAEAAACQRCgCAAAAYBCKAAAAAEgiFAEAAAAwCEUAAAAAJBGKAAAAABiEIgAAAACSCEUAAAAADEIRAAAAAEmEIgAAAAAGoQgAAACAJEIRAAAAAINQBAAAAEASoQgAAACAQSgCAAAAIIlQBAAAAMAgFAEAAACQRCgCAAAAYBCKAAAAAEgiFAEAAAAwCEUAAAAAJBGKAAAAABiEIgAAAACSCEUAAAAADEIRAAAAAEmEIgAAAAAGoQgAAACAJEIRAAAAAINQBAAAAEASoQgAAACAQSgCAAAAIIlQBAAAAMAgFAEAAACQRCgCAAAAYBCKAAAAAEgiFAEAAAAwCEUAAAAAJBGKAAAAABiEIgAAAACSCEUAAAAADEIRAAAAAEmEIgAAAAAGoQgAAACAJEIRAAAAAINQBAAAAEASoQgAAACAQSgCAAAAIIlQBAAAAMAgFAEAAACQZM6hqKquVVX/WlUfqKqPVNXvzvP4AAAAAOzeljkf79Ik9+nur1bV1ZO8p6re1t2nz3kcAAAAAKww11DU3Z3kq+Ph1cevnucYAAAAAFjdvK8oSlUdkOTMJD+S5KXdfcYq2+xMsjNJtm3bNt8BAoCp6TMAABDBSURBVAAAm+fP3r3oEQCwhrkvZt3d3+nuOyT5wSR3qapDVtnmmO7e0d07tm7dOu8hAgAAAFwlLeyuZ9395SSnJHnAosYAAAAAwOXmfdezrVV1/fHnaye5X5KPzXMMAAAAAKxu3msU3SzJq8Y6RVdLcnx3v3XOYwAAAABgFfO+69kHk9xxnscEAAAAYDYLW6MIAAAAgP2LUAQAAABAEqEIAAAAgEEoAgAAACCJUAQAAADAIBQBAAAAkEQoAgAAAGAQigAAAABIIhQBAAAAMAhFAAAAACQRigAAAAAYhCIAAAAAkghFAAAAAAxCEQAAAABJhCIAAAAABqEIAAAAgCRCEQAAAACDUAQAAABAEqEIAAAAgEEoAgAAACCJUAQAAADAIBQBAAAAkEQoAgAAAGAQigAAAABIIhQBAAAAMAhFAAAAACQRigAAAAAYhCIAAAAAkghFAAAAAAxCEQAAAABJhCIAAAAABqEIAAAAgCRCEQAAAACDUAQAAABAEqEIAAAAgEEoAgAAACCJUAQAAADAIBQBAAAAkEQoAgAAAGAQigAAAABIIhQBAAAAMAhFAAAAACQRigAAAAAYhCIAAAAAkghFAAAAAAxCEQAAAABJhCIAAAAABqEIAAAAgCRCEQAAAACDUAQAAABAEqEIAAAAgEEoAgAAACCJUAQAAADAIBQBAAAAkEQoAgAAAGAQigAAAABIIhQBAAAAMAhFAAAAACQRigAAAAAYhCIAAAAAkghFAAAAAAxCEQAAAABJhCIAAAAABqEIAAAAgCRCEQAAAACDUAQAAABAEqEIAAAAgEEoAgAAACDJnENRVf1QVZ1cVWdX1Ueq6snzPD4AAAAAu7dlzse7LMnTuvusqjooyZlVdWJ3f3TO4wAAAABghbleUdTd53f3WePPlyQ5O8nN5zkGAAAAAFY37yuKvqeqtie5Y5IzVnltZ5KdSbJt27a5jguA/dOdnn7poofAfuyGRy16BJPb/sCFix4CAMBeWchi1lV13SRvTPKU7r545evdfUx37+juHVu3bp3/AAEAAACuguYeiqrq6pki0XHd/aZ5Hx8AAACA1c37rmeV5K+TnN3dL5jnsQEAAABY27yvKLp7kscluU9VvX/8+tk5jwEAAACAVcx1Mevufk+SmucxAQAAAJjNQhazBgAAAGD/IxQBAAAAkEQoAgAAAGAQigAAAABIIhQBAAAAMAhFAAAAACQRigAAAAAYhCIAAAAAkghFAAAAAAxCEQAAAABJhCIAAAAABqEIAAAAgCRCEQAAAACDUAQAAABAEqEIAAAAgEEoAgAAACCJUAQAAADAIBQBAAAAkEQoAgAAAGAQigAAAABIIhQBAAAAMAhFAAAAACQRigAAAAAYhCIAAAAAkghFAAAAAAxCEQAAAABJhCIAAAAABqEIAAAAgCRCEQAAAACDUAQAAABAEqEIAAAAgEEoAgAAACCJUAQAAADAIBQBAAAAkEQoAgAAAGAQigAAAABIIhQBAAAAMAhFAAAAACQRigAAAAAYhCIAAAAAkghFAAAAAAxCEQAAAABJhCIAAAAABqEIAAAAgCRCEQAAAACDUAQAAABAEqEIAAAAgEEoAgAAACCJUAQAAADAIBQBAAAAkEQoAgAAAGAQigAAAABIIhQBAAAAMAhFAAAAACQRigAAAAAYhCIAAAAAkghFAP+/vfuP2bWu6wD+/nTAIWRzi4MhB6Q2plO3yhhErF/UHAZlztrQsplup1Iblj8G2hJztcrVmmYaK0ZMzVlEQ0ONsqaZED8iQYGGhXI8GBMTIQwCPv1xf8/2+PAczuP5cV03z/16bc/u57qv731dH9jnfHZ4c13XDQAAwCAoAgAAACCJoAgAAACAQVAEAAAAQBJBEQAAAACDoAgAAACAJIIiAAAAAAZBEQAAAABJBEUAAAAADIIiAAAAAJIIigAAAAAYBEUAAAAAJBEUAQAAADBMGhRV1UVVdVdV3TTleQEAAADYt6mvKLo4yZkTnxMAAACATZg0KOrujyX58pTnBAAAAGBzDpu7gI1U1c4kO5PkhBNOmLmag+PNNXcFwDfi309/ZO4SWO/0uQtYuOV77p+7hKVy9DPum7uEJMm3zl0APF5c9/m5KwBgyS3lw6y7+8LuPrm7T96+ffvc5QAAAACshKUMigAAAACYnqAIAAAAgCQTB0VV9edJPpnk6VW1q6pePuX5AQAAANi7SR9m3d0vmvJ8AAAAAGyeW88AAAAASCIoAgAAAGAQFAEAAACQRFAEAAAAwCAoAgAAACCJoAgAAACAQVAEAAAAQBJBEQAAAACDoAgAAACAJIIiAAAAAAZBEQAAAABJBEUAAAAADIIiAAAAAJIIigAAAAAYBEUAAAAAJBEUAQAAADAIigAAAABIIigCAAAAYBAUAQAAAJBEUAQAAADAICgCAAAAIImgCAAAAIBBUAQAAABAEkERAAAAAIOgCAAAAIAkgiIAAAAABkERAAAAAEkERQAAAAAMgiIAAAAAkgiKAAAAABgERQAAAAAkERQBAAAAMAiKAAAAAEgiKAIAAABgEBQBAAAAkERQBAAAAMAgKAIAAAAgiaAIAAAAgEFQBAAAAEASQREAAAAAg6AIAAAAgCSCIgAAAAAGQREAAAAASQRFAAAAAAyCIgAAAACSCIoAAAAAGARFAAAAACQRFAEAAAAwCIoAAAAASCIoAgAAAGAQFAEAAACQRFAEAAAAwCAoAgAAACCJoAgAAACAQVAEAAAAQBJBEQAAAACDoAgAAACAJIIiAAAAAAZBEQAAAABJBEUAAAAADIIiAAAAAJIIigAAAAAYBEUAAAAAJBEUAQAAADAIigAAAABIIigCAAAAYBAUAQAAAJBEUAQAAADAICgCAAAAIMkMQVFVnVlVt1bVbVV13tTnBwAAAGBjkwZFVbUtyTuSPC/JM5O8qKqeOWUNAAAAAGxs6iuKTklyW3f/R3c/mOR9SZ4/cQ0AAAAAbOCwic93XJI71mzvSnLq+kVVtTPJzrF5X1XdOkFth9rRSb40dxHwGPToWp+YuwAe5RN6dBndse8lk1iWOv7OLGX56VGWnR5luVVtpR592kZvTh0U1Qbv9aPe6L4wyYWHvpzpVNW13X3y3HXA3uhRlp0e5fFAn7Ls9CjLTo+y7FahR6e+9WxXkuPXbO9IsnviGgAAAADYwNRB0TVJTqqqb6+qJyQ5J8nlE9cAAAAAwAYmvfWsux+qqlcl+UiSbUku6u5PT1nDjLbUrXRsSXqUZadHeTzQpyw7Pcqy06Msuy3fo9X9qEcEAQAAALCCpr71DAAAAIAlJSgCAAAAIImg6KCqquOr6h+q6uaq+nRVnbvBmqqqt1XVbVX1qap6zhy1spo22aM/VFX3VNUN4+fX56iV1VRVR1TVv1TVv40effMGa8xRZrPJHjVHmV1Vbauqf62qD26wzxxldvvoUXOU2VXV7VV14+jBazfYv2Vn6aQPs14BDyV5TXdfX1VPSnJdVV3Z3Z9Zs+Z5SU4aP6cmeed4hSlspkeT5OPdffYM9cEDSc7o7vuq6vAk/1RVH+ruq9asMUeZ02Z6NDFHmd+5SW5O8i0b7DNHWQaP1aOJOcpy+OHu/tJe9m3ZWeqKooOou+/s7uvH7/dmMfiOW7fs+Uku6YWrkjy5qo6duFRW1CZ7FGYzZuN9Y/Pw8bP+WxfMUWazyR6FWVXVjiRnJfmTvSwxR5nVJnoUHg+27CwVFB0iVXViku9OcvW6XccluWPN9q74D3Vm8Bg9miSnjdsqPlRVz5q0MFbeuBT9hiR3Jbmyu81RlsomejQxR5nXHyR5fZJH9rLfHGVu++rRxBxlfp3kb6vquqraucH+LTtLBUWHQFV9c5JLk7y6u7+6fvcGH/F/IpnUPnr0+iRP6+7vTPL2JH89dX2stu5+uLu/K8mOJKdU1bPXLTFHmdUmetQcZTZVdXaSu7r7usdatsF75iiT2GSPmqMsg9O7+zlZ3GL2yqr6gXX7t+wsFRQdZON5BZcmeU93/9UGS3YlOX7N9o4ku6eoDZJ992h3f3XPbRXdfUWSw6vq6InLhHT3V5L8Y5Iz1+0yR1kKe+tRc5SZnZ7kJ6rq9iTvS3JGVb173RpzlDnts0fNUZZBd+8er3cluSzJKeuWbNlZKig6iKqqkvxpkpu7+/f3suzyJD83npD+vUnu6e47JyuSlbaZHq2qbxvrUlWnZDEn7p6uSlZZVW2vqieP35+Y5EeT3LJumTnKbDbTo+Yoc+ru87t7R3efmOScJB/t7p9dt8wcZTab6VFzlLlV1VHjy39SVUcleW6Sm9Yt27Kz1LeeHVynJ3lJkhvHswuS5A1JTkiS7n5XkiuS/FiS25Lcn+TnZ6iT1bWZHv2pJL9UVQ8l+VqSc7p7S1xCyePCsUn+rKq2ZfGXwvd39wer6hcTc5SlsJkeNUdZOuYoy84cZck8JcllI688LMl7u/vDqzJLy583AAAAABK3ngEAAAAwCIoAAAAASCIoAgAAAGAQFAEAAACQRFAEAAAAwCAoAgBWQlW9tKp6zc+DVfXZqvqtqjpiP453QVWdscH7F1fV7QelaACAiQmKAIBV89NJTktyVpKPJDk/yVv34zhvSvKooCjJW5K8YL+rAwCY0WFzFwAAMLEbuvu28fuVVXVSkpdX1bnd/ciBHry7P3ugxwAAmIsrigCAVXd9kicmOTpJquq5VXVFVd1ZVfdX1U1V9Zqq2rbnA1XV49c3rrmV7YKx7+tuPauqE8f+X6iq3xjH/UpVfaCqdqwtpKqOrKp3VtXdVXVvVV1WVd83Pv/SQ/uvAQDAFUUAACcmuSfJ3WP7O5L8fZK3J/nfJCcnuSDJ9iTnjTWnJflkkouT/PF4b9c+znN+kn9O8rIkxyT5vSTvSfKDa9ZcmMWtcRckuTbJj4w1AACTEBQBAKtmW1UdluRJWTxL6IVJXt3dDydJd79rz8KqqiQfT/KEJK+tqjd09yPdfdViV77Q3Vdt8ryf6+4Xrzn29iRvraqndvfuqnp6khcnOa+7f3csu7Kqjkzyywf0TwwAsEmCIgBg1dyybvuPuvsP92xU1bFZXNFzZpKn5uv/vnRMki/u53n/Zt32jeP1hCS7k5yapJL8xbp1fxlBEQAwEUERALBqXpDFbWLbk/xqkldU1dXdfUlVfVOSy7MIiC7IIlT6WpKfTPLGJEccwHm/vG77gfG655jHjte71q37rwM4JwDAN0RQBACsmpv2fOtZVX00yaeyuAXs0iwCopOTvKS7373nA1X14xPUded4PSbJf655/ykTnBsAIIlvPQMAVlh3P5DkdVmEM69IcuTY9X971lTV4Ul+ZoOPP5jFt6UdLFcn6SweZr3W+m0AgEPGFUUAwErr7sur6pokr83iW8c+l+Q3q+rhLAKjX9nLRz+T5Kyq+nCS/06yu7t3H0Adt1bVe5O8ZdwCd12SM5LsuZrpkf09NgDAZrmiCAAg+bUsrip6WRbPI/pikkuSvCPJx5L89gafeVWS/0nygSTXJNl5EOrYmeSiJK9PclmSZyV55dh3z0E4PgDAY6runrsGAAD2oqpel+R3kpzY3Z+fux4AYGtz6xkAwJKoqrOTPDvJDVncavb9WdwS934hEQAwBUERAMDyuDeLW9/OS3JUki8keVuSN81ZFACwOtx6BgAAAEASD7MGAAAAYBAUAQAAAJBEUAQAAADAICgCAAAAIImgCAAAAIDh/wF5TaNWGj7j/QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_venues['rating'] = selected_venues['rating'].astype(float)\n",
    "rating = selected_venues['rating'].value_counts().sort_index()\n",
    "plt.figure(figsize = (20, 12))\n",
    "plt.bar(rating.index, rating.values, color = cm.rainbow(np.linspace(0, 1, len(rating.index))))\n",
    "plt.xlabel(\"Rating\", fontsize = 16)\n",
    "plt.ylabel(\"Count\", fontsize = 16)\n",
    "plt.title(\"Count of venues with given rating\", fontsize = 16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Observations from the above bar graph: \n",
    "- The rating for most of the restaurants as rated by the people in Zomato hovers around 3.5 to 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3) We will make a segregation of restaurants something like this.\n",
    "\n",
    "- 1 - 2 = Low\n",
    "- 2 - 3 = Okay\n",
    "- 3 - 4 = Good\n",
    "- 4 - 5 = Very Good"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "bins = [1.0, 2.0, 3.0, 4.0, 5.0]\n",
    "labels = ['Low', 'Okay', 'Good', 'Very good']\n",
    "selected_venues['rating_bin'] = pd.cut(selected_venues['rating'].astype(float), bins = bins, labels = labels, include_lowest = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4) We will plot the locations in the leaflet map with rating as the main parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x28664fcf7c0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "color_map = {'Low': 'red', 'Okay': 'orange', 'Good': 'green', 'Very good': 'darkgreen'}\n",
    "\n",
    "chennai_map = folium.Map(location = [latitude, longitude], zoom_start = 13)\n",
    "\n",
    "for name, address, latitude, longitude, rating_bin in zip(selected_venues['venue'], \n",
    "                                                          selected_venues['address'], \n",
    "                                                          selected_venues['latitude'], \n",
    "                                                          selected_venues['longitude'], \n",
    "                                                          selected_venues['rating_bin']):\n",
    "    label = '{}, {}'.format(name, address)\n",
    "    label = folium.Popup(label, parse_html = True)\n",
    "    folium.Marker(\n",
    "        [latitude, longitude],\n",
    "        icon = folium.Icon(color = color_map[rating_bin]),\n",
    "        popup = label).add_to(chennai_map)  \n",
    "\n",
    "\n",
    "chennai_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5) We will plot the locations in the leaflet map with price as the main parameter\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x286653aadf0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "color_map = {'1.0': 'green', '2.0': 'darkgreen', '3.0': 'orange', '4.0': 'red'}\n",
    "\n",
    "chennai_map = folium.Map(location = [latitude, longitude], zoom_start = 13)\n",
    "\n",
    "for name, address, latitude, longitude, price_range in zip(selected_venues['venue'], \n",
    "                                                           selected_venues['address'], \n",
    "                                                           selected_venues['latitude'], \n",
    "                                                           selected_venues['longitude'], \n",
    "                                                           selected_venues['price_range'].astype(str)):\n",
    "    label = '{}, {}'.format(name, address)\n",
    "    label = folium.Popup(label, parse_html = True)\n",
    "    folium.Marker(\n",
    "        [latitude, longitude],\n",
    "        icon = folium.Icon(color = color_map[price_range]),\n",
    "        popup = label).add_to(chennai_map)  \n",
    "\n",
    "\n",
    "chennai_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 6) We will calculate the average price and see as to how many restaurants will come under a particular range\n",
    "- 0   - 200\n",
    "- 200 - 400\n",
    "- 400 - 600\n",
    "- 600 - 800\n",
    "- 800 - 1000\n",
    "- 1000- 1200\n",
    "- 1200- 1400\n",
    "- greater than 1400"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Count of venues with given average price')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "average_prices = selected_venues['average_price'].value_counts().sort_index()\n",
    "plt.figure(figsize = (20, 12))\n",
    "plt.scatter(average_prices.index, \n",
    "            average_prices.values, \n",
    "            s = average_prices.index*10, \n",
    "            c = cm.rainbow(np.linspace(0, 1, len(average_prices.index))))\n",
    "plt.xlabel(\"Price per person\", fontsize = 16)\n",
    "plt.ylabel(\"Venue count\", fontsize = 16)\n",
    "plt.title(\"Count of venues with given average price\", fontsize = 16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Observation: Most of the restaurants fall under the range of 200 - 600 on average for two people to dine"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7) We will try to cluster the restaurants based on ratings\n",
    "- We will have to take into consideration on choosing the K (number of cluster). \n",
    "- To aid this purpose, we will plot the elbow graph to pick the best K.\n",
    "- We will then use that K value and create clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "chennai_clustering = selected_venues.drop(['venue', 'address', 'rating_bin', 'categories'], 1)\n",
    "\n",
    "\n",
    "error_cost = []\n",
    "\n",
    "for i in range(3,11):\n",
    "    KM = KMeans(n_clusters = i, max_iter = 100)\n",
    "    try:\n",
    "        KM.fit(chennai_clustering)\n",
    "    except ValueError:\n",
    "        print(\"error on line\",i)\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    #calculate squared error for the clustered points\n",
    "    error_cost.append(KM.inertia_/100)\n",
    "\n",
    "#plot the K values aganist the squared error cost\n",
    "plt.plot(range(3,11), error_cost, color='r', linewidth='3')\n",
    "plt.xlabel('K values')\n",
    "plt.ylabel('Squared Error (Cost)')\n",
    "plt.grid(color='white', linestyle='-', linewidth=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Observation: The best value for K is 4 from the graph above. So we will choose that and create clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8) Fit via K means clustering Algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cluster_labels_new</th>\n",
       "      <th>categories</th>\n",
       "      <th>venue</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>price_range</th>\n",
       "      <th>rating</th>\n",
       "      <th>address</th>\n",
       "      <th>average_price</th>\n",
       "      <th>rating_bin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>Snack Place</td>\n",
       "      <td>Links</td>\n",
       "      <td>13.0799</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>22, Raja Annamalai Road, Purasavakkam, Chennai</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Shree Mithai</td>\n",
       "      <td>13.0718</td>\n",
       "      <td>80.2480</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>18, Dr TV Road, Chetpet, Chennai</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Bombay Lassi</td>\n",
       "      <td>13.0659</td>\n",
       "      <td>80.2712</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>8, Bahar Agan Street, Anna Salai, Ellis Road, ...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>The Cake World</td>\n",
       "      <td>13.0604</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>11/2, Greams Road, Near Police Station, Thousa...</td>\n",
       "      <td>125.0</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Cafe Coffee Day</td>\n",
       "      <td>13.0586</td>\n",
       "      <td>80.2642</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>49/15, 3rd Floor, Express Avenue Mall, Whites ...</td>\n",
       "      <td>300.0</td>\n",
       "      <td>Okay</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cluster_labels_new         categories            venue  latitude  \\\n",
       "0                   2        Snack Place            Links   13.0799   \n",
       "1                   2  Indian Restaurant     Shree Mithai   13.0718   \n",
       "2                   2       Dessert Shop     Bombay Lassi   13.0659   \n",
       "3                   2          Juice Bar   The Cake World   13.0604   \n",
       "4                   0      Shopping Mall  Cafe Coffee Day   13.0586   \n",
       "\n",
       "   longitude  price_range  rating  \\\n",
       "0    80.2545          1.0     4.1   \n",
       "1    80.2480          1.0     4.5   \n",
       "2    80.2712          1.0     4.3   \n",
       "3    80.2545          1.0     3.5   \n",
       "4    80.2642          2.0     2.4   \n",
       "\n",
       "                                             address  average_price rating_bin  \n",
       "0     22, Raja Annamalai Road, Purasavakkam, Chennai          150.0  Very good  \n",
       "1                   18, Dr TV Road, Chetpet, Chennai          175.0  Very good  \n",
       "2  8, Bahar Agan Street, Anna Salai, Ellis Road, ...           50.0  Very good  \n",
       "3  11/2, Greams Road, Near Police Station, Thousa...          125.0       Good  \n",
       "4  49/15, 3rd Floor, Express Avenue Mall, Whites ...          300.0       Okay  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "NO_OF_CLUSTERS = 4\n",
    "\n",
    "clustering = selected_venues.drop(['venue', 'address', 'rating_bin', 'categories'], 1)\n",
    "kMeans = KMeans(n_clusters = NO_OF_CLUSTERS, random_state = 0).fit(clustering)\n",
    "selected_venues.insert(0, 'cluster_labels_new', kMeans.labels_)\n",
    "selected_venues.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9) We will visualize via map on how the algorithm worked to create clusters\n",
    "\n",
    "#### Few points to note: \n",
    "\n",
    "#### - Cluster 0: Red colour is chosen (Price range is 250 - 500)\n",
    "#### - Cluster 1: Blue colour is chosen (Price range is 500 - 800)\n",
    "#### - Cluster 2: Green colour is chosen (Price range is less than 250)\n",
    "#### - Cluster 3: Yellow colour is chosen (Price range is greater than 800)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
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            var circle_marker_b0a1b7e47976432a928665b7d950ecef = L.circleMarker(
                [13.062, 80.2642],
                {"bubblingMouseEvents": true, "color": "yellow", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "yellow", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_86cdf0e058b045e69aab588cb25aa855);
        
    
        var popup_1c82e4a305b4479a966afb285a21c100 = L.popup({"maxWidth": "100%"});

        
            var html_3ea88733eee845a7a787b965105a15cb = $(`<div id="html_3ea88733eee845a7a787b965105a15cb" style="width: 100.0%; height: 100.0%;">Cluster: 3</div>`)[0];
            popup_1c82e4a305b4479a966afb285a21c100.setContent(html_3ea88733eee845a7a787b965105a15cb);
        

        circle_marker_b0a1b7e47976432a928665b7d950ecef.bindPopup(popup_1c82e4a305b4479a966afb285a21c100)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x286675a26a0>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chennai_map = folium.Map(location = [latitude, longitude], zoom_start = 13)\n",
    "color_map = { 0: 'red', 1: 'blue', 2: 'green', 3: 'yellow'}\n",
    "\n",
    "# add venues to the map\n",
    "markers_colors = []\n",
    "for venue, address, cluster, latitude, longitude in zip(selected_venues['venue'], \n",
    "                                                        selected_venues['address'], \n",
    "                                                        selected_venues['cluster_labels_new'], \n",
    "                                                        selected_venues['latitude'], \n",
    "                                                        selected_venues['longitude']):\n",
    "    label = folium.Popup(str(venue) + ', ' + str(address), parse_html = True)\n",
    "    folium.CircleMarker(\n",
    "        [latitude, longitude],\n",
    "        radius = 5,\n",
    "        popup = label,\n",
    "        color = color_map[cluster],\n",
    "        fill = True,\n",
    "        fill_color = color_map[cluster],\n",
    "        fill_opacity = 0.7).add_to(chennai_map)\n",
    "\n",
    "# add cluster centers to the map\n",
    "for index, cluster in enumerate(kMeans.cluster_centers_):\n",
    "    latitude = cluster[0]\n",
    "    longitude = cluster[1]\n",
    "    label = folium.Popup(\"Cluster: \" + str(index), parse_html = True)\n",
    "    folium.CircleMarker(\n",
    "        [latitude, longitude],\n",
    "        radius = 10,\n",
    "        popup = label,\n",
    "        color = color_map[index],\n",
    "        fill = True,\n",
    "        fill_color = color_map[index],\n",
    "        fill_opacity = 0.7).add_to(chennai_map)\n",
    "\n",
    "\n",
    "chennai_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st Cluster\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cluster_labels_new</th>\n",
       "      <th>categories</th>\n",
       "      <th>venue</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>price_range</th>\n",
       "      <th>rating</th>\n",
       "      <th>address</th>\n",
       "      <th>average_price</th>\n",
       "      <th>rating_bin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Cafe Coffee Day</td>\n",
       "      <td>13.0586</td>\n",
       "      <td>80.2642</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>49/15, 3rd Floor, Express Avenue Mall, Whites ...</td>\n",
       "      <td>300.0</td>\n",
       "      <td>Okay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Amadora Gourmet Ice Cream &amp; Sorbet</td>\n",
       "      <td>13.0610</td>\n",
       "      <td>80.2496</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>23, Wallace Garden, 3rd Street, Nungambakkam, ...</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>Chocolate Shop</td>\n",
       "      <td>Ox &amp; Tomato</td>\n",
       "      <td>13.0609</td>\n",
       "      <td>80.2484</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>16/1, Wallace Garden, 2nd Street, Opposite Ath...</td>\n",
       "      <td>425.0</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>Kebab Restaurant</td>\n",
       "      <td>Kabab Corner</td>\n",
       "      <td>13.0599</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>12/1, Opposite Royal Enfield Showroom, Greams ...</td>\n",
       "      <td>225.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Food</td>\n",
       "      <td>Al-Najeeb Nawab Of Kebab</td>\n",
       "      <td>13.0878</td>\n",
       "      <td>80.2435</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>Families Complex, Medavakkam Tank Road, Kilpau...</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Nungambakkam Bismi Biriyani</td>\n",
       "      <td>13.0615</td>\n",
       "      <td>80.2433</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>82, Valluvarkottam High Road, Nungambakkam, Ch...</td>\n",
       "      <td>300.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Starbucks Coffee</td>\n",
       "      <td>13.0584</td>\n",
       "      <td>80.2647</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ground Floor, Express Avenue Mall, Whites Road...</td>\n",
       "      <td>300.0</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>Kerala Restaurant</td>\n",
       "      <td>Ente Keralam</td>\n",
       "      <td>13.0421</td>\n",
       "      <td>80.2558</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1, Poes Garden, Kasturi Estate, 1st Street, Al...</td>\n",
       "      <td>375.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Coffeetales</td>\n",
       "      <td>13.0817</td>\n",
       "      <td>80.2249</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>7, 7th Cross Street, Near Thiru Vee Ka Park, A...</td>\n",
       "      <td>250.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Zaitoon</td>\n",
       "      <td>13.0835</td>\n",
       "      <td>80.2255</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>119, D Block, 1st Main Road, Chintamani, Oppos...</td>\n",
       "      <td>450.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cluster_labels_new                 categories  \\\n",
       "0                   0              Shopping Mall   \n",
       "1                   0             Ice Cream Shop   \n",
       "2                   0             Chocolate Shop   \n",
       "3                   0           Kebab Restaurant   \n",
       "4                   0                       Food   \n",
       "5                   0          Indian Restaurant   \n",
       "6                   0                Coffee Shop   \n",
       "7                   0          Kerala Restaurant   \n",
       "8                   0                Coffee Shop   \n",
       "9                   0  Middle Eastern Restaurant   \n",
       "\n",
       "                                venue  latitude  longitude  price_range  \\\n",
       "0                     Cafe Coffee Day   13.0586    80.2642          2.0   \n",
       "1  Amadora Gourmet Ice Cream & Sorbet   13.0610    80.2496          2.0   \n",
       "2                         Ox & Tomato   13.0609    80.2484          2.0   \n",
       "3                        Kabab Corner   13.0599    80.2545          1.0   \n",
       "4            Al-Najeeb Nawab Of Kebab   13.0878    80.2435          2.0   \n",
       "5         Nungambakkam Bismi Biriyani   13.0615    80.2433          2.0   \n",
       "6                    Starbucks Coffee   13.0584    80.2647          2.0   \n",
       "7                        Ente Keralam   13.0421    80.2558          2.0   \n",
       "8                         Coffeetales   13.0817    80.2249          2.0   \n",
       "9                             Zaitoon   13.0835    80.2255          2.0   \n",
       "\n",
       "   rating                                            address  average_price  \\\n",
       "0     2.4  49/15, 3rd Floor, Express Avenue Mall, Whites ...          300.0   \n",
       "1     4.6  23, Wallace Garden, 3rd Street, Nungambakkam, ...          250.0   \n",
       "2     4.0  16/1, Wallace Garden, 2nd Street, Opposite Ath...          425.0   \n",
       "3     4.6  12/1, Opposite Royal Enfield Showroom, Greams ...          225.0   \n",
       "4     4.1  Families Complex, Medavakkam Tank Road, Kilpau...          250.0   \n",
       "5     4.1  82, Valluvarkottam High Road, Nungambakkam, Ch...          300.0   \n",
       "6     4.0  Ground Floor, Express Avenue Mall, Whites Road...          300.0   \n",
       "7     4.3  1, Poes Garden, Kasturi Estate, 1st Street, Al...          375.0   \n",
       "8     4.2  7, 7th Cross Street, Near Thiru Vee Ka Park, A...          250.0   \n",
       "9     4.2  119, D Block, 1st Main Road, Chintamani, Oppos...          450.0   \n",
       "\n",
       "  rating_bin  \n",
       "0       Okay  \n",
       "1  Very good  \n",
       "2       Good  \n",
       "3  Very good  \n",
       "4  Very good  \n",
       "5  Very good  \n",
       "6       Good  \n",
       "7  Very good  \n",
       "8  Very good  \n",
       "9  Very good  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = selected_venues[selected_venues['cluster_labels_new'] == 0]\n",
    "print(\"1st Cluster\")\n",
    "result.head(10).reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cluster_labels_new    14\n",
       "categories            14\n",
       "venue                 14\n",
       "latitude              14\n",
       "longitude             14\n",
       "price_range           14\n",
       "rating                14\n",
       "address               14\n",
       "average_price         14\n",
       "rating_bin            14\n",
       "dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "These venues for cluster 1 have mean price range of 2.00 and rating spread around 4.01\n"
     ]
    }
   ],
   "source": [
    "print(\"These venues for cluster 1 have mean price range of {:.02f} and rating spread around {:.02f}\".\n",
    "      format(round(result['price_range'].mean()), result['rating'].astype(float).mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2nd Cluster\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cluster_labels_new</th>\n",
       "      <th>categories</th>\n",
       "      <th>venue</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>price_range</th>\n",
       "      <th>rating</th>\n",
       "      <th>address</th>\n",
       "      <th>average_price</th>\n",
       "      <th>rating_bin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Cream Centre</td>\n",
       "      <td>13.0671</td>\n",
       "      <td>80.2461</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>45, College Road, Near Madras Alliance Francai...</td>\n",
       "      <td>800.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>The Marina</td>\n",
       "      <td>13.0670</td>\n",
       "      <td>80.2522</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>39, College Road, Nungambakkam, Chennai</td>\n",
       "      <td>800.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Wild Garden Cafe - Amethyst</td>\n",
       "      <td>13.0571</td>\n",
       "      <td>80.2594</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>Whites Road, Royapettah, Chennai</td>\n",
       "      <td>700.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Entrée</td>\n",
       "      <td>13.0587</td>\n",
       "      <td>80.2632</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>E Hotel, Gate 1, Lobby Level, Pattulos Road, R...</td>\n",
       "      <td>700.0</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Tuscana Pizzeria</td>\n",
       "      <td>13.0613</td>\n",
       "      <td>80.2498</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>19, 3rd Street, Wallace Garden Road, Nungambak...</td>\n",
       "      <td>600.0</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Nasi And Mee</td>\n",
       "      <td>13.0606</td>\n",
       "      <td>80.2498</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>18/24, Yafa Towers, Khader Nawaz Khan Road, Nu...</td>\n",
       "      <td>600.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>Modern European Restaurant</td>\n",
       "      <td>Basil With A Twist</td>\n",
       "      <td>13.0497</td>\n",
       "      <td>80.2423</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>58-A, Habibullah Road, T. Nagar, Chennai</td>\n",
       "      <td>750.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Sera - The Tapas Bar &amp; Restaurant</td>\n",
       "      <td>13.0456</td>\n",
       "      <td>80.2580</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>71, Cathedral Road, Gopalapuram, Chennai</td>\n",
       "      <td>800.0</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cluster_labels_new                  categories  \\\n",
       "0                   1                     Theater   \n",
       "1                   1          Seafood Restaurant   \n",
       "2                   1                        Café   \n",
       "3                   1                       Hotel   \n",
       "4                   1          Italian Restaurant   \n",
       "5                   1            Asian Restaurant   \n",
       "6                   1  Modern European Restaurant   \n",
       "7                   1                         Bar   \n",
       "\n",
       "                               venue  latitude  longitude  price_range  \\\n",
       "0                       Cream Centre   13.0671    80.2461          3.0   \n",
       "1                         The Marina   13.0670    80.2522          3.0   \n",
       "2        Wild Garden Cafe - Amethyst   13.0571    80.2594          3.0   \n",
       "3                             Entrée   13.0587    80.2632          3.0   \n",
       "4                   Tuscana Pizzeria   13.0613    80.2498          3.0   \n",
       "5                       Nasi And Mee   13.0606    80.2498          3.0   \n",
       "6                 Basil With A Twist   13.0497    80.2423          3.0   \n",
       "7  Sera - The Tapas Bar & Restaurant   13.0456    80.2580          3.0   \n",
       "\n",
       "   rating                                            address  average_price  \\\n",
       "0     4.2  45, College Road, Near Madras Alliance Francai...          800.0   \n",
       "1     4.6            39, College Road, Nungambakkam, Chennai          800.0   \n",
       "2     4.4                  Whites Road, Royapettah, Chennai           700.0   \n",
       "3     3.8  E Hotel, Gate 1, Lobby Level, Pattulos Road, R...          700.0   \n",
       "4     4.0  19, 3rd Street, Wallace Garden Road, Nungambak...          600.0   \n",
       "5     4.6  18/24, Yafa Towers, Khader Nawaz Khan Road, Nu...          600.0   \n",
       "6     4.1           58-A, Habibullah Road, T. Nagar, Chennai          750.0   \n",
       "7     4.0           71, Cathedral Road, Gopalapuram, Chennai          800.0   \n",
       "\n",
       "  rating_bin  \n",
       "0  Very good  \n",
       "1  Very good  \n",
       "2  Very good  \n",
       "3       Good  \n",
       "4       Good  \n",
       "5  Very good  \n",
       "6  Very good  \n",
       "7       Good  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = selected_venues[selected_venues['cluster_labels_new'] == 1]\n",
    "print(\"2nd Cluster\")\n",
    "result.head(10).reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cluster_labels_new    8\n",
       "categories            8\n",
       "venue                 8\n",
       "latitude              8\n",
       "longitude             8\n",
       "price_range           8\n",
       "rating                8\n",
       "address               8\n",
       "average_price         8\n",
       "rating_bin            8\n",
       "dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "These venues for cluster 2 have mean price range of 3.00 and rating spread around 4.21\n"
     ]
    }
   ],
   "source": [
    "print(\"These venues for cluster 2 have mean price range of {:.02f} and rating spread around {:.02f}\".\n",
    "      format(result['price_range'].mean(), result['rating'].astype(float).mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3rd Cluster\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cluster_labels_new</th>\n",
       "      <th>categories</th>\n",
       "      <th>venue</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>price_range</th>\n",
       "      <th>rating</th>\n",
       "      <th>address</th>\n",
       "      <th>average_price</th>\n",
       "      <th>rating_bin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>Snack Place</td>\n",
       "      <td>Links</td>\n",
       "      <td>13.0799</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>22, Raja Annamalai Road, Purasavakkam, Chennai</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Shree Mithai</td>\n",
       "      <td>13.0718</td>\n",
       "      <td>80.2480</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>18, Dr TV Road, Chetpet, Chennai</td>\n",
       "      <td>175.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Bombay Lassi</td>\n",
       "      <td>13.0659</td>\n",
       "      <td>80.2712</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>8, Bahar Agan Street, Anna Salai, Ellis Road, ...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>The Cake World</td>\n",
       "      <td>13.0604</td>\n",
       "      <td>80.2545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>11/2, Greams Road, Near Police Station, Thousa...</td>\n",
       "      <td>125.0</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Sathyam Cinemas</td>\n",
       "      <td>13.0554</td>\n",
       "      <td>80.2580</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>8, Thiruvika Road, Royapettah, Chennai</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Nair Mess</td>\n",
       "      <td>13.0644</td>\n",
       "      <td>80.2776</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>22, Mohammed Abdullah, 2nd Street, Opposite Ch...</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Krispy Kreme</td>\n",
       "      <td>13.0589</td>\n",
       "      <td>80.2640</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>Upper Ground Floor, Express Avenue, Whites Roa...</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Welcome Hotel</td>\n",
       "      <td>13.0856</td>\n",
       "      <td>80.2546</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>112/241, Purasawalkam High Road, Purasavakkam,...</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Multiplex</td>\n",
       "      <td>Sathyam Cinemas</td>\n",
       "      <td>13.0554</td>\n",
       "      <td>80.2580</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>8, Thiruvika Road, Royapettah, Chennai</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Very good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Anmol Mohit Patiala</td>\n",
       "      <td>13.0905</td>\n",
       "      <td>80.2791</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>338, Mint Street, Near Kakada Ramprasad, Sowca...</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cluster_labels_new         categories                venue  latitude  \\\n",
       "0                   2        Snack Place                Links   13.0799   \n",
       "1                   2  Indian Restaurant         Shree Mithai   13.0718   \n",
       "2                   2       Dessert Shop         Bombay Lassi   13.0659   \n",
       "3                   2          Juice Bar       The Cake World   13.0604   \n",
       "4                   2      Movie Theater      Sathyam Cinemas   13.0554   \n",
       "5                   2  Indian Restaurant            Nair Mess   13.0644   \n",
       "6                   2         Donut Shop         Krispy Kreme   13.0589   \n",
       "7                   2              Hotel        Welcome Hotel   13.0856   \n",
       "8                   2          Multiplex      Sathyam Cinemas   13.0554   \n",
       "9                   2  Indian Restaurant  Anmol Mohit Patiala   13.0905   \n",
       "\n",
       "   longitude  price_range  rating  \\\n",
       "0    80.2545          1.0     4.1   \n",
       "1    80.2480          1.0     4.5   \n",
       "2    80.2712          1.0     4.3   \n",
       "3    80.2545          1.0     3.5   \n",
       "4    80.2580          1.0     4.3   \n",
       "5    80.2776          1.0     4.5   \n",
       "6    80.2640          1.0     4.3   \n",
       "7    80.2546          1.0     4.6   \n",
       "8    80.2580          1.0     4.3   \n",
       "9    80.2791          1.0     3.4   \n",
       "\n",
       "                                             address  average_price rating_bin  \n",
       "0     22, Raja Annamalai Road, Purasavakkam, Chennai          150.0  Very good  \n",
       "1                   18, Dr TV Road, Chetpet, Chennai          175.0  Very good  \n",
       "2  8, Bahar Agan Street, Anna Salai, Ellis Road, ...           50.0  Very good  \n",
       "3  11/2, Greams Road, Near Police Station, Thousa...          125.0       Good  \n",
       "4             8, Thiruvika Road, Royapettah, Chennai          150.0  Very good  \n",
       "5  22, Mohammed Abdullah, 2nd Street, Opposite Ch...          100.0  Very good  \n",
       "6  Upper Ground Floor, Express Avenue, Whites Roa...          200.0  Very good  \n",
       "7  112/241, Purasawalkam High Road, Purasavakkam,...          150.0  Very good  \n",
       "8             8, Thiruvika Road, Royapettah, Chennai          150.0  Very good  \n",
       "9  338, Mint Street, Near Kakada Ramprasad, Sowca...           75.0       Good  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = selected_venues[selected_venues['cluster_labels_new'] == 2]\n",
    "print(\"3rd Cluster\")\n",
    "result.head(10).reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cluster_labels_new    24\n",
       "categories            24\n",
       "venue                 24\n",
       "latitude              24\n",
       "longitude             24\n",
       "price_range           24\n",
       "rating                24\n",
       "address               24\n",
       "average_price         24\n",
       "rating_bin            24\n",
       "dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "These venues for cluster 3 have mean price range of 1.00 and rating spread around 4.05\n"
     ]
    }
   ],
   "source": [
    "print(\"These venues for cluster 3 have mean price range of {:.02f} and rating spread around {:.02f}\".\n",
    "      format(result['price_range'].mean(), result['rating'].astype(float).mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4th Cluster\n",
      "These venues for cluster 4 have mean price range of 4.00 and rating spread around 3.80\n"
     ]
    }
   ],
   "source": [
    "result = selected_venues[selected_venues['cluster_labels_new'] == 3]\n",
    "print(\"4th Cluster\")\n",
    "result.head(10).reset_index(drop = True)\n",
    "print(\"These venues for cluster 4 have mean price range of {:.02f} and rating spread around {:.02f}\".\n",
    "      format(result['price_range'].mean(), result['rating'].astype(float).mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cluster_labels_new</th>\n",
       "      <th>categories</th>\n",
       "      <th>venue</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>price_range</th>\n",
       "      <th>rating</th>\n",
       "      <th>address</th>\n",
       "      <th>average_price</th>\n",
       "      <th>rating_bin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Spider Bar- La Woods Hotel</td>\n",
       "      <td>13.062</td>\n",
       "      <td>80.2642</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1, 3rd Floor, La Woods Hotel, Woods Road, Moun...</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cluster_labels_new categories                       venue  latitude  \\\n",
       "8                   3        Bar  Spider Bar- La Woods Hotel    13.062   \n",
       "\n",
       "   longitude  price_range  rating  \\\n",
       "8    80.2642          4.0     3.8   \n",
       "\n",
       "                                             address  average_price rating_bin  \n",
       "8  1, 3rd Floor, La Woods Hotel, Woods Road, Moun...         1050.0       Good  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cluster_labels_new    1\n",
       "categories            1\n",
       "venue                 1\n",
       "latitude              1\n",
       "longitude             1\n",
       "price_range           1\n",
       "rating                1\n",
       "address               1\n",
       "average_price         1\n",
       "rating_bin            1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results & Discussion <a class=\"anchor\" id=\"Results_&_Discussion\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are done with the analysis and the following techniques were used to analyse the data. They include - \n",
    "\n",
    "- Data Procurement from FourSquare API and Zomato API\n",
    "- Data Wrangling via Pandas\n",
    "- K means clustering algorithm was used on the data to form meaningful clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The main outcome from the results are as follows: \n",
    "\n",
    "- We got 90 locations from the APIs (typically restaurant venue details).\n",
    "- Out of the 90, we had to filter out a few due to mismatches in the data that was obtained from the API's  and we ended up with 46 locations. \n",
    "- The 46 locations are predominantly clustered around 4 regions namely: \n",
    "    - Khader Nawaz Khan Road\n",
    "    - Express Avenue Mall\n",
    "    - Ethiraj Salai\n",
    "    - Poonamalle High Road\n",
    "- We obtained a list of restaurants for each cluster (clusters was made with price and rating features) and below are the details of it. \n",
    "    - 4th Cluster  (price range is 4 (highest == greater than 800 rupees) and avg. rating is 3.8)\n",
    "    - 3rd Cluster  (price range is 1 (lowest  == lesser  than 250 rupees) and avg. rating is 4.0)\n",
    "    - 2nd Cluster  (price range is 3 (above average == 500 - 800 rupees) and avg. rating is 4.2)\n",
    "    - 1st Cluster  (price range is 2 (average == 250 - 500 rupees) and avg. rating is 4.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion <a class=\"anchor\" id=\"Conclusion\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To conclude this project, we have deduced some really nice insights as to which resturants can be visited by a person when he/she is in the city of Chennai. \n",
    "From the project, it is observed that: \n",
    "\n",
    "- The highest priced restaurant is having a rating of 3.8 and cost for two to dine in that is 800 rupees which is a fair deal if the person wants to visit a restaurant with good ambience and food quality\n",
    "- Chennai is known for local food and they are not costly too. This is evident from the list of 24 restaurants which will cost you less than 250 rupees with a great quality of food.\n",
    "- There are around 14 restaurants which will cost you around 500 rupees and the options of food in them are plenty.\n",
    "- There are 8 restaurants which gives you a great value for money food as they have the average highest rating among many.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All in all, from the results we can be sure that Chennai is indeed a great place to dine as the ratings and prices are comparable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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