Restaurant Review Analysis and Prediction ML - Prateek Agrawal.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis and Visualizations of Restaurant reviews and Prediction using Natural Language Processing  & Machine Learning Algorithms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from matplotlib.cm import rainbow\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Reading the dataset from Kaggle\n",
    "df=pd.read_csv('restaurant reviews data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>url</th>\n",
       "      <th>address</th>\n",
       "      <th>name</th>\n",
       "      <th>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>rate</th>\n",
       "      <th>votes</th>\n",
       "      <th>phone</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>dish_liked</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>approx_cost(for two people)</th>\n",
       "      <th>reviews_list</th>\n",
       "      <th>menu_item</th>\n",
       "      <th>listed_in(type)</th>\n",
       "      <th>listed_in(city)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.zomato.com/bangalore/jalsa-banasha...</td>\n",
       "      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n",
       "      <td>Jalsa</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>775</td>\n",
       "      <td>080 42297555\\r\\n+91 9743772233</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Pasta, Lunch Buffet, Masala Papad, Paneer Laja...</td>\n",
       "      <td>North Indian, Mughlai, Chinese</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.zomato.com/bangalore/spice-elephan...</td>\n",
       "      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n",
       "      <td>Spice Elephant</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>787</td>\n",
       "      <td>080 41714161</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Momos, Lunch Buffet, Chocolate Nirvana, Thai G...</td>\n",
       "      <td>Chinese, North Indian, Thai</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.zomato.com/SanchurroBangalore?cont...</td>\n",
       "      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n",
       "      <td>San Churro Cafe</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>918</td>\n",
       "      <td>+91 9663487993</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Cafe, Casual Dining</td>\n",
       "      <td>Churros, Cannelloni, Minestrone Soup, Hot Choc...</td>\n",
       "      <td>Cafe, Mexican, Italian</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.zomato.com/bangalore/addhuri-udupi...</td>\n",
       "      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n",
       "      <td>Addhuri Udupi Bhojana</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.7/5</td>\n",
       "      <td>88</td>\n",
       "      <td>+91 9620009302</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Quick Bites</td>\n",
       "      <td>Masala Dosa</td>\n",
       "      <td>South Indian, North Indian</td>\n",
       "      <td>300</td>\n",
       "      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.zomato.com/bangalore/grand-village...</td>\n",
       "      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n",
       "      <td>Grand Village</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>166</td>\n",
       "      <td>+91 8026612447\\r\\n+91 9901210005</td>\n",
       "      <td>Basavanagudi</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Panipuri, Gol Gappe</td>\n",
       "      <td>North Indian, Rajasthani</td>\n",
       "      <td>600</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 url  \\\n",
       "0  https://www.zomato.com/bangalore/jalsa-banasha...   \n",
       "1  https://www.zomato.com/bangalore/spice-elephan...   \n",
       "2  https://www.zomato.com/SanchurroBangalore?cont...   \n",
       "3  https://www.zomato.com/bangalore/addhuri-udupi...   \n",
       "4  https://www.zomato.com/bangalore/grand-village...   \n",
       "\n",
       "                                             address                   name  \\\n",
       "0  942, 21st Main Road, 2nd Stage, Banashankari, ...                  Jalsa   \n",
       "1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...         Spice Elephant   \n",
       "2  1112, Next to KIMS Medical College, 17th Cross...        San Churro Cafe   \n",
       "3  1st Floor, Annakuteera, 3rd Stage, Banashankar...  Addhuri Udupi Bhojana   \n",
       "4  10, 3rd Floor, Lakshmi Associates, Gandhi Baza...          Grand Village   \n",
       "\n",
       "  online_order book_table   rate  votes                             phone  \\\n",
       "0          Yes        Yes  4.1/5    775    080 42297555\\r\\n+91 9743772233   \n",
       "1          Yes         No  4.1/5    787                      080 41714161   \n",
       "2          Yes         No  3.8/5    918                    +91 9663487993   \n",
       "3           No         No  3.7/5     88                    +91 9620009302   \n",
       "4           No         No  3.8/5    166  +91 8026612447\\r\\n+91 9901210005   \n",
       "\n",
       "       location            rest_type  \\\n",
       "0  Banashankari        Casual Dining   \n",
       "1  Banashankari        Casual Dining   \n",
       "2  Banashankari  Cafe, Casual Dining   \n",
       "3  Banashankari          Quick Bites   \n",
       "4  Basavanagudi        Casual Dining   \n",
       "\n",
       "                                          dish_liked  \\\n",
       "0  Pasta, Lunch Buffet, Masala Papad, Paneer Laja...   \n",
       "1  Momos, Lunch Buffet, Chocolate Nirvana, Thai G...   \n",
       "2  Churros, Cannelloni, Minestrone Soup, Hot Choc...   \n",
       "3                                        Masala Dosa   \n",
       "4                                Panipuri, Gol Gappe   \n",
       "\n",
       "                         cuisines approx_cost(for two people)  \\\n",
       "0  North Indian, Mughlai, Chinese                         800   \n",
       "1     Chinese, North Indian, Thai                         800   \n",
       "2          Cafe, Mexican, Italian                         800   \n",
       "3      South Indian, North Indian                         300   \n",
       "4        North Indian, Rajasthani                         600   \n",
       "\n",
       "                                        reviews_list menu_item  \\\n",
       "0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []   \n",
       "1  [('Rated 4.0', 'RATED\\n  Had been here for din...        []   \n",
       "2  [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []   \n",
       "3  [('Rated 4.0', \"RATED\\n  Great food and proper...        []   \n",
       "4  [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []   \n",
       "\n",
       "  listed_in(type) listed_in(city)  \n",
       "0          Buffet    Banashankari  \n",
       "1          Buffet    Banashankari  \n",
       "2          Buffet    Banashankari  \n",
       "3          Buffet    Banashankari  \n",
       "4          Buffet    Banashankari  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _Checking for Null values_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "sns.heatmap(df.isnull(), cbar=False)\n",
    "sns.set_context('paper')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Dropping Null values :\n",
    "\n",
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b421dc1208>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4))\n",
    "sns.heatmap(df.isnull(), cbar=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, no null values ! \n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# _Exploratory Data Analysis_"
   ]
  },
  {
   "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>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>23193.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>601.074462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1114.854301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>101.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>221.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>586.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>16832.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              votes\n",
       "count  23193.000000\n",
       "mean     601.074462\n",
       "std     1114.854301\n",
       "min        0.000000\n",
       "25%      101.000000\n",
       "50%      221.000000\n",
       "75%      586.000000\n",
       "max    16832.000000"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(23193, 17)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### _Dropping some unnecessary columns_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['url','phone','dish_liked'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>address</th>\n",
       "      <th>name</th>\n",
       "      <th>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>rate</th>\n",
       "      <th>votes</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>approx_cost(for two people)</th>\n",
       "      <th>reviews_list</th>\n",
       "      <th>menu_item</th>\n",
       "      <th>listed_in(type)</th>\n",
       "      <th>listed_in(city)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n",
       "      <td>Jalsa</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>775</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>North Indian, Mughlai, Chinese</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n",
       "      <td>Spice Elephant</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>787</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Chinese, North Indian, Thai</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n",
       "      <td>San Churro Cafe</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>918</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Cafe, Casual Dining</td>\n",
       "      <td>Cafe, Mexican, Italian</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n",
       "      <td>Addhuri Udupi Bhojana</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.7/5</td>\n",
       "      <td>88</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Quick Bites</td>\n",
       "      <td>South Indian, North Indian</td>\n",
       "      <td>300</td>\n",
       "      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n",
       "      <td>Grand Village</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>166</td>\n",
       "      <td>Basavanagudi</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>North Indian, Rajasthani</td>\n",
       "      <td>600</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             address                   name  \\\n",
       "0  942, 21st Main Road, 2nd Stage, Banashankari, ...                  Jalsa   \n",
       "1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...         Spice Elephant   \n",
       "2  1112, Next to KIMS Medical College, 17th Cross...        San Churro Cafe   \n",
       "3  1st Floor, Annakuteera, 3rd Stage, Banashankar...  Addhuri Udupi Bhojana   \n",
       "4  10, 3rd Floor, Lakshmi Associates, Gandhi Baza...          Grand Village   \n",
       "\n",
       "  online_order book_table   rate  votes      location            rest_type  \\\n",
       "0          Yes        Yes  4.1/5    775  Banashankari        Casual Dining   \n",
       "1          Yes         No  4.1/5    787  Banashankari        Casual Dining   \n",
       "2          Yes         No  3.8/5    918  Banashankari  Cafe, Casual Dining   \n",
       "3           No         No  3.7/5     88  Banashankari          Quick Bites   \n",
       "4           No         No  3.8/5    166  Basavanagudi        Casual Dining   \n",
       "\n",
       "                         cuisines approx_cost(for two people)  \\\n",
       "0  North Indian, Mughlai, Chinese                         800   \n",
       "1     Chinese, North Indian, Thai                         800   \n",
       "2          Cafe, Mexican, Italian                         800   \n",
       "3      South Indian, North Indian                         300   \n",
       "4        North Indian, Rajasthani                         600   \n",
       "\n",
       "                                        reviews_list menu_item  \\\n",
       "0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []   \n",
       "1  [('Rated 4.0', 'RATED\\n  Had been here for din...        []   \n",
       "2  [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []   \n",
       "3  [('Rated 4.0', \"RATED\\n  Great food and proper...        []   \n",
       "4  [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []   \n",
       "\n",
       "  listed_in(type) listed_in(city)  \n",
       "0          Buffet    Banashankari  \n",
       "1          Buffet    Banashankari  \n",
       "2          Buffet    Banashankari  \n",
       "3          Buffet    Banashankari  \n",
       "4          Buffet    Banashankari  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.rename(columns={'approx_cost(for two people)':'cost'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Removing comma\n",
    "df['cost']=df['cost'].astype(str)\n",
    "df['cost'] = df['cost'].apply(lambda x: x.replace(',','.'))\n",
    "df['cost'] = df['cost'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Changing rate to just show the data without '/5'\n",
    "df = df.loc[df.rate !='NEW']\n",
    "df = df.loc[df.rate !='-'].reset_index(drop=True)\n",
    "remove_slash = lambda x: x.replace('/5', '') if type(x) == np.str else x\n",
    "df.rate = df.rate.apply(remove_slash).str.strip().astype('float')"
   ]
  },
  {
   "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>address</th>\n",
       "      <th>name</th>\n",
       "      <th>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>rate</th>\n",
       "      <th>votes</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>cost</th>\n",
       "      <th>reviews_list</th>\n",
       "      <th>menu_item</th>\n",
       "      <th>listed_in(type)</th>\n",
       "      <th>listed_in(city)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n",
       "      <td>Jalsa</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.1</td>\n",
       "      <td>775</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>North Indian, Mughlai, Chinese</td>\n",
       "      <td>800.0</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n",
       "      <td>Spice Elephant</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.1</td>\n",
       "      <td>787</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Chinese, North Indian, Thai</td>\n",
       "      <td>800.0</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n",
       "      <td>San Churro Cafe</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8</td>\n",
       "      <td>918</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Cafe, Casual Dining</td>\n",
       "      <td>Cafe, Mexican, Italian</td>\n",
       "      <td>800.0</td>\n",
       "      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n",
       "      <td>Addhuri Udupi Bhojana</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.7</td>\n",
       "      <td>88</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Quick Bites</td>\n",
       "      <td>South Indian, North Indian</td>\n",
       "      <td>300.0</td>\n",
       "      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n",
       "      <td>Grand Village</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8</td>\n",
       "      <td>166</td>\n",
       "      <td>Basavanagudi</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>North Indian, Rajasthani</td>\n",
       "      <td>600.0</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             address                   name  \\\n",
       "0  942, 21st Main Road, 2nd Stage, Banashankari, ...                  Jalsa   \n",
       "1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...         Spice Elephant   \n",
       "2  1112, Next to KIMS Medical College, 17th Cross...        San Churro Cafe   \n",
       "3  1st Floor, Annakuteera, 3rd Stage, Banashankar...  Addhuri Udupi Bhojana   \n",
       "4  10, 3rd Floor, Lakshmi Associates, Gandhi Baza...          Grand Village   \n",
       "\n",
       "  online_order book_table  rate  votes      location            rest_type  \\\n",
       "0          Yes        Yes   4.1    775  Banashankari        Casual Dining   \n",
       "1          Yes         No   4.1    787  Banashankari        Casual Dining   \n",
       "2          Yes         No   3.8    918  Banashankari  Cafe, Casual Dining   \n",
       "3           No         No   3.7     88  Banashankari          Quick Bites   \n",
       "4           No         No   3.8    166  Basavanagudi        Casual Dining   \n",
       "\n",
       "                         cuisines   cost  \\\n",
       "0  North Indian, Mughlai, Chinese  800.0   \n",
       "1     Chinese, North Indian, Thai  800.0   \n",
       "2          Cafe, Mexican, Italian  800.0   \n",
       "3      South Indian, North Indian  300.0   \n",
       "4        North Indian, Rajasthani  600.0   \n",
       "\n",
       "                                        reviews_list menu_item  \\\n",
       "0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []   \n",
       "1  [('Rated 4.0', 'RATED\\n  Had been here for din...        []   \n",
       "2  [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []   \n",
       "3  [('Rated 4.0', \"RATED\\n  Great food and proper...        []   \n",
       "4  [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []   \n",
       "\n",
       "  listed_in(type) listed_in(city)  \n",
       "0          Buffet    Banashankari  \n",
       "1          Buffet    Banashankari  \n",
       "2          Buffet    Banashankari  \n",
       "3          Buffet    Banashankari  \n",
       "4          Buffet    Banashankari  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### _One Hot Encoding_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Encoding(df):\n",
    "    for column in df.columns[~df.columns.isin(['rate', 'cost', 'votes'])]:\n",
    "        df[column] = df[column].factorize()[0]\n",
    "    return df\n",
    "\n",
    "dfn = Encoding(df.copy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>address</th>\n",
       "      <th>name</th>\n",
       "      <th>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>rate</th>\n",
       "      <th>votes</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>cost</th>\n",
       "      <th>reviews_list</th>\n",
       "      <th>menu_item</th>\n",
       "      <th>listed_in(type)</th>\n",
       "      <th>listed_in(city)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>775</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.1</td>\n",
       "      <td>787</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>800.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>918</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>800.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>300.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>166</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>600.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   address  name  online_order  book_table  rate  votes  location  rest_type  \\\n",
       "0        0     0             0           0   4.1    775         0          0   \n",
       "1        1     1             0           1   4.1    787         0          0   \n",
       "2        2     2             0           1   3.8    918         0          1   \n",
       "3        3     3             1           1   3.7     88         0          2   \n",
       "4        4     4             1           1   3.8    166         1          0   \n",
       "\n",
       "   cuisines   cost  reviews_list  menu_item  listed_in(type)  listed_in(city)  \n",
       "0         0  800.0             0          0                0                0  \n",
       "1         1  800.0             1          0                0                0  \n",
       "2         2  800.0             2          0                0                0  \n",
       "3         3  300.0             3          0                0                0  \n",
       "4         4  600.0             4          0                0                0  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfn.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### _Finding Correlations :_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b401fdfc50>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = dfn.corr(method='kendall')\n",
    "plt.figure(figsize=(13,8))\n",
    "\n",
    "sns.heatmap(corr, annot=True, cmap=\"BrBG\", linewidths=.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# _Visualizations_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Different Types of Restaurants :')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4))\n",
    "g = sns.countplot(x='rest_type',data=df, palette='rocket_r')\n",
    "g.set_xticklabels(g.get_xticklabels(), rotation=90, ha=\"right\")\n",
    "plt.title(\"Different Types of Restaurants :\", size =15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KzMIlTZO09nJtzCw4xE6TVH7DZwAAAAAA6JKuuuiSc67KzF6UtFxSo6THzGyOpCTn3HxJT0uaJylS0gvOuSpJatkmcLinzGy2pGZJG+WfIgwAAAAAwEeYc95f08jMXGeoE9fm1ZLFHd7nfcNndXifAAAAAK7MzHSp9YtadR9WAAAAAAA6GoEVAAAAAOBJBFYAAAAAgCcRWAEAAAAAnkRgBQAAAAB4EoEVAAAAAOBJBFYAAAAAgCcRWAEAAAAAnkRgBQAAAAB4EoEVAAAAAOBJBFYAAAAAgCcRWAEAAAAAnkRgBQAAAAB4EoEVAAAAAOBJBFYAAAAAgCcRWAEAAAAAnkRgBQAAAAB4EoEVAAAAAOBJBFYAAAAAgCcRWAEAAAAAnkRgBQAAAAB4EoEVAAAAAOBJBFYAAAAAgCcRWAEAAAAAnkRgBQAAAAB4EoEVAAAAAOBJBFYAAAAAgCcRWAEAAAAAnkRgBQAAAAB4EoEVAAAAAOBJBFYAAAAAgCcRWAEAAAAAnkRgBQAAAAB4EoEVAAAAAOBJBFYAAAAAgCcRWAEAAAAAnkRgBQAAAAB4EoEVAAAAAOBJBFYAAAAAgCcRWAEAAAAAnkRgBQAAAAB4UqsCq5k9bmarzGyZmRW22FYYeH2VmT3eyjb/Z2avt80pAAAAAAC6oqsGVjNLlfSopCmSnpL0nRa7PCvpSUlTJT1qZqlXamNmAyRltEn1AAAAAIAuqzUjrOMlLXHONTvn1ksqarG9v3Nug3OuSdJSSeOu0ubrkr5746UDAAAAALqy1gTWFEk1Qc+txfbg59WSUi/XxszGSjosqfJynZnZM2bmgh+tqBEAAAAA0MW0JrBWS0oKeu5rsT34ebKkqiu0+QddZXTVOfeMc86CH62oEQAAAADQxbQmsK6RNN3Mws1slKSyFtvLzGyUmYVLmiZp7RXa9JP0C0kvShpnZk+1yVkAAAAAALqciKvt4JyrMrMXJS2X1CjpMTObIynJOTdf0tOS5kmKlPSCc65Kklq2CRxrWGBbnqTnnXPfa+sTAgAAAAB0Deac9y8RNTPXGerEtXm1ZHGH93nf8Fkd3icAAACAKzMzXepy0FbdhxUAAAAAgI5GYAUAAAAAeBKBFQAAAADgSQRWAAAAAIAnEVgBAAAAAJ5EYAUAAAAAeBKBFQAAAADgSQRWAAAAAIAnEVgBAAAAAJ5EYAUAAAAAeBKBFQAAAADgSQRWAAAAAIAnEVgBAAAAAJ5EYAUAAAAAeBKBFQAAAADgSQRWAAAAAIAnEVgBAAAAAJ5EYAUAAAAAeBKBFQAAAADgSQRWAAAAAIAnEVgBAAAAAJ5EYAUAAAAAeBKBFQAAAADgSQRWAAAAAIAnEVgBAAAAAJ5EYAUAAAAAeBKBFQAAAADgSQRWAAAAAIAnEVgBAAAAAJ5EYAUAAAAAeBKBFQAAAADgSQRWAAAAAIAnEVgBAAAAAJ5EYAUAAAAAeBKBFQAAAADgSQRWAAAAAIAnEVgBAAAAAJ5EYAUAAAAAeBKBFQAAAADgSQRWAAAAAIAnEVgBAAAAAJ5EYAUAAAAAeFKrAquZPW5mq8xsmZkVtthWGHh9lZk9fqU2ZvaFwGsrzeznZhbRtqcDAAAAAOgqrhpYzSxV0qOSpkh6StJ3WuzyrKQnJU2V9KiZpV6hzQvOuUnOuZskOUnT2+IkAAAAAABdT2tGOMdLWuKca5a03syKWmzv75zbIElmtlTSOEl2qTbOuYbAfiZ/YC1vk7MAAAAAAHQ5rZkSnCKpJui5tdge/LxaUuqV2pjZk5J2SkqXdKxlZ2b2jJm54EcragQAAAAAdDGtCazVkpKCnvtabA9+niyp6kptnHP/7pwbIKlU0mdbduace8Y5Z8GPVtQIAAAAAOhiWhNY10iabmbhZjZKUlmL7WVmNsrMwiVNk7T2cm3MLDqoXbWkuhs+AwAAAABAl3TVa1idc1Vm9qKk5ZIaJT1mZnMkJTnn5kt6WtI8SZHyL6pUJUkt2wQO9w0zu0n+oLxX0nfb+HwAAAAAAF2EOef9S0TNzHWGOnFtXi1Z3OF93jd8Vof3CQAAAODKzEyXuhy0VfdhBQAAAACgoxFYAQAAAACeRGAFAAAAAHgSgRUAAAAA4EkEVgAAAACAJxFYAQAAAACeRGAFAAAAAHgSgRUAAAAA4EkEVgAAAACAJ0WEugB0D02+Zu08uk/VdadVU3dG1XVn9P6+LTrXWK9zDfU611iv+KhY3TN0hiLCwkNdLgAAAAAPILCiQ3xzwY/0xvYVSo5NUEpsopLjeqi2oU5xkTFKT0hWXGSM1h3YpmW7N+jm/uNCXS4AAAAADyCwot2t2f+BFuxcpVceeVZFGbkXX3+1ZPGH9svukaZfbHxLRRm56pOc1dFlAgAAAPAYrmFFuzrf1KB/XjxPD46+/UNh9VLyUntpbJ9B+uO2ZWpsbuqgCgEAAAB4FYEV7eqna19TY1OTHp/48VbtP7NwrCTp3bJ17VkWAAAAgE6AwIp2s7/6sOat+b3+/ubPKi4qplVtIsMjdNfgaVp/cLv2VVW2b4EAAAAAPI3AinbhnNO3F/9EN+WP0PTCMdfUNic5SxNyh+qP297T+aaGdqoQAAAAgNex6BLaxYKdq1RSuUu/+9z3rqv9tH6jVXa8Qm/vWqO5g6a0cXUAvKDlwmvt7b7hszq0PwAAcOMYYUWbO11fq39d8jP9+aRPqGdi+nUdIyIsXHcNmaaSyjKVn6ho4woBAAAAdAYEVrS551fMV3p8sj4z+rYbOk7PxHRNzh+h17cvV13j+TaqDgAAAEBnQWBFm/rgcLleLVmsr93yeUWEhd/w8Sbnj1B8VKwWlq5ug+oAAAAAdCYEVrSZJl+z/unt/9M9w2ZqWK/+bXLM8LAw3TVkurYf2aMdR/e2yTEBAAAAdA4EVrSZlzct1PGz1frylAfa9LiZCSmaXjhab+5YqfpGVg0GAAAAugsCK9rE0TMn9V8rXtFXpj+kxJiENj/+hNyhigyP0Paje9r82AAAAAC8icCKNvGfy1/WkJ79dPvAm9rl+GEWpmG9+mvTodJ2OT4AAAAA7yGw4oadrq/VotL39fkJ98jM2q2f4b2KVHn6uI6drWq3PgAAAAB4R0SoC0Dnt3jXGqXGJWpsn0Ht2k9KbA/lpfZSyaFdumXAhHbtCwA6o1dLFnd4n/cNn9XhfQIAug9GWHHD/rhtmeYOmqIwa/+P04heRdpyuFzNvuZ27wsAAABAaBFYcUMqao5o06FS3Tl4aof0V5yZp2bnU9mJig7pDwAAAEDoEFhxQ97YvkJDexYqL7VXh/QXGR6hIdkF2sziSwAAAECXR2DFdXPO6bVt7+nOQR0zunrBiF4DVH7ioM7U13ZovwAAAAA6FoEV123ToVIdOXNSs4sndmi/PRPTlZGQrC2Hyzu0XwAAAAAdi1WCcd1e3/6epvYbpeTYHh3ar5lpRK8BWn9whyblDWvXW+kAALyFlZABoHthhBXXpb6xQQt3rtbHBk8LSf9DevZTTd0ZHTx1NCT9AwAAAGh/BFZcl6W71ysiPEKT80eEpP/4qFgVZfTV5kO7QtI/AAAAgPZHYMV1eX3bcs0pnqTI8NDNKh/Ra4C2Hd2jhqbGkNUAAAAAoP0QWHHNTtTWaNW+En2sg+69ejn90norJiJK24/uCWkdAAAAANoHgRXX7M0dK5Wb0lODsgpCWkdYWJiG9eyvzZVMCwYAAAC6IgIrrtnr297T3MFTPbE67/BeRaqoOaoTtTWhLgUAAABAGyOw4pqUHtuvXccPaO6gyaEuRZKUFp+kvsnZKmGUFQAAAOhyCKy4Jq9te0/jc4coq0daqEu5aETvIm2pLJPP5wt1KQAAAADaEIEVrdbka9abO1Zo7qApoS7lQwZm5auhuUnlJw+GuhQAAAAAbYjAilZ7f98WnWus1839x4W6lA+JCo/U4OwCba4sDXUpAAAAANpQqwKrmT1uZqvMbJmZFbbYVhh4fZWZPX6lNmb212a21sxWmtkP2/ZU0N7+uO093VI0XnFRMaEu5SNG9CpS2fEDqm2oC3UpAAAAANrIVQOrmaVKelTSFElPSfpOi12elfSkpKmSHjWz1Cu0eUvSeOfcTZIyzMwbK/fgqk7X12pJ+XrNDfG9Vy+nd1KmkmMTtf0I92QFAAAAuorWjLCOl7TEOdfsnFsvqajF9v7OuQ3OuSZJSyWNu1wb51y5c84F2jVJam6Lk0D7W7xrjVLjEjW2z6BQl3JJZqaBWXnacWxfqEsBAAAA0EZaE1hTJAXf5LLlzTeDn1dLSr1aGzObKinTObe6ZWdm9oyZueBHK2pEO3tt+3uaO2iKwsy7lz0PzMzXgeojTAsGAAAAuojWpI9qSUlBz1veOyT4ebKkqiu1MbPBkr4r6dOX6sw594xzzoIfragR7ej42WptPLhTc4onhbqUK8rukaakmHiVHtsf6lIAAAAAtIHWBNY1kqabWbiZjZJU1mJ7mZmNMrNwSdMkrb1cGzPrK+kFSZ92zp1oq5NA+1pSvk59U7JVmN4n1KVckX9acL52HNsb6lIAAAAAtIGIq+3gnKsysxclLZfUKOkxM5sjKck5N1/S05LmSYqU9IJzrkqSWrYJHO45SWmSfmpmkvSsc25B254S2to7Zes0s3CsAj8zTyvOzNeaA1tV13hesZHRoS4HAAAAwA24amCVJOfcjyT9KOil8qBt5fKPrF6tjZxzD1xfmQiV0/Vntb5iu/7ypvtDXUqr9E7KUHxUrHYd36/hvVquDwYAAACgM/HuCjrwhGW7NyolLlFDevYLdSmtYmYqzszTjqP7Ql0KAAAAgBtEYMUVvVvunw7s5dWBWxqYma89VYd0vqkh1KUAAAAAuAGdJ4Wgw9U1nteqvSW6uf/YUJdyTfqkZCkmIlJlxytCXQoAAACAG0BgxWWt2leiqIhIjcoZGOpSrkmYhWlARh6rBQMAAACdHIEVl/Vu2TpNKxityPBWrc3lKQOz8rT7xEE1NjeFuhQAAAAA14nAiktqbG7Sst0bdXPRuFCXcl1yU3opPCxc5SeYFgwAAAB0Vp1v6AwdYn3FdjU2N2li7rBQl3JdwsPCNCCzr3Ye26eBWfmhLge4Zq+WLO7Q/u4bPqtD+wMAAGgNRlhxSe+UrdXk/OGKiYwKdSnXrTgzX7uOH1CTrznUpQAAAAC4Doyw4iN8zqcl5ev15LQHQ13KDSlI6y1J2nPykIoy+oa4GgAAEEodPXNFYvYK0BYYYcVHbKksU03dGU0pGBnqUm5IRFi4ijL6aierBQMAAACdEoEVH/Fu2TqN6ztEiTHxoS7lhhVn5qn02AE1+3yhLgUAAADANSKw4kOcc3q3fJ1m9h8b6lLaRGF6HzX7mrW/ujLUpQAAAAC4RgRWfEjZiQM6WHNMMwrHhLqUNhEZHqF+6TnacXRfqEsBAAAAcI0IrPiQd8vWaXjvIqXHJ4e6lDYzMDNfpcf3yeeYFgwAAAB0JgRWfMg7ZWt1c/9xoS6jTfXP6KP6xgZVVB8NdSkAAAAArgGBFRcdrDmqXccPaGZh17h+9YLoiCgVpOVoB6sFAwAAAJ0KgRUXvVO2TgMycpWTnBnqUtrcwKw87TzGtGAAAACgMyGw4qJ3y9ZqZhebDnxBUUauahvqtPXw7lCXAgAAAKCVCKyQJB0/W62SyjLd3EVuZ9NSbGS08lN7a1Hp+6EuBQAAAEArEVghSVpSvl59krNUmN4n1KW0m0FZBVq0azXTggEAAIBOgsAKSdK75es0s/9YmVmoS2k3xZm5qjp3WpsPlYa6FAAAAACtQGCFTtef1boD2zSzi04HviAmMlqT80dowc7VoS4FAAAAQCsQWKF3ytYpLT5JQ3sWhrqUdje7eJIWlb6vJl9zqEsB0AbqGut1svaUqs+d1qm6szpTX6uz58/pXEO96hsb1NDUKOdcqMsEAADXKSLUBSD0Fpau1q1FExVmXf/7i2kFo/TMgh9r7YGtmpQ3PNTlALgO55satPPYfm07slt7qg5dNZDGRcaof0Zfpccna0LuMMVERnVQpQAA4EYRWLu5qnOntXb/Vv3lTfeHupQOERcVo+mFo7Vg52oCK9CJNDU3qexEhbYe2a3yExWKiWWTE3wAACAASURBVIjW4OwCTes3SmlxyXLyyeecfD6ffHLyOSfnfGr2+XS8tkalx/bpa2/9txqbmzUxb5hmFo7R1H6jlBzbI9SnBgAAroDA2s29U7ZW2YnpGpLdL9SldJg5xZP09bf+W1+b9ZiiIiJDXQ6AK9hXVamSyjLtPLZPYRamgVl5+tTI2eqbkt3qWSEZCSkalJWvu4ZM14aDO/Ru2To9v3K+nln4Y43MKdas/uM0d/BU9YiOa+ezAQAA14rA2s0t3Llatw6Y0KVXB27ppsDI6sp9JZpROCbE1QC4lFN1Z7WgdLV2nzyogZl5umfoDPVL663wsPDrPmZkeIQm5A7VhNyhevrmz2nH0b16t3ydfr7hTf3gvV/pjkGT9cDIW1WUkduGZwIAAG4EgbUbO1Fbow0Ht+up6Q+GupQOFRURqZn9x2nBzlUEVsBjmn0+rTmwVe/t3qg+KVn64sR7lRqX1Ob9mJkGZRdoUHaB/uKmT2jl3hK9vGmh7n/x7zWid5E+OXK2ZvUfp8hw7/2abGxu0uHTJ3Tw1FEdrDmmQ6eOqercKWUmpOromZNKju2hlLhEJUbHd6svIwEAXZP3fhOjw7xd+r5ykrNUnJkX6lI63Jziifqb3/+7zjXUKy4qJtTlAJBUUXNEb+xYqbqG87pz8FQNysrvkMAVZmGaUjBSUwpGqqLmiF7Z/La+vXie/m3Jz3Tv0Jm6b/gsZfVIbfc6WnLOaV9VpdZVbNO2I3t08NQxHao5pqNnT8rnnHpEx6l3UqZykjKVGpek8hMV2nZkj6rrTqvJ16xwC7sYXlNjE1Wcmae+KdmEWABAp0Jg7cYWlq7W7AETu+U/Xsb1HaLYyGgt27NRtxVPCnU5QLd2rqFe75StVcnhMo3JGajp/caEbCXfPsnZemr6Q/qLm+7Xgp2rNH/zIv3v+7/T8N5FmtFvjKYXjlZeaq926ds5p4Onjmrdge1aV7FN6w5s1/HaahWk5WhEryJNzh9xMaDmJGcqMSbhI8d4tWSxnHM621Cn6nOnVV13WtV1Z3T8bLVe2viWkuN6aHTvgRrWq1CxkXxZBwDwPgJrN3X0zEltOlSqf5z1+VCXEhIRYeG6dcAELdy5isAKhIhzTiWVZVpctkbJsT302Li71DMxPdRlSZJiI6N1z9AZunvIdJUe36+l5Ru0oHSVvv/eS8pN6akZhWM0rd9oDe9VpPCw67sl2On6Wu0+eVBlxw/og8NlWntgm46cOam+Kdka22ewnprxkMb2GaT0+ORrOq6ZqUd0nHpEx6lvSvbF18811KukcpfWV2zXu+XrNCirQKNyipWTlNktv7gEAHQOBNZualHp+ypIy1H/jD6hLiVk5hRP1Bd+/S86XV+rxJj4UJcDdCtHTp/QLzct0KFTxzSzcKxG5RR78l7QZqbizDwVZ+bpi5M+rqNnTmrZ7g1aWr5BL218SwlRsZqcP1K9kzKUEB2nhEBQTIiOU0JUnBKiY5UQHacTtTUqO35A5ScqLj6OnDmpiLBwFaT11sCsAv31lAc0ts8gZfVIa5dziYuK0cS8YZqQO1T7qiq14eBO/Wz960qPT9aonIEa3rN/l105vbG5ScfPVquu8bxS4hKVHJvgyc8bAOCjCKzd1IXpwN3ZiN4DlBqXqHfL1unuodNDXQ7QLTjn9Pr25fruuy8oIz5Fj0/8uJIuMbXVq7J6pOn+Ebfq/hG36uz5c1q9b4tW7ivRtqN7dPb8OZ05f05nA4/ahno5OUmSyZSTnKnC9L4amJWvjw2epsL0Puqbkt3hCzuZmfLTeis/rbfOnj+nzZW7tHrfFr23e6MmF4zQ6JyBiriB1ZhDyefz6eS5Uzp2tlrHz1br2NkqHT9braq60zKZoiIidL6pUeEWppS4RKXFJyktLlnp8UlKi0tSenyyYiKjQ30aAIAgBNZu6NCpY/rgcLn++ba/CHUpIRVmYZo9YKIWlK4isAId4ERtjf5p0f9qzYGtemr6Q5JznXoqakJ0nG4ZMEG3DJhwye0+51NtQ73Onj+npJgETy7wlhAdp8n5IzQxd5hKKnfpvT0btWb/Vk0tGKVhPQsVdp3TnTtSU3OTdhzbp5LKXTpQfUTNzqfEmHhlxqcoIyFFxZl5ykhIUUZ8ssLDwnWusV4na0/p5LlTOllboxO11So9tk/VdaflJA3KKtCEvkPUKykj1KcGABCBtVtaVPq+BmTkttvCIZ3JnOJJeumlr+tk7Smlxbf9rTMA+C0qfV//snie+qXl6NVHnlNOcpZeLVkc6rLaVZiFXbyW1OvCw8I0KqdYQ3sWan3Fdi0uW6NV+0s0vd8YDczM8+QXC4dPn9Dmyl3aerhcYRamoT0LNbVglDITUq44ShofFav4qNgPXd8r+W+pVHn6mNbs36afrP2j+iRnaULuUBVl9G3vU/mIUPy3cd/wWR3eJwC0BoG1G1pYulqzi7v3dOALBmUVqHdSphbvWqNPjrw11OUAXU5N3Rl9e/FPtHT3en1pyqf06VFzuHbQwyLDIzQxb5hG9i7W+/s/0B+3LdOqvSWa0X+MClJ7hzy4nq4/q3UV27X5UKmOnDmpfmk5umPQFA3I6KvwG5zGHB4Wpj7J2eqTnK3qujNae2Crfr91qRKiYuVzTncOnurJUXIA6OoIrN3Mgeoj2nF0r/7tzidCXYonmJlmF/unBRNYgbbT7PPpzR0r9P1lL6lnYrrmP/Ss8tN6h7ostFJMZJSmF47W2L6DtGLvZs3ftEg9E9M1PneIBmTkXffKyNfD53xaV7Fdv/9giRbvWqu4yGgN7z1A94+4pd2uf06J7aHZAyZqWsEobTxUqnlrf6//WvmKPjF8lh4ZO/eStxQCALQPAms3s7B0tQZnFSgnOSvUpXjGnOJJ+t/3f6ejZ0622+qcQHfhnNOS8vV6fsV8HTtbrT+bcLc+M/r2TruIT3cXHxWr2QMmakLfoVpXsU1vbF+ht8PXaHSfgRrVu7hdRxyPnjmpP2xdpj9sXapjZ6t1c/+xev7er+pA9ZEOG+mNiYzWpLxh+u7cL2nxrjWat+YP+s2Wd/TlqZ/WXUOmMVsAADoAgbWbWVS6WnMHTQl1GZ5SmN5H/dP7amHp+3p4zB2hLgfotNYc2KofLn9ZZccr9ODo2/TI2Du5ZVQXkRSboFlF4zW13yh9cLhcaw9s03t7Nmlodj8N6Vmo4sy8NumnsblJy3Zv0O8+WKJV+0rUPyNXD46+XXcMmnxxVLOi5mib9HUtIsMjdNvAm3TrgIn6dcnb+t7SX+g3W97RP9z8qAZlF3R4PQDQnRBYu5G9Jw9p1/EDurWb387mUuYUT9SCHSsJrMB12Hp4t3644mWtr9iujw+7WT+4+ytKj08OdVloB1HhkRqd4x9d3VdVqbUV2/TAz57WqJxi3TVkmvqn91Vuak/FR8W26nj1jQ3aW3VI5ScqtO3IHi3YuUpNvibdPnCyfvngtzUwK7+dz+jahIeF6YGRs3VL0QT95/Jf6cGXvqZ7h83UX09+QEmxTBMGgPZAYO1GFpau1vBe/dUzMT3UpXjO7OKJ+uGK+TpQfeQjK0cC+KjG5iZtqSzTLze+pXfL1+n2gZP1h0e/r5zkzFCXhg4QfC/XCblD9fKmRfrx6t+q8tRxOTllxKcoN7Wn8lJ7KS/F/2d6fLIqao6q/ESFyk9UqOzEAR0MjJb2Sc5WYXof/e2Mh3Vz/3GKiYwK8RleWVp8kr4154u6d9hMfXvxT/Sxn/yNvjTlAd0zdAbThAGgjRFYuwnnnBbuXK37ht8c6lI8qU9ytoZk99PC0tX6swn3hLocQKfra3XsbJXONdTrXGO9ahvqda6hLujv9WryNSk2MlpxUbGKi4xRfFSM4iJjFBcVo7ioWCVExSoxJl6J0fE3fD/NZp9PO47u1doDW7W2Yps2HSxVs2vWlIKReuXh59Q/o08bnTk6m5zkLH1lxkP6yoyHdL6pQRU1R7Wv6rD2V1dqX1WlFpW+r33VlTpdX6usHqkqTOujwvQ+mlE4RoXpfZSf2tvzAfVyhvcq0i8f/LZ+s2WxfvDeL/WbLe/q6Zs/p6E9C0NdGgB0Ga0KrGb2uKRHJDVKesw5Vx60rVDSPEmRkl50zv34cm3M7A5J/yqpl3OO+WIdqPxEhfZWVV72BveQbh80Wb/c8JYeHXdXh66ACUjS+aYGbTy4U6v2lWjVvi0qP1GhmIhofwgNPOIjY5WZkBoIprGKCA9XXeN5f6htqFNtY72qzp1WbVCwbfY1y8yUGB2v5NgEJcX0UFJsgpJjEpQYk3BxMaQNFTskSU7O/6dz8smp/PgBrT2wTRsO7tC5hnoN6dlPY/sM1ufG3qnhvQZ02qCB9hEdEaXCdH8gDeacU0Nzo6Ijut7nJTwsTPePuFWziiboh8tf1iO//IZuG3iTvjTlU8rqkRrq8gCg07tqYDWzVEmPSpokaaSk70j6RNAuz0p6UlKJpJVm9uvA65dqs1rSaEnr2qh+tNLC0tUalVOszAR+eV7OXYOn6b9WvKLlezZqeuGYUJeDLs45p31VlRcD6vqK7ZJM4/oO1n3DbtaZ87VKjUu64T5qG+p0qv6saurO6lT9GZ2qO6vDp09o59F9OlV/Vj7nkyTN37xIkn/l1QsLsJpMfVKyNb7vYN03fJZG5RS3+tpEIJiZdcmwGiw1LlHfnP0F3T/iFv3rkp/pY/P+Ro+Nv0sPj5nLFzsAcANaM8I6XtIS51yzpPVmVtRie3/n3AZJMrOlksbJ/6+ej7RxzlUF9muj8tEaF6YDPzj69lCX4mkJ0XG6a8g0/WLDWwRWtJvT9bV6bdsyvVKyWPuqKlWU0VeT8obr4bFzNbLXAEVFREqSXi1ZfMN9mZkSouOUEB2n3klXvrb0vuGzbrg/ANLArHzN++Q3tHjXGv37spf0uw/e1RNTP6NbB0zg3z8AcB1aE1hTJNUEPW/5f9vg59WSLgzhXanNZZnZM5K+2dr9cXXbj+7RwVNHNatoXKhL8bxPjZyjj837G+06vl9FGbmhLgddyK7j+/XypkV6Y/sKpccn6f4Rt+i2gTcx6wHogsxMtwyYoKn9Runn69/QNxf+SC9vXqivznjEcysfA4DXtSawVksaGvTc12J78PNkSZvlD6hXanNZzrlnJD0T/JqZuda2x0e9svltTSkYpTRuM3FVfVOyNa3fKL204S19a84XQ10OOrnG5iYt3rVGL29epJJDuzQ5f4T+7WNP6Kb84awkCnQD0RFR+vyEe/SxIdP0w+Uv6zO/+EfdMmCCPj1qjob17M+Iawc439Rw8ZKIvVWVqmu8sGhdszISUpTdI41LHQCPa01gXSPpG2YWLmm4pLIW28vMbJT817BOk/Rc4PUrtUEHqak7o7d2rtR/3P23oS6l0/j06Nv0V7/5rr405VNKi7+xawjRPZ2srdH8zW/r1ZLFavI16+4h0/Uvt/2FcpKzQl0agBDITEjVP932F3pg5Gy9uO51Pfryt1SY3kcPjJyt24pv4hrXNtDY3KRtR3Zr06FSbTy4U+UnDqi67ozqGs9f3CcqPFJxkdGKjYxRWFiYju/eqIbmRiVGxys7MU3ZPdKV3SNNPRPT1SM6ji8UAI+4amB1zlWZ2YuSliuw4q+ZzZGU5JybL+lp/WmV4BeCrlP9UJvAa+Ml/YukPDNbLOk559yitj8tXPDbLe+qV2KGJuQOvfrOkCSN6zNYuSk99eqWxXp84sdDXQ46kX1VlfrZ+tf12rblyk/tpS9N+ZTmFE/iH6MAJEmDs/vpuTu/rGNnq/Sbknf0/Ir5+v6yl3TP0Bn6xPBbuI/xNahtqFNJ5S5tPLhTmw7u1AdHytXs82lwdoFG9i7WHYMmKzUuScmxCUqO7aHkmB7647ZlHzqGc05V507ryJmTOnLmhA7WHNW6im2qazyv+KhYjew9QOP7DlFcVEyIzhKA1Mrb2jjnfiTpR0EvlQdtK5d/ZPVqbeScWyOJlT06SJOvWa9sflufG/cxviW8Bmamz4y+Tc+vmK9Hx92lyHBuV3wlbbE40LXy2gJBmw6V6sV1r2lp+QZNyBuqH977VY3vO4T/7gBcUmZCqv78pk/o8xPu0Ttla/XypoV6cd3rmlIwUvcOm6m6xvOKjYwOdZmeUt/YoM2VpVqzf6vWHNiqnUf3KioiUsN7FWlc7hB9cdJ9GtKz8JreNzNTWnyS0uKTNDi7QJI/xJ4+X6v9VYe1ev8WrTmwVWNyBmpC7lAlRMe11+kBuAL+Jd6FLS3foDPna3Xn4KmhLqXTuX3gTfqP936phaWrNXfQlFCXAw9q9vm0dPd6vbjuNW07skeziydq/sPPakAmi3UBaJ3I8AjNKZ6kOcWTtPPYPs3ftEhff+u/deb8OWXEp6hPctbFR3Jsj271JViTr1nbj+7R2kBA3Xxol8IsTKNyinVr0QT946xHNSAz7+K9pNuKmSkpJkHDevXX0J6FKj2+X8v3bNK6iu0alVOsSbnD1CMmvk37BHBlBNYu7FebFuiuIdOZynIdoiOidN/wWfrFhjd1x8DJ3eofCbiyU3Vn9dr29zR/8yKdrD2ljw+bqefmflnZiemhLg1AJ1acmadvzv6Cvn7r5/U/K1/VwZqjOlBzRMt2b1BN/VklRMWqT3K2eidlqEdMvOKjYhUfFauEqFjFRkZ36t9TzT6f9lcf1q7j+/2PYwe06dBO1Tc1aEjPQo3vO0RfnHifhvXq36GznsxMxZl5GpCRq/ITB7V87yb9cMV8jew9QJPyhispNqHDagG6MwJrF1V2/IA2VOzQN279s1CX0mndP+IW/XTtH7XpUKlG5RSHuhyEkHNOHxwu169L3tbC0tXKSkjTfcNn6Z6hM5TIN+0A2lCYhSmrR6qyeqRqdJ+Bkvz3b66oOaqDNUdVeny/zp4/p9qGejU0N0ryB6v4yJiLITYiPEIRYWEKDwtXRFi4/08LU3h4uCIsXBHh/tcjwiIUHhamiLBwpcUnKyo8UtERkYqJiFZspP8RFxWj2MhoRYVHXncods7pXGO9TtfX6nR9rWrqTqv85EGVHT+gXcf2q/xkhc43NSq7R5qKMnI1IDNXnxx5q0blFHtiBV8zU/+MPipMz9Heqkot37NJz6+cr4l5wzStYJTC23iUF8CHEVi7qF9tWqjJ+SOUm9Iz1KV0WpkJqZpdPFEvbXiTwNpN1TbU6Y3tK/RqyWLtPnlQMwrH6If3fFVj+w7mtjQAOkxiTLwGZxdcvM7ygsbmJp1tqFPt+TrVNvzp0eRrVrOvWU2BR0NTo84FXmv2NavJ+dTU3HRxe7OvWcv3blZDU6PONzXofFOjnD58R8FwC/OH2KgYxUREXQy8EeHhCrewQEj2B2Ez05n6Wp0+X6sz9bU6c/6cmnzNF48VFxmj/NRe6p/RV3cMnqIBGbkqyuirxBhvj1iamQrSeqsgrbd2nzyo17ct154Th3T30OlK59aBQLshsHZBp+vP6o3ty/Xvdz0Z6lI6vc+Muk0PvvQ1VZ46rl5JGaEuBx2g2edTSWWp3tixUm9uX6HEmHh9fNjN+q+hf6+MhJRQlwcAF0WGRygltodSYnvc8LGCF7Nzzqm+qUF1jed1rqFedY3nVddY77+HaeN51Tc1fCjwtgy/PueUEB2npJgEJcbE+x/RgT9jErrEYob90nL0hYn36s0dK/W/7/9OtxZN0Kic4k49NRvwqs7/fwx8xO8+WKLMHqmamDcs1KV0eoOz+2lYryK9vGmhnpz+YKjLQTtpaGrU2gNb9W75Oi0JLFY2KW+4np3715qcP1LhYYymAug+zOzilODUuMRQl+NZsZHRunfoDH1wpFwLdq5S2YkDmjtoCqsJA22MwNrFNPt8ennTIj045namLLaRB0fdpm8t+n/64qT7WMCqCznXUK+VezfrnbK1Wr5nk3zOaXLBCH115iOakj+Cf3AAAK7KzDSsZ3/1Tc7WH7Yu049X/1Z3Dp6qooy+oS4N6DIIrF3M8j0bVVN3RncN/sitcXGdZvQfq+8t/YX+uG2ZHhg5O9Tl4Do1NDVq65Hd2nBwh/9RsUNxUTGa3m+0vn3HX2lC7lBFR0SFuky0I+4ZDKC9JMf20ENjbteqfVv065LFGtm7SLOKxoe6LKBLILB2Mb/atFAfGzKN0aE2FBEWrgdGztYvNy7Q/SNuYeS6k6hvbNCWw2XaULFdGw7u1JbDu+RzTkN7Fmp0zkA9Nu4ujcwpbtU9/EIRdAAAnUuYhWly/gj1S8vR7z5Yonlr/qCJucOUn9Y71KUBnRqBtQvZfeKg1uzfqqdv/lyoS+ly7h02Q/+z6lWt3FuiKQUjQ10OLuHomSp9cLhMJZW7tKWyTNuO7lG4hWlYr/4a02egHp94r4b27K+YSEZRAQDtp2diuj4//m69sWOFPv2Lf9Qzsx/X7OKJoS4L6LQIrF3Iy5sWakLeUOWl9gp1KV1OYkyC7hoyTT9f/waB1QMamhq189g+fzg9XKYtlWU6cuak0uKSNKxXkab1G60npn1GQ7L7dYnVKAGgq+nqM1eiIiJ195Dp8jmnf3jzeW05vEtPTP0Mv5OA68B/NV3EmfPn9Nr29/TduV8KdSld1sNj7tC9L3xFi3et4bqUDtbsa9ahU8e1r/qw9ldV6rklL6rZ59OAjFwN61WkJ6Z+WkN79lfvpAxuKQCgzXX1cIX2YWb65IhbNDA7X3/7xx9o6+Hdeu7OJ5TVIzXUpQGdyv/f3p3HV1WfeRz/PPdm3xOyB0JCEtnCKoIsIlUErFtVKFbGukt1alfXjo64jDpOZ7TWTmutVdRWRBlnahH3DRRBrIAgm+wQSAJJJCEkZPnNH/dCA0UNivfcJN/363Vf555zz708xzyec5/7W44K1k7i/1a8RXp8ilr/vkHdU7K4etQU7n7tj5zQoz/JseF9g/OOrKW1lbI9lWyqKmNz9Q621pTjnKN7SiY9U3O5dcKVlGYXq3uviIiEvYE5Jcy66B5ufvEhLnjyZu4981pG5Jd6HZZIh6GCtRNoda3M+uhlpg6eoAmBvmEXDTuDV9a8zy/fepI7T7/a63A6lYamRtbt2sqais2s372N5tYW8pIzKEjNZXThYLonZx7sSjWsRz+PoxUREWm/1LgkfnPeTTy8cA7XPHcP14yewqXDz9b3NpF2UMHaCczf8BGVdTWcUzrO61A6vQifnxkTp3PhU79gUp9RjC4c5HVIHVptw17WVG5mTcVmNlWXERcZQ+/Mnpw/8BTyU7OJ8kd6HaKIiMgx4ff5uGb0FAbllnDz3If4aPsaZkycTnp8itehiYQ1FawdXFNLMw+88zRTBo0nKSbe63C6hN6ZPbls+Dnc+cojzLn0P4iPivU6pA6lZl8tK3duYE3lJrZ/VklaXBK9Mws4ueh4jUH1kMboiYiExujCwcy66B5umfffnP/49dx62hWaG0PkC6hg7eCeWDKXusZ6rh492etQupQrTzyX19Yt5sH5s3QboXZoamlmVcVGlpWtY1NVGdmJ3eibVchZ/caSHp+iIlVERLqU3OQM/jD1Vp76cB43z32INz79gJtOuVSNDyJHoIK1A9tWU8HvF87hrtOvUStfiEVFRHL7xOlc8vRtTOw9kqHd+3gdUthxzrHts3KWla1j5c4NRPr9DMgpYWLvE8lM0AyJIiLStfnMx/eHncHogkH8y7zfcP7j13P7pOmMKtBwI5G2VLB2UM457n3jMYb16KduJB4ZmFvC94ZO5PZXfs/s799LdIRmrIXAuNRlO9axrGwtNftqKcnI59wB4yjq1gO/T5NLiIiItFWU3p0nL7yTR95/nmv/5z7OH3gqPxl7IXFRMUf9WV4M75g8aHzI/03pWlSwdlBvfPoBi7es4H8u+aW6U3ron0dP5c1PP+ThhXP40Unf8zoczzjn2Fy9gyVbV7G6chMZ8akM69GP0uwitf6LiIh8iUh/BNeMnsLYXkO5Zd5vmPrETdx5+tUMzuvtdWginlPB2gHV72/g3994nCtPPI/uKVleh9OlxUXFcNuEK7lmzr2cdtyJ9M0q9DqkkKprrOeDLStZsm0V1fV76Jfdi0uGnaXJk0RERL6C0pwiZl10L79e8DSXzprBKcUn8INRkynJyPc6NBHPqGDtgH773rPERcZw8bAzvQ5FgBE9B3B2/5O57eWH+dO0uw7eK7QzW1e5hWeWvsJfP5lPlD+S47v3ZXDecWpNFemCNMO0yLEVExnF9d+6mHNKx/G79+bw3SduZHzJCKaPOp/i9B5ehycSchpQ1sGsrdzMn//2Er8YfzlREbpHZbj46cnTqKr/jJkfvOB1KN+YppZmXlr9HpfOmsGUmTeyY88u/v3MH/HDMd9ldOEgFasiIiLH0HEZPfmvc37G0xfdQ7NrYcrMG7jhhV+xftc2r0MTCanO3xTUibS6Vu569Q9M6jOK4fn9vQ5H2kiKieeW8Zdz3QsPUJzeg3HFw7wO6Zgpr61izvLXmbP8dfa3NPGd0nHcMekH9EjJBtS6IiIi8k3qk1nA/ef8nFXlG3l44Rwmz7yeCb1HMn3k+fTqlud1eCLfOBWsHcjzH7/Jht1l3H/OdV6HIkcwrngYPz15Gj//y/389ORpTBt6eocdx+mcY8nWT3hm6Su8se4DjsvsyQ/HTGVSn1HERkZ7HZ6IiEiX0zerkAe+cx2ryjfyu/ee47zHrmNATjHjiodxSvEwClW8SielgrWDqKrfwwPv/Jkfj/0e3eKTvQ5HPse0oaeTl5zJTX99kC3VO7nhlIuJ8PlDGsPXafFsaGrk453r+XDrKqrqP6Nfdi8uPuFMcpMyaGltYe4n849hpCIiInK0+mYV8qtzr2f9rm28vm4xr69dxIPzn6Znag65Sen0ziwgLzkDn2nkn3QOKlg7iPvffoqC1FzOH3iK16HIlxhXdDyPXTCDa5+/j2015dx31o9JiI7zOqzPdeCWNB9tX8PqIVqRWQAAECFJREFUik0kRMUypHsfhuT11rhUERGRMFWU3p2i9O5cNfI8ymt389anHzJr6css2rKS2MgoStLzyU/NJjMhjYz4FCK6wKSQ0jkpczuAJVs/4cVV7/Lnf7pbv5Z1EH2zCvnTtH/j2ufv45KnZ/Dr824gJynd67AOsadhL8vK1rKsbC17Guvpk1nABYMnUJCW22G7MouIiHRFWYndmDpkAn6fj4am/azfvZW1lVtYsHEpVfV7MIy0+CQyE9KCj1SyEtJIiU3UNV/CngrWMLdx93Zu+uuvmTb0dHpn9vQ6HDkKWYlpPH7BDG7864P8059u4cFzr6d/dpGnMTW1NLNu11aWbV/D+t3byUxMY0R+KaU5RcRGxngam4iIiHx9MZFR9M8uOvido6mlmcq6airqqqioq2ZL9Q4+2LKS+qYG/D4/KbEJpMYmkRKbSGps4iHL6Igoj49GRAVrWNuweztXzr6TE3sO4MdjL/Q6HPkK4qJieOA71/HLt57gslm3c/cZP+TUkuEhjaGhqZG1u7awpmIz63dtw+/zU5pTxOXFw8Ku1VdERESOrUh/BLnJGeQmZxyyva6xnqr6PVTv20P1vlpq9tWyumIT1fW11O2vByA+Kpb0+JSDj4zgMiE6Ti2zEjIqWMPU+l3buHL2nYwqGMTtk36A36euwB2V3+fjxlMuIT8lmxte+BUjCwYyqc8ovlU87BsbI1rbWM+aik2sqdjMpuoy4iJj6Z3Zk+8OHk/P1Fzlk4iISBeXEB1HQnQc+anZ//BaU0szNftq2V3/Gbv21rBrbw3Ld6xj194amlqaiY6IOljAmhkDc46jKD1PQ9fkG6GCNQx9umsrV86+izGFg5kxcbqKi07ie0MnMTivN39Z+Tb3v/0n7njl95xUOIRJfUZxUq+hxER+tW43ra6VbTUVfFK+gVXlG3l17SK2f1ZBWmwSvTN7cnLR8eQlZ+iXUBEREWmXSH8EGQmpZCSkHrLdOceehr3s2ltD5d5AN+OnlrzIhqpHSIiKpTSnmIE5JQzKLWFgbglJMQkeHYF0JipYw8y6yi1cOfsuTi4aym0Tr9IvVZ1M36xC+mYVct247/PhtlW8tPo97nz1DzS1NDOueBiT+oykJD0fnxlmPnxmhzw3jKr6z1hVsZFPdm5kVcVGVpdvpG7/PrIS0+ibWchxGfmc2W8MGfGpKlJFRETkmDEzkmMTSI5NoCi9OwCTB41nT0MdH+/4lGVl61hWtpY//20edfv30SstjxPy+zOyYCAn9OgX1ndNkPClgjWMrK3czFWz7+JbxSdw64QrVKx2Yn6fj+H5/Rme35+bT72URZs/5qXVC7l57kPs3b/vS9+fm5RBv6xCRvYcwGXDz6ZPZuHB+/N+nfuwioiIiBytpJgERhcOZnThYCDQ+2vD7u0s3b6GRZtXcNtLv6OusZ4BuSWM7DmAkQUD6Z9dFPJ71UvHpII1TKyp2MxVz97FqSUncMtpKla7kkh/BGN6DWFMryE0tTRT21iPc604Aid85xytzgWfQ2J0HMmx6mIjIiIi4clnPorTe1Cc3oPJg8bT0trKqvKNvL95OQs3LeeR958nNjKaYT36M6pgIGMKB//DpFAiB6hgDQOrKzZx1ey7mND7RH4x/jIVq11YpD+CtLgkr8MQEREROWb8Ph+lOUWU5hRxxYnnUr+/gSVbP2Hh5uU89eGL/Ntrj9IrLY/RhYMZ02swQ/P6EBUR6XXYEiZUsHqotrGemR+8wJNLXuSc0pO5+dRLNeZQRERERDq1uKgYxhYNZWzRUAC21ZTz7sZlLNi4lGeffw0zGJ5fyuiCQYwqHEj35Cx9R+7CVLB6oLF5P88sfZVHF/0vabFJ3HvmtYwrOl7/I4qIiIhIl9M9JYupQyYwdcgEGpv387dtq3l34zJmffQyd7/+R3IS0xnes/Tg/B+ZCWlehywhpII1hFpaW3lx1QJ+s2A2La6Vn4y9kLP6j9WA805MEyCJiIh0XfoecPSiI6IYWTCQkQUDue5bF1FeW8XiLStYvGUlv54/i521uylMy2V4fqCAPb57X1I1nKpTU8EaAs455m/4iF/Nf5ry2iquGPEdLhgy8Svfd1NEREREpCvISkzjrP5jOav/WJxzbK0pP1jA3vXqo1Tv20P35Ez6ZxdRmlNMaXYRfTILiIuK8Tp0OUZUsH5DWl0r6yq3snjLCl5bt5hV5Ru4cOjpXDb8bN1EWURERETkKJkZ+anZ5KdmM3nQeJxzbKoqY8XO9azcuYFX1izkwflP09LaQnF6D/pnF9Evqxe9uuVRmJZLWlyyhuB1QCpYjxHnHFtqdrJ4y0oWb17BB1tXUrOvjj5ZBYzIL+W+M39EVmI3r8MUEREREekUzIzCbnkUdsvjrP5jAWhqaWZt5WZW7lzPxzvWM3vpq2yp2UFjcxOJ0XH0TM2hMC2PgrQcCoLL7MRuxEfFqpgNU+0qWM1sOnAx0ARc7pz7tM1rxcCjQCQw0zn38Oe9x8zigMeBHOAT4GrnXOuxO5zQ27h7O39c/H8s3rLykD71t5x2JSf06Kf7ZYqIiIhIpxXqcbqTB43/wtcj/RH0zy6if3YR3x0c2NbS2sqOPbvYXF3GpqoyNlaV8f7mFcxa+gqVddUAxEZGk5mQRkZCKpkJaWQmpAYfaSTHJpIUE09SdDyJMfHER8XoNpQh9KUFq5mlAZcBo4AhwD3AlDa73Av8DFgGvGtmzwa3H+k9lwGLnHP/aWYPAacDc4/NoXjHzMe1J12gWctERERERMKM3+eje0om3VMyGV04+JDX6vc3UFFXRXldFZV11VTUVlG5t5ptNeV8tH01FbXV1DTUsq+p8eB7fGYkRseTGB1HUkwCcVExxEZEExMZRcxhy9jIaKL8kUT4/ET6I4jwRQSX/oPLCL8fv/nwmQ+/L7D0/cO6AYbPDDPDCLQwmwW3caB1OLA80FhsBPaJj4rpsMMS29PCOgJ40znXAiwxs+MOe73EOfchgJm9BQwn8F/qSO85Cbgt+HwucDIdvGAt7JbHHZN+4HUYIl2KZl0UERGRYyEuKoaCtFwK0nK/cL+mlmZqG+vZ01AXXO5lT+NeahvqqN/fSENzI/uaGmlo3k9j83527a2moXk/+5oaaWzeT3NrC00tzUdcNrc209raSotrpdW10tIaWLY6d8yO88Khk7jxlEuO2eeFUnsK1lSgps364Z27265XAweaGI/0nraf1Xbfv+9oNoO/F7Vtt7cjVBEREREREWlrOc9wE5d6HcZX0p6CtRoY0Gb98DGnbddTgKUECtQjvacaSAZ2BvetOvwfc87NAGa0Iy7p4MzMOef0S4R8IeWJtIfyRNpDeSLtoTyR9lKuhEZ7RgsvAsaZmd/MhgLrDnt9nZkNNTM/gS6+i7/gPe8AZwSffxuY/7WPQERERERERDqlL21hdc5VmdlMAsVlE3C5mU0Ckp1zzwA38/dZgh93zlUBHP6e4Mc9BjxuZvMJzBI87xgfj4iIiIiIiHQS5o7hYF6Ro6FuFNIeyhNpD+WJtIfyRNpDeSLtpVwJDd1ASLx0u9cBSIegPJH2UJ5IeyhPpD2UJ9JeypUQUAuriIiIiIiIhCW1sIqIiIiIiEhYUsEqIiIiIiIiYUkFq4ScmU03s/fM7G0zK/Y6HvGWmfU1swVm9o6ZvWlmvcwszsxmm9l8M3vYzHzBfUcEc2ehmZ3tdewSemY2xsycmaWbWYaZzQvmzx1t9jk7mCPvmdkIL+OV0DOz4Wb2SvAac4PyRD6PmT1kZu+b2WIzm6RrjwCYWXTw711jZpOD244qN8zsjuA5Z56ZZXh1LJ2FxrBKSJlZGoHbGY0ChgA3OuemeBuVeCl4Im9yztUEb5k1GVgKRDvn/tPMHgLmOefmmtm7wBRgD4H7Og93zjV7FryEnJnNAfKB04GbgIXOuTlm9gKB26ytBj4ATgKSgGedc6O9ildCy8yigeeByc65+uC2X6I8kcOYWQnwsHPuFDPLBOYCM9G1p8sLFqNZwHRghXPuOTP7Ie3MDaAPcI9z7qxgwTvCOXe9N0fTOaiFVUJtBPCmc67FObcEOM7rgMRbzrlK51xNcLUZaCHwJXJucNtc4CQziwH8zrky51wdsA5QC30XYmZnAQuAvcFNY4AXg89fDK6XAGucc3XOuTLAH8wd6RpGAvXAc2b2spmVojyRIysH9ppZBJAM7ELXHgGcc63OuR2HbT6a3Dh83zEhCLtTU8EqoZYK1LRZ172rBAh0twHuAB7g0DypBtKCj7a5c2C7dAHBX7yvBn7bZnOcc25f8PmBfDj8HFOD8qQryQEGEGjx+AmBfFGeyJHUAluBNQR+CLsbXXvk8x1NbhzcN3juiQ9dmJ2TClYJtWoCv2Qe0OpVIBI+gr9wzwLuc86t4tA8SQGqgo+2uXNgu3QNFwJ/cc41tNlW36ZV7EA+HH6OUZ50LdXAe865vcFzSTLKEzmy0wgUFyXAYAI/luraI5/naHLj4L7Bc89e5GtRwSqhtggYZ2Z+MxtKoPuEdGFmZsCjBMaD/G9w8zvAGcHn3wbmBwuVFjPLMbN4At3JPw15wOKVAcBkM3sJGAg8A8wnkB8El/MJnFN6m1m8meUAzYcVudK5LSLw9/cH//77UJ7IkfmAKudcK4Hxh/Ho2iOf72hy4x0OPecsCHWwnU2E1wFI1+KcqzKzmQS+MDQBl3scknhvIoHuez3NbCqBCZd+ATxuZvOBTwhM1AXwc2AOgS8aMzTpRdfhnLvxwHMzewuYSmBIwZNm9jPgDefcyuDrM4DXAAf8NOTBimecc9Vm9gjwFoHvOD8n0OVTeSKHexWYFrzOxAB3EpiwS9ceOTDB3xCgzsxGArfS/txYaWbLzGwBUAdcFPID6GQ0S7CIiIiIiIiEJXUJFhERERERkbCkglVERERERETCkgpWERERERERCUsqWEVERERERCQsqWAVERERERGRsKSCVUREpIMwsxQzu8LrOEREREJFBauIiEjHkQKoYBURkS5DBauIiEiImdlVZvZx8Oby/2pm3w4+X2FmM4L75JjZu2a21MyWm1kf4A5gQHDb9Z4ehIiISAiYc87rGERERLoMMxsIPAGMdc7tMbM8YAFwElAOvAXcAJwIJDnnbjOzSCACyAJmOedO9CR4ERGREIvwOgAREZEuZhyBonNPcD0DWOWc2wZgZs8AY4D3gcfMrBl4zjm3ysy8iFdERMQz6hIsIiISWga4L1nHOfc2MBbYBTxvZqeGLEIREZEwoYJVREQktN4ELjCzxOB6BdDPzHLNLAKYDLxrZj2BHc653wKzgQFAHZB4pA8VERHpjFSwioiIhJBzbjnwMPC+mS0DLgP+GZgHLAVed84tINB1eLmZfQSMAp5yzu0CVgYnYdKkSyIi0ulp0iUREREREREJS2phFRERERERkbCkglVERERERETCkgpWERERERERCUsqWEVERERERCQsqWAVERERERGRsKSCVURERERERMKSClYREREREREJS/8PCA/w1b8JpP4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "sns.distplot(df['cost'], color = 'seagreen')\n",
    "plt.title('Average cost for two people', size = 13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Restaurants Available for Online Delivery of Food :')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "g = sns.countplot(x='online_order',data=df, palette='tab20')\n",
    "plt.title(\"Restaurants Available for Online Delivery of Food :\", size =15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Location of Restaurants in Bangalore')"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4))\n",
    "g=sns.countplot(x='listed_in(city)',data=df, palette='twilight')\n",
    "g.set_xticklabels(g.get_xticklabels(), rotation=90)\n",
    "plt.title(\"Location of Restaurants in Bangalore\", size =15)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of Restaurants ')"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,8))\n",
    "fav_res=df['name'].value_counts()[:20]\n",
    "sns.barplot(x=fav_res,y=fav_res.index,palette='tab20c')\n",
    "plt.title(\"Favourite Restaurants : \",size=20,pad=20)\n",
    "plt.xlabel(\"Number of Restaurants \",size=13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Types of Services offered : ')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4))\n",
    "g=sns.countplot(x='listed_in(type)',data=df, palette='bone')\n",
    "g.set_xticklabels(g.get_xticklabels(), rotation=90)\n",
    "plt.title(\"Types of Services offered : \", size =15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now, for Prediction of Ratings  :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "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>address</th>\n",
       "      <th>name</th>\n",
       "      <th>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>rate</th>\n",
       "      <th>votes</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>cost</th>\n",
       "      <th>reviews_list</th>\n",
       "      <th>menu_item</th>\n",
       "      <th>listed_in(type)</th>\n",
       "      <th>listed_in(city)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>775</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.1</td>\n",
       "      <td>787</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>800.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>918</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>800.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>300.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>166</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>600.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   address  name  online_order  book_table  rate  votes  location  rest_type  \\\n",
       "0        0     0             0           0   4.1    775         0          0   \n",
       "1        1     1             0           1   4.1    787         0          0   \n",
       "2        2     2             0           1   3.8    918         0          1   \n",
       "3        3     3             1           1   3.7     88         0          2   \n",
       "4        4     4             1           1   3.8    166         1          0   \n",
       "\n",
       "   cuisines   cost  reviews_list  menu_item  listed_in(type)  listed_in(city)  \n",
       "0         0  800.0             0          0                0                0  \n",
       "1         1  800.0             1          0                0                0  \n",
       "2         2  800.0             2          0                0                0  \n",
       "3         3  300.0             3          0                0                0  \n",
       "4         4  600.0             4          0                0                0  "
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfn.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _Independent and dependent Features_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['address', 'name', 'online_order', 'book_table', 'rate', 'votes',\n",
       "       'location', 'rest_type', 'cuisines', 'cost', 'reviews_list',\n",
       "       'menu_item', 'listed_in(type)', 'listed_in(city)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfn.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = dfn.iloc[:,[2,3,5,6,7,8,9,11]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "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>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>votes</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>cost</th>\n",
       "      <th>menu_item</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>775</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>787</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>800.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>918</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>800.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>300.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>166</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>600.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   online_order  book_table  votes  location  rest_type  cuisines   cost  \\\n",
       "0             0           0    775         0          0         0  800.0   \n",
       "1             0           1    787         0          0         1  800.0   \n",
       "2             0           1    918         0          1         2  800.0   \n",
       "3             1           1     88         0          2         3  300.0   \n",
       "4             1           1    166         1          0         4  600.0   \n",
       "\n",
       "   menu_item  \n",
       "0          0  \n",
       "1          0  \n",
       "2          0  \n",
       "3          0  \n",
       "4          0  "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = dfn['rate']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4.1\n",
       "1    4.1\n",
       "2    3.8\n",
       "3    3.7\n",
       "4    3.8\n",
       "Name: rate, dtype: float64"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### _Train-Test Split_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training the Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _Using RandomForestRegressor_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "rfr=RandomForestRegressor(n_estimators=500,random_state=270,min_samples_leaf=.0001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(min_samples_leaf=0.0001, n_estimators=500,\n",
       "                      random_state=270)"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rfr.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict=rfr.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3.83202414, 3.40453307, 3.81845616, ..., 3.85457479, 3.9981377 ,\n",
       "       3.6831501 ])"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b456e909b0>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "sns.set_context(\"poster\")\n",
    "sns.distplot(y_test-predict, color =\"teal\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### _Here, we can see a Normal Distribution Curve which shows the Prediction of our Model !_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _Plotting the Best  Fit Line for this Model_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b4568ada58>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "sns.set_context('poster')\n",
    "sns.regplot(y_test,predict, color ='maroon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    " from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error: 0.0732155355213559\n"
     ]
    }
   ],
   "source": [
    " print('Mean Absolute Error:', metrics.mean_absolute_error(y_test, predict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Root Mean Squared Error: 0.145622098182963\n"
     ]
    }
   ],
   "source": [
    "print('Root Mean Squared Error:', np.sqrt(metrics.mean_squared_error(y_test, predict)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# _Using ExtraTreeRegressor_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import  ExtraTreesRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "etr=ExtraTreesRegressor(n_estimators = 120)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ExtraTreesRegressor(n_estimators=120)"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "etr.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "etr_pred=etr.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.05916667, 3.4       , 4.0675    , ..., 3.88861111, 4.        ,\n",
       "       3.7       ])"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "etr_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b4572bbeb8>"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,7))\n",
    "sns.set_context(\"poster\")\n",
    "sns.distplot(y_test-etr_pred, color =\"green\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### _And the Best Fit Line will be :_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b4579f1860>"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "sns.set_context('poster')\n",
    "sns.regplot(y_test,etr_pred, color ='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error: 0.027536719853862867\n"
     ]
    }
   ],
   "source": [
    " print('Mean Absolute Error:', metrics.mean_absolute_error(y_test, etr_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Root Mean Squared Error: 0.09124937537377993\n"
     ]
    }
   ],
   "source": [
    "print('Root Mean Squared Error:', np.sqrt(metrics.mean_squared_error(y_test, etr_pred)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# _From the above two trained Models, It can be seen that the ExtratreesRegressor model performed better than the RandomForestRegressor Model._"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}