PCA_And_KMeans_On_Business_Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Application of PCA and KMeans clustering based o the explained variance and recommend based on the it.</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
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     "shell.execute_reply.started": "2021-11-10T13:31:06.117104Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from matplotlib.pylab import rcParams\n",
    "rcParams['figure.figsize'] = 12, 4\n",
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.max_columns', 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:31:06.127677Z",
     "iopub.status.busy": "2021-11-10T13:31:06.126752Z",
     "iopub.status.idle": "2021-11-10T13:31:06.252140Z",
     "shell.execute_reply": "2021-11-10T13:31:06.251205Z",
     "shell.execute_reply.started": "2021-11-10T13:31:06.127631Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gc\n",
    "\n",
    "gc.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "resturant=pd.read_csv(\"./resturant.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:31:11.632838Z",
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     "shell.execute_reply": "2021-11-10T13:31:11.673177Z",
     "shell.execute_reply.started": "2021-11-10T13:31:11.632801Z"
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   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>business_id</th>\n",
       "      <th>name</th>\n",
       "      <th>address</th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>stars</th>\n",
       "      <th>review_count</th>\n",
       "      <th>attributes</th>\n",
       "      <th>categories</th>\n",
       "      <th>hours</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>6iYb2HFDywm3zjuRg0shjw</td>\n",
       "      <td>Oskar Blues Taproom</td>\n",
       "      <td>921 Pearl St</td>\n",
       "      <td>Boulder</td>\n",
       "      <td>CO</td>\n",
       "      <td>40.017544</td>\n",
       "      <td>-105.283348</td>\n",
       "      <td>4.0</td>\n",
       "      <td>86</td>\n",
       "      <td>{'RestaurantsTableService': 'True', 'WiFi': 'u...</td>\n",
       "      <td>Gastropubs, Food, Beer Gardens, Restaurants, B...</td>\n",
       "      <td>{'Monday': '11:0-23:0', 'Tuesday': '11:0-23:0'...</td>\n",
       "      <td>POINT (-105.28335 40.01754)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>tCbdrRPZA0oiIYSmHG3J0w</td>\n",
       "      <td>Flying Elephants at PDX</td>\n",
       "      <td>7000 NE Airport Way</td>\n",
       "      <td>Portland</td>\n",
       "      <td>OR</td>\n",
       "      <td>45.588906</td>\n",
       "      <td>-122.593331</td>\n",
       "      <td>4.0</td>\n",
       "      <td>126</td>\n",
       "      <td>{'RestaurantsTakeOut': 'True', 'RestaurantsAtt...</td>\n",
       "      <td>Salad, Soup, Sandwiches, Delis, Restaurants, C...</td>\n",
       "      <td>{'Monday': '5:0-18:0', 'Tuesday': '5:0-17:0', ...</td>\n",
       "      <td>POINT (-122.59333 45.58891)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>D4JtQNTI4X3KcbzacDJsMw</td>\n",
       "      <td>Bob Likes Thai Food</td>\n",
       "      <td>3755 Main St</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>BC</td>\n",
       "      <td>49.251342</td>\n",
       "      <td>-123.101333</td>\n",
       "      <td>3.5</td>\n",
       "      <td>169</td>\n",
       "      <td>{'GoodForKids': 'True', 'Alcohol': 'u'none'', ...</td>\n",
       "      <td>Restaurants, Thai</td>\n",
       "      <td>{'Monday': '17:0-21:0', 'Tuesday': '17:0-21:0'...</td>\n",
       "      <td>POINT (-123.10133 49.25134)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12</td>\n",
       "      <td>HPA_qyMEddpAEtFof02ixg</td>\n",
       "      <td>Mr G's Pizza &amp; Subs</td>\n",
       "      <td>474 Lowell St</td>\n",
       "      <td>Peabody</td>\n",
       "      <td>MA</td>\n",
       "      <td>42.541155</td>\n",
       "      <td>-70.973438</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39</td>\n",
       "      <td>{'RestaurantsGoodForGroups': 'True', 'HasTV': ...</td>\n",
       "      <td>Food, Pizza, Restaurants</td>\n",
       "      <td>{'Monday': '11:0-21:0', 'Tuesday': '11:0-21:0'...</td>\n",
       "      <td>POINT (-70.97344 42.54116)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>ufCxltuh56FF4-ZFZ6cVhg</td>\n",
       "      <td>Sister Honey's</td>\n",
       "      <td>247 E Michigan St</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>FL</td>\n",
       "      <td>28.513265</td>\n",
       "      <td>-81.374707</td>\n",
       "      <td>4.5</td>\n",
       "      <td>135</td>\n",
       "      <td>{'BusinessParking': '{'garage': False, 'street...</td>\n",
       "      <td>Restaurants, American (New), Bakeries, Dessert...</td>\n",
       "      <td>{'Tuesday': '11:0-18:0', 'Wednesday': '11:0-18...</td>\n",
       "      <td>POINT (-81.37471 28.51326)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>26323</th>\n",
       "      <td>160562</td>\n",
       "      <td>cgNDiWCaSlqqxx1A6r65bA</td>\n",
       "      <td>Hop N Cork</td>\n",
       "      <td>17450 Lower Boones Ferry Rd</td>\n",
       "      <td>Lake Oswego</td>\n",
       "      <td>OR</td>\n",
       "      <td>45.399154</td>\n",
       "      <td>-122.737600</td>\n",
       "      <td>4.0</td>\n",
       "      <td>137</td>\n",
       "      <td>{'RestaurantsTakeOut': 'True', 'RestaurantsAtt...</td>\n",
       "      <td>Nightlife, Wine Bars, Beer Bar, Bars, Restaura...</td>\n",
       "      <td>{'Monday': '0:0-0:0', 'Tuesday': '16:0-20:0', ...</td>\n",
       "      <td>POINT (-122.73760 45.39915)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26324</th>\n",
       "      <td>160563</td>\n",
       "      <td>yQL8SrSETbbCI1U5esVJQw</td>\n",
       "      <td>Ciao! Pizza &amp; Pasta</td>\n",
       "      <td>59 Williams St</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>MA</td>\n",
       "      <td>42.389221</td>\n",
       "      <td>-71.040882</td>\n",
       "      <td>5.0</td>\n",
       "      <td>733</td>\n",
       "      <td>{'GoodForKids': 'True', 'RestaurantsPriceRange...</td>\n",
       "      <td>Restaurants, Pizza, Italian</td>\n",
       "      <td>{'Monday': '0:0-0:0', 'Tuesday': '11:0-21:0', ...</td>\n",
       "      <td>POINT (-71.04088 42.38922)</td>\n",
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       "      <th>26325</th>\n",
       "      <td>160572</td>\n",
       "      <td>r5Uag1JqYjr2nbxQCVqm8A</td>\n",
       "      <td>Saigon Noodle &amp; Grill</td>\n",
       "      <td>101 N Bumby Ave</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>FL</td>\n",
       "      <td>28.544430</td>\n",
       "      <td>-81.351606</td>\n",
       "      <td>4.5</td>\n",
       "      <td>437</td>\n",
       "      <td>{'Alcohol': 'u'beer_and_wine'', 'RestaurantsAt...</td>\n",
       "      <td>Restaurants, Noodles, Salad, Vietnamese, Veget...</td>\n",
       "      <td>{'Monday': '0:0-0:0', 'Tuesday': '10:30-21:30'...</td>\n",
       "      <td>POINT (-81.35161 28.54443)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26326</th>\n",
       "      <td>160574</td>\n",
       "      <td>Q78fYV6B6P6GmX07YVgi4g</td>\n",
       "      <td>Maudie’s Hill Country</td>\n",
       "      <td>12506 Shops Pkwy</td>\n",
       "      <td>Bee Cave</td>\n",
       "      <td>TX</td>\n",
       "      <td>30.304761</td>\n",
       "      <td>-97.937394</td>\n",
       "      <td>3.0</td>\n",
       "      <td>310</td>\n",
       "      <td>{'BusinessParking': '{'garage': False, 'street...</td>\n",
       "      <td>Mexican, Bars, Nightlife, Tex-Mex, Restaurants</td>\n",
       "      <td>{'Monday': '0:0-0:0', 'Tuesday': '9:0-21:0', '...</td>\n",
       "      <td>POINT (-97.93739 30.30476)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26327</th>\n",
       "      <td>160575</td>\n",
       "      <td>uXdQkuEtvLAzfc3MsO-sTQ</td>\n",
       "      <td>Mama's Cocina Latina</td>\n",
       "      <td>1958 Piedmont Rd NE</td>\n",
       "      <td>Atlanta</td>\n",
       "      <td>GA</td>\n",
       "      <td>33.810996</td>\n",
       "      <td>-84.367084</td>\n",
       "      <td>3.0</td>\n",
       "      <td>185</td>\n",
       "      <td>{'WiFi': 'u'no'', 'BusinessAcceptsCreditCards'...</td>\n",
       "      <td>Restaurants, Mexican, Latin American</td>\n",
       "      <td>{'Monday': '0:0-0:0', 'Tuesday': '0:0-0:0', 'W...</td>\n",
       "      <td>POINT (-84.36708 33.81100)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26328 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        index             business_id                     name  \\\n",
       "0           0  6iYb2HFDywm3zjuRg0shjw      Oskar Blues Taproom   \n",
       "1           1  tCbdrRPZA0oiIYSmHG3J0w  Flying Elephants at PDX   \n",
       "2           5  D4JtQNTI4X3KcbzacDJsMw      Bob Likes Thai Food   \n",
       "3          12  HPA_qyMEddpAEtFof02ixg      Mr G's Pizza & Subs   \n",
       "4          13  ufCxltuh56FF4-ZFZ6cVhg           Sister Honey's   \n",
       "...       ...                     ...                      ...   \n",
       "26323  160562  cgNDiWCaSlqqxx1A6r65bA               Hop N Cork   \n",
       "26324  160563  yQL8SrSETbbCI1U5esVJQw      Ciao! Pizza & Pasta   \n",
       "26325  160572  r5Uag1JqYjr2nbxQCVqm8A    Saigon Noodle & Grill   \n",
       "26326  160574  Q78fYV6B6P6GmX07YVgi4g    Maudie’s Hill Country   \n",
       "26327  160575  uXdQkuEtvLAzfc3MsO-sTQ     Mama's Cocina Latina   \n",
       "\n",
       "                           address         city state   latitude   longitude  \\\n",
       "0                     921 Pearl St      Boulder    CO  40.017544 -105.283348   \n",
       "1              7000 NE Airport Way     Portland    OR  45.588906 -122.593331   \n",
       "2                     3755 Main St    Vancouver    BC  49.251342 -123.101333   \n",
       "3                    474 Lowell St      Peabody    MA  42.541155  -70.973438   \n",
       "4                247 E Michigan St      Orlando    FL  28.513265  -81.374707   \n",
       "...                            ...          ...   ...        ...         ...   \n",
       "26323  17450 Lower Boones Ferry Rd  Lake Oswego    OR  45.399154 -122.737600   \n",
       "26324               59 Williams St      Chelsea    MA  42.389221  -71.040882   \n",
       "26325              101 N Bumby Ave      Orlando    FL  28.544430  -81.351606   \n",
       "26326             12506 Shops Pkwy     Bee Cave    TX  30.304761  -97.937394   \n",
       "26327          1958 Piedmont Rd NE      Atlanta    GA  33.810996  -84.367084   \n",
       "\n",
       "       stars  review_count                                         attributes  \\\n",
       "0        4.0            86  {'RestaurantsTableService': 'True', 'WiFi': 'u...   \n",
       "1        4.0           126  {'RestaurantsTakeOut': 'True', 'RestaurantsAtt...   \n",
       "2        3.5           169  {'GoodForKids': 'True', 'Alcohol': 'u'none'', ...   \n",
       "3        4.0            39  {'RestaurantsGoodForGroups': 'True', 'HasTV': ...   \n",
       "4        4.5           135  {'BusinessParking': '{'garage': False, 'street...   \n",
       "...      ...           ...                                                ...   \n",
       "26323    4.0           137  {'RestaurantsTakeOut': 'True', 'RestaurantsAtt...   \n",
       "26324    5.0           733  {'GoodForKids': 'True', 'RestaurantsPriceRange...   \n",
       "26325    4.5           437  {'Alcohol': 'u'beer_and_wine'', 'RestaurantsAt...   \n",
       "26326    3.0           310  {'BusinessParking': '{'garage': False, 'street...   \n",
       "26327    3.0           185  {'WiFi': 'u'no'', 'BusinessAcceptsCreditCards'...   \n",
       "\n",
       "                                              categories  \\\n",
       "0      Gastropubs, Food, Beer Gardens, Restaurants, B...   \n",
       "1      Salad, Soup, Sandwiches, Delis, Restaurants, C...   \n",
       "2                                      Restaurants, Thai   \n",
       "3                               Food, Pizza, Restaurants   \n",
       "4      Restaurants, American (New), Bakeries, Dessert...   \n",
       "...                                                  ...   \n",
       "26323  Nightlife, Wine Bars, Beer Bar, Bars, Restaura...   \n",
       "26324                        Restaurants, Pizza, Italian   \n",
       "26325  Restaurants, Noodles, Salad, Vietnamese, Veget...   \n",
       "26326     Mexican, Bars, Nightlife, Tex-Mex, Restaurants   \n",
       "26327               Restaurants, Mexican, Latin American   \n",
       "\n",
       "                                                   hours  \\\n",
       "0      {'Monday': '11:0-23:0', 'Tuesday': '11:0-23:0'...   \n",
       "1      {'Monday': '5:0-18:0', 'Tuesday': '5:0-17:0', ...   \n",
       "2      {'Monday': '17:0-21:0', 'Tuesday': '17:0-21:0'...   \n",
       "3      {'Monday': '11:0-21:0', 'Tuesday': '11:0-21:0'...   \n",
       "4      {'Tuesday': '11:0-18:0', 'Wednesday': '11:0-18...   \n",
       "...                                                  ...   \n",
       "26323  {'Monday': '0:0-0:0', 'Tuesday': '16:0-20:0', ...   \n",
       "26324  {'Monday': '0:0-0:0', 'Tuesday': '11:0-21:0', ...   \n",
       "26325  {'Monday': '0:0-0:0', 'Tuesday': '10:30-21:30'...   \n",
       "26326  {'Monday': '0:0-0:0', 'Tuesday': '9:0-21:0', '...   \n",
       "26327  {'Monday': '0:0-0:0', 'Tuesday': '0:0-0:0', 'W...   \n",
       "\n",
       "                          geometry  \n",
       "0      POINT (-105.28335 40.01754)  \n",
       "1      POINT (-122.59333 45.58891)  \n",
       "2      POINT (-123.10133 49.25134)  \n",
       "3       POINT (-70.97344 42.54116)  \n",
       "4       POINT (-81.37471 28.51326)  \n",
       "...                            ...  \n",
       "26323  POINT (-122.73760 45.39915)  \n",
       "26324   POINT (-71.04088 42.38922)  \n",
       "26325   POINT (-81.35161 28.54443)  \n",
       "26326   POINT (-97.93739 30.30476)  \n",
       "26327   POINT (-84.36708 33.81100)  \n",
       "\n",
       "[26328 rows x 14 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "restaurant"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " On visualizing the dataset the columns attributes containes multiple dictionarys which need to be separated and converted into keys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:31:11.676313Z",
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     "shell.execute_reply": "2021-11-10T13:31:11.682541Z",
     "shell.execute_reply.started": "2021-11-10T13:31:11.676265Z"
    }
   },
   "outputs": [],
   "source": [
    "# Function that extract keys from the nested dictionary\n",
    "def extract_keys(attr, key):\n",
    "    if attr == None:\n",
    "        return \"{}\"\n",
    "    if key in attr:\n",
    "        return attr.pop(key)\n",
    "\n",
    "# convert string to dictionary\n",
    "import ast\n",
    "def str_to_dict(attr):\n",
    "    if attr != None:\n",
    "        return ast.literal_eval(attr)\n",
    "    else:\n",
    "        return ast.literal_eval(\"{}\")    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:31:11.685367Z",
     "iopub.status.busy": "2021-11-10T13:31:11.684980Z",
     "iopub.status.idle": "2021-11-10T13:31:18.978064Z",
     "shell.execute_reply": "2021-11-10T13:31:18.977373Z",
     "shell.execute_reply.started": "2021-11-10T13:31:11.685322Z"
    }
   },
   "outputs": [],
   "source": [
    "# get dummies from nested attributes\n",
    "restaurant['BusinessParking'] = restaurant.apply(lambda x: str_to_dict(extract_keys(x['attributes'], 'BusinessParking')), axis=1)\n",
    "restaurant['Ambience'] = restaurant.apply(lambda x: str_to_dict(extract_keys(x['attributes'], 'Ambience')), axis=1)\n",
    "restaurant['GoodForMeal'] = restaurant.apply(lambda x: str_to_dict(extract_keys(x['attributes'], 'GoodForMeal')), axis=1)\n",
    "restaurant['Dietary'] = restaurant.apply(lambda x: str_to_dict(extract_keys(x['attributes'], 'Dietary')), axis=1)\n",
    "restaurant['Music'] = restaurant.apply(lambda x: str_to_dict(extract_keys(x['attributes'], 'Music')), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:31:18.979935Z",
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     "shell.execute_reply": "2021-11-10T13:31:19.037516Z",
     "shell.execute_reply.started": "2021-11-10T13:31:18.979902Z"
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   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>business_id</th>\n",
       "      <th>name</th>\n",
       "      <th>address</th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>stars</th>\n",
       "      <th>review_count</th>\n",
       "      <th>attributes</th>\n",
       "      <th>categories</th>\n",
       "      <th>hours</th>\n",
       "      <th>geometry</th>\n",
       "      <th>BusinessParking</th>\n",
       "      <th>Ambience</th>\n",
       "      <th>GoodForMeal</th>\n",
       "      <th>Dietary</th>\n",
       "      <th>Music</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>6iYb2HFDywm3zjuRg0shjw</td>\n",
       "      <td>Oskar Blues Taproom</td>\n",
       "      <td>921 Pearl St</td>\n",
       "      <td>Boulder</td>\n",
       "      <td>CO</td>\n",
       "      <td>40.017544</td>\n",
       "      <td>-105.283348</td>\n",
       "      <td>4.0</td>\n",
       "      <td>86</td>\n",
       "      <td>{'RestaurantsTableService': 'True', 'WiFi': 'u...</td>\n",
       "      <td>Gastropubs, Food, Beer Gardens, Restaurants, B...</td>\n",
       "      <td>{'Monday': '11:0-23:0', 'Tuesday': '11:0-23:0'...</td>\n",
       "      <td>POINT (-105.28335 40.01754)</td>\n",
       "      <td>{'garage': False, 'street': True, 'validated':...</td>\n",
       "      <td>{'touristy': False, 'hipster': False, 'romanti...</td>\n",
       "      <td>{'dessert': False, 'latenight': False, 'lunch'...</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>tCbdrRPZA0oiIYSmHG3J0w</td>\n",
       "      <td>Flying Elephants at PDX</td>\n",
       "      <td>7000 NE Airport Way</td>\n",
       "      <td>Portland</td>\n",
       "      <td>OR</td>\n",
       "      <td>45.588906</td>\n",
       "      <td>-122.593331</td>\n",
       "      <td>4.0</td>\n",
       "      <td>126</td>\n",
       "      <td>{'RestaurantsTakeOut': 'True', 'RestaurantsAtt...</td>\n",
       "      <td>Salad, Soup, Sandwiches, Delis, Restaurants, C...</td>\n",
       "      <td>{'Monday': '5:0-18:0', 'Tuesday': '5:0-17:0', ...</td>\n",
       "      <td>POINT (-122.59333 45.58891)</td>\n",
       "      <td>{'garage': True, 'street': False, 'validated':...</td>\n",
       "      <td>{'romantic': False, 'intimate': False, 'touris...</td>\n",
       "      <td>{'dessert': False, 'latenight': False, 'lunch'...</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>D4JtQNTI4X3KcbzacDJsMw</td>\n",
       "      <td>Bob Likes Thai Food</td>\n",
       "      <td>3755 Main St</td>\n",
       "      <td>Vancouver</td>\n",
       "      <td>BC</td>\n",
       "      <td>49.251342</td>\n",
       "      <td>-123.101333</td>\n",
       "      <td>3.5</td>\n",
       "      <td>169</td>\n",
       "      <td>{'GoodForKids': 'True', 'Alcohol': 'u'none'', ...</td>\n",
       "      <td>Restaurants, Thai</td>\n",
       "      <td>{'Monday': '17:0-21:0', 'Tuesday': '17:0-21:0'...</td>\n",
       "      <td>POINT (-123.10133 49.25134)</td>\n",
       "      <td>{'garage': False, 'street': True, 'validated':...</td>\n",
       "      <td>{'romantic': False, 'intimate': False, 'classy...</td>\n",
       "      <td>{'dessert': False, 'latenight': False, 'lunch'...</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12</td>\n",
       "      <td>HPA_qyMEddpAEtFof02ixg</td>\n",
       "      <td>Mr G's Pizza &amp; Subs</td>\n",
       "      <td>474 Lowell St</td>\n",
       "      <td>Peabody</td>\n",
       "      <td>MA</td>\n",
       "      <td>42.541155</td>\n",
       "      <td>-70.973438</td>\n",
       "      <td>4.0</td>\n",
       "      <td>39</td>\n",
       "      <td>{'RestaurantsGoodForGroups': 'True', 'HasTV': ...</td>\n",
       "      <td>Food, Pizza, Restaurants</td>\n",
       "      <td>{'Monday': '11:0-21:0', 'Tuesday': '11:0-21:0'...</td>\n",
       "      <td>POINT (-70.97344 42.54116)</td>\n",
       "      <td>{'garage': False, 'street': False, 'validated'...</td>\n",
       "      <td>{'romantic': False, 'intimate': False, 'classy...</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>ufCxltuh56FF4-ZFZ6cVhg</td>\n",
       "      <td>Sister Honey's</td>\n",
       "      <td>247 E Michigan St</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>FL</td>\n",
       "      <td>28.513265</td>\n",
       "      <td>-81.374707</td>\n",
       "      <td>4.5</td>\n",
       "      <td>135</td>\n",
       "      <td>{'RestaurantsDelivery': 'False', 'BusinessAcce...</td>\n",
       "      <td>Restaurants, American (New), Bakeries, Dessert...</td>\n",
       "      <td>{'Tuesday': '11:0-18:0', 'Wednesday': '11:0-18...</td>\n",
       "      <td>POINT (-81.37471 28.51326)</td>\n",
       "      <td>{'garage': False, 'street': False, 'validated'...</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>26323</th>\n",
       "      <td>160562</td>\n",
       "      <td>cgNDiWCaSlqqxx1A6r65bA</td>\n",
       "      <td>Hop N Cork</td>\n",
       "      <td>17450 Lower Boones Ferry Rd</td>\n",
       "      <td>Lake Oswego</td>\n",
       "      <td>OR</td>\n",
       "      <td>45.399154</td>\n",
       "      <td>-122.737600</td>\n",
       "      <td>4.0</td>\n",
       "      <td>137</td>\n",
       "      <td>{'RestaurantsTakeOut': 'True', 'RestaurantsAtt...</td>\n",
       "      <td>Nightlife, Wine Bars, Beer Bar, Bars, Restaura...</td>\n",
       "      <td>{'Monday': '0:0-0:0', 'Tuesday': '16:0-20:0', ...</td>\n",
       "      <td>POINT (-122.73760 45.39915)</td>\n",
       "      <td>{'garage': False, 'street': True, 'validated':...</td>\n",
       "      <td>{'romantic': False, 'intimate': False, 'classy...</td>\n",
       "      <td>{'dessert': False, 'latenight': False, 'lunch'...</td>\n",
       "      <td>{}</td>\n",
       "      <td>{'dj': False, 'background_music': False, 'no_m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26324</th>\n",
       "      <td>160563</td>\n",
       "      <td>yQL8SrSETbbCI1U5esVJQw</td>\n",
       "      <td>Ciao! Pizza &amp; Pasta</td>\n",
       "      <td>59 Williams St</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>MA</td>\n",
       "      <td>42.389221</td>\n",
       "      <td>-71.040882</td>\n",
       "      <td>5.0</td>\n",
       "      <td>733</td>\n",
       "      <td>{'GoodForKids': 'True', 'RestaurantsPriceRange...</td>\n",
       "      <td>Restaurants, Pizza, Italian</td>\n",
       "      <td>{'Monday': '0:0-0:0', 'Tuesday': '11:0-21:0', ...</td>\n",
       "      <td>POINT (-71.04088 42.38922)</td>\n",
       "      <td>{'garage': False, 'street': False, 'validated'...</td>\n",
       "      <td>{'touristy': False, 'hipster': False, 'romanti...</td>\n",
       "      <td>{'dessert': False, 'latenight': False, 'lunch'...</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26325</th>\n",
       "      <td>160572</td>\n",
       "      <td>r5Uag1JqYjr2nbxQCVqm8A</td>\n",
       "      <td>Saigon Noodle &amp; Grill</td>\n",
       "      <td>101 N Bumby Ave</td>\n",
       "      <td>Orlando</td>\n",
       "      <td>FL</td>\n",
       "      <td>28.544430</td>\n",
       "      <td>-81.351606</td>\n",
       "      <td>4.5</td>\n",
       "      <td>437</td>\n",
       "      <td>{'Alcohol': 'u'beer_and_wine'', 'RestaurantsAt...</td>\n",
       "      <td>Restaurants, Noodles, Salad, Vietnamese, Veget...</td>\n",
       "      <td>{'Monday': '0:0-0:0', 'Tuesday': '10:30-21:30'...</td>\n",
       "      <td>POINT (-81.35161 28.54443)</td>\n",
       "      <td>{'garage': False, 'street': False, 'validated'...</td>\n",
       "      <td>{'touristy': False, 'hipster': False, 'romanti...</td>\n",
       "      <td>{'dessert': None, 'latenight': False, 'lunch':...</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26326</th>\n",
       "      <td>160574</td>\n",
       "      <td>Q78fYV6B6P6GmX07YVgi4g</td>\n",
       "      <td>Maudie’s Hill Country</td>\n",
       "      <td>12506 Shops Pkwy</td>\n",
       "      <td>Bee Cave</td>\n",
       "      <td>TX</td>\n",
       "      <td>30.304761</td>\n",
       "      <td>-97.937394</td>\n",
       "      <td>3.0</td>\n",
       "      <td>310</td>\n",
       "      <td>{'RestaurantsPriceRange2': '2', 'BikeParking':...</td>\n",
       "      <td>Mexican, Bars, Nightlife, Tex-Mex, Restaurants</td>\n",
       "      <td>{'Monday': '0:0-0:0', 'Tuesday': '9:0-21:0', '...</td>\n",
       "      <td>POINT (-97.93739 30.30476)</td>\n",
       "      <td>{'garage': False, 'street': False, 'validated'...</td>\n",
       "      <td>{'touristy': False, 'hipster': False, 'romanti...</td>\n",
       "      <td>{'dessert': None, 'latenight': False, 'lunch':...</td>\n",
       "      <td>{}</td>\n",
       "      <td>{'dj': False, 'background_music': False, 'no_m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26327</th>\n",
       "      <td>160575</td>\n",
       "      <td>uXdQkuEtvLAzfc3MsO-sTQ</td>\n",
       "      <td>Mama's Cocina Latina</td>\n",
       "      <td>1958 Piedmont Rd NE</td>\n",
       "      <td>Atlanta</td>\n",
       "      <td>GA</td>\n",
       "      <td>33.810996</td>\n",
       "      <td>-84.367084</td>\n",
       "      <td>3.0</td>\n",
       "      <td>185</td>\n",
       "      <td>{'WiFi': 'u'no'', 'BusinessAcceptsCreditCards'...</td>\n",
       "      <td>Restaurants, Mexican, Latin American</td>\n",
       "      <td>{'Monday': '0:0-0:0', 'Tuesday': '0:0-0:0', 'W...</td>\n",
       "      <td>POINT (-84.36708 33.81100)</td>\n",
       "      <td>{'garage': False, 'street': False, 'validated'...</td>\n",
       "      <td>{'touristy': False, 'hipster': False, 'romanti...</td>\n",
       "      <td>{'dessert': False, 'latenight': True, 'lunch':...</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26328 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        index             business_id                     name  \\\n",
       "0           0  6iYb2HFDywm3zjuRg0shjw      Oskar Blues Taproom   \n",
       "1           1  tCbdrRPZA0oiIYSmHG3J0w  Flying Elephants at PDX   \n",
       "2           5  D4JtQNTI4X3KcbzacDJsMw      Bob Likes Thai Food   \n",
       "3          12  HPA_qyMEddpAEtFof02ixg      Mr G's Pizza & Subs   \n",
       "4          13  ufCxltuh56FF4-ZFZ6cVhg           Sister Honey's   \n",
       "...       ...                     ...                      ...   \n",
       "26323  160562  cgNDiWCaSlqqxx1A6r65bA               Hop N Cork   \n",
       "26324  160563  yQL8SrSETbbCI1U5esVJQw      Ciao! Pizza & Pasta   \n",
       "26325  160572  r5Uag1JqYjr2nbxQCVqm8A    Saigon Noodle & Grill   \n",
       "26326  160574  Q78fYV6B6P6GmX07YVgi4g    Maudie’s Hill Country   \n",
       "26327  160575  uXdQkuEtvLAzfc3MsO-sTQ     Mama's Cocina Latina   \n",
       "\n",
       "                           address         city state   latitude   longitude  \\\n",
       "0                     921 Pearl St      Boulder    CO  40.017544 -105.283348   \n",
       "1              7000 NE Airport Way     Portland    OR  45.588906 -122.593331   \n",
       "2                     3755 Main St    Vancouver    BC  49.251342 -123.101333   \n",
       "3                    474 Lowell St      Peabody    MA  42.541155  -70.973438   \n",
       "4                247 E Michigan St      Orlando    FL  28.513265  -81.374707   \n",
       "...                            ...          ...   ...        ...         ...   \n",
       "26323  17450 Lower Boones Ferry Rd  Lake Oswego    OR  45.399154 -122.737600   \n",
       "26324               59 Williams St      Chelsea    MA  42.389221  -71.040882   \n",
       "26325              101 N Bumby Ave      Orlando    FL  28.544430  -81.351606   \n",
       "26326             12506 Shops Pkwy     Bee Cave    TX  30.304761  -97.937394   \n",
       "26327          1958 Piedmont Rd NE      Atlanta    GA  33.810996  -84.367084   \n",
       "\n",
       "       stars  review_count                                         attributes  \\\n",
       "0        4.0            86  {'RestaurantsTableService': 'True', 'WiFi': 'u...   \n",
       "1        4.0           126  {'RestaurantsTakeOut': 'True', 'RestaurantsAtt...   \n",
       "2        3.5           169  {'GoodForKids': 'True', 'Alcohol': 'u'none'', ...   \n",
       "3        4.0            39  {'RestaurantsGoodForGroups': 'True', 'HasTV': ...   \n",
       "4        4.5           135  {'RestaurantsDelivery': 'False', 'BusinessAcce...   \n",
       "...      ...           ...                                                ...   \n",
       "26323    4.0           137  {'RestaurantsTakeOut': 'True', 'RestaurantsAtt...   \n",
       "26324    5.0           733  {'GoodForKids': 'True', 'RestaurantsPriceRange...   \n",
       "26325    4.5           437  {'Alcohol': 'u'beer_and_wine'', 'RestaurantsAt...   \n",
       "26326    3.0           310  {'RestaurantsPriceRange2': '2', 'BikeParking':...   \n",
       "26327    3.0           185  {'WiFi': 'u'no'', 'BusinessAcceptsCreditCards'...   \n",
       "\n",
       "                                              categories  \\\n",
       "0      Gastropubs, Food, Beer Gardens, Restaurants, B...   \n",
       "1      Salad, Soup, Sandwiches, Delis, Restaurants, C...   \n",
       "2                                      Restaurants, Thai   \n",
       "3                               Food, Pizza, Restaurants   \n",
       "4      Restaurants, American (New), Bakeries, Dessert...   \n",
       "...                                                  ...   \n",
       "26323  Nightlife, Wine Bars, Beer Bar, Bars, Restaura...   \n",
       "26324                        Restaurants, Pizza, Italian   \n",
       "26325  Restaurants, Noodles, Salad, Vietnamese, Veget...   \n",
       "26326     Mexican, Bars, Nightlife, Tex-Mex, Restaurants   \n",
       "26327               Restaurants, Mexican, Latin American   \n",
       "\n",
       "                                                   hours  \\\n",
       "0      {'Monday': '11:0-23:0', 'Tuesday': '11:0-23:0'...   \n",
       "1      {'Monday': '5:0-18:0', 'Tuesday': '5:0-17:0', ...   \n",
       "2      {'Monday': '17:0-21:0', 'Tuesday': '17:0-21:0'...   \n",
       "3      {'Monday': '11:0-21:0', 'Tuesday': '11:0-21:0'...   \n",
       "4      {'Tuesday': '11:0-18:0', 'Wednesday': '11:0-18...   \n",
       "...                                                  ...   \n",
       "26323  {'Monday': '0:0-0:0', 'Tuesday': '16:0-20:0', ...   \n",
       "26324  {'Monday': '0:0-0:0', 'Tuesday': '11:0-21:0', ...   \n",
       "26325  {'Monday': '0:0-0:0', 'Tuesday': '10:30-21:30'...   \n",
       "26326  {'Monday': '0:0-0:0', 'Tuesday': '9:0-21:0', '...   \n",
       "26327  {'Monday': '0:0-0:0', 'Tuesday': '0:0-0:0', 'W...   \n",
       "\n",
       "                          geometry  \\\n",
       "0      POINT (-105.28335 40.01754)   \n",
       "1      POINT (-122.59333 45.58891)   \n",
       "2      POINT (-123.10133 49.25134)   \n",
       "3       POINT (-70.97344 42.54116)   \n",
       "4       POINT (-81.37471 28.51326)   \n",
       "...                            ...   \n",
       "26323  POINT (-122.73760 45.39915)   \n",
       "26324   POINT (-71.04088 42.38922)   \n",
       "26325   POINT (-81.35161 28.54443)   \n",
       "26326   POINT (-97.93739 30.30476)   \n",
       "26327   POINT (-84.36708 33.81100)   \n",
       "\n",
       "                                         BusinessParking  \\\n",
       "0      {'garage': False, 'street': True, 'validated':...   \n",
       "1      {'garage': True, 'street': False, 'validated':...   \n",
       "2      {'garage': False, 'street': True, 'validated':...   \n",
       "3      {'garage': False, 'street': False, 'validated'...   \n",
       "4      {'garage': False, 'street': False, 'validated'...   \n",
       "...                                                  ...   \n",
       "26323  {'garage': False, 'street': True, 'validated':...   \n",
       "26324  {'garage': False, 'street': False, 'validated'...   \n",
       "26325  {'garage': False, 'street': False, 'validated'...   \n",
       "26326  {'garage': False, 'street': False, 'validated'...   \n",
       "26327  {'garage': False, 'street': False, 'validated'...   \n",
       "\n",
       "                                                Ambience  \\\n",
       "0      {'touristy': False, 'hipster': False, 'romanti...   \n",
       "1      {'romantic': False, 'intimate': False, 'touris...   \n",
       "2      {'romantic': False, 'intimate': False, 'classy...   \n",
       "3      {'romantic': False, 'intimate': False, 'classy...   \n",
       "4                                                     {}   \n",
       "...                                                  ...   \n",
       "26323  {'romantic': False, 'intimate': False, 'classy...   \n",
       "26324  {'touristy': False, 'hipster': False, 'romanti...   \n",
       "26325  {'touristy': False, 'hipster': False, 'romanti...   \n",
       "26326  {'touristy': False, 'hipster': False, 'romanti...   \n",
       "26327  {'touristy': False, 'hipster': False, 'romanti...   \n",
       "\n",
       "                                             GoodForMeal Dietary  \\\n",
       "0      {'dessert': False, 'latenight': False, 'lunch'...      {}   \n",
       "1      {'dessert': False, 'latenight': False, 'lunch'...      {}   \n",
       "2      {'dessert': False, 'latenight': False, 'lunch'...      {}   \n",
       "3                                                     {}      {}   \n",
       "4                                                     {}      {}   \n",
       "...                                                  ...     ...   \n",
       "26323  {'dessert': False, 'latenight': False, 'lunch'...      {}   \n",
       "26324  {'dessert': False, 'latenight': False, 'lunch'...      {}   \n",
       "26325  {'dessert': None, 'latenight': False, 'lunch':...      {}   \n",
       "26326  {'dessert': None, 'latenight': False, 'lunch':...      {}   \n",
       "26327  {'dessert': False, 'latenight': True, 'lunch':...      {}   \n",
       "\n",
       "                                                   Music  \n",
       "0                                                     {}  \n",
       "1                                                     {}  \n",
       "2                                                     {}  \n",
       "3                                                     {}  \n",
       "4                                                     {}  \n",
       "...                                                  ...  \n",
       "26323  {'dj': False, 'background_music': False, 'no_m...  \n",
       "26324                                                 {}  \n",
       "26325                                                 {}  \n",
       "26326  {'dj': False, 'background_music': False, 'no_m...  \n",
       "26327                                                 {}  \n",
       "\n",
       "[26328 rows x 19 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "restaurant"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "hence the dictionaries of dictionares present in the attribute columns are separated but now from the above output we are futher concern with separating the futher dictionaries and implement the values as rows and keys as columns as shown below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:31:19.039822Z",
     "iopub.status.busy": "2021-11-10T13:31:19.039395Z",
     "iopub.status.idle": "2021-11-10T13:32:04.092077Z",
     "shell.execute_reply": "2021-11-10T13:32:04.088822Z",
     "shell.execute_reply.started": "2021-11-10T13:31:19.039789Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>RestaurantsTableService_False</th>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26323</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26324</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26325</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26326</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26327</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26328 rows × 232 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       RestaurantsTableService_False  RestaurantsTableService_None  \\\n",
       "0                                  0                             0   \n",
       "1                                  0                             0   \n",
       "2                                  0                             0   \n",
       "3                                  1                             0   \n",
       "4                                  0                             0   \n",
       "...                              ...                           ...   \n",
       "26323                              0                             0   \n",
       "26324                              1                             0   \n",
       "26325                              0                             0   \n",
       "26326                              0                             0   \n",
       "26327                              1                             0   \n",
       "\n",
       "       RestaurantsTableService_True  WiFi_'free'  WiFi_'no'  WiFi_'paid'  \\\n",
       "0                                 1            0          0            0   \n",
       "1                                 0            0          0            0   \n",
       "2                                 0            0          0            0   \n",
       "3                                 0            0          0            0   \n",
       "4                                 0            0          0            0   \n",
       "...                             ...          ...        ...          ...   \n",
       "26323                             1            0          0            0   \n",
       "26324                             0            0          0            0   \n",
       "26325                             1            0          0            0   \n",
       "26326                             1            0          0            0   \n",
       "26327                             0            0          0            0   \n",
       "\n",
       "       WiFi_None  WiFi_u'free'  WiFi_u'no'  WiFi_u'paid'  BikeParking_False  \\\n",
       "0              0             1           0             0                  0   \n",
       "1              0             1           0             0                  1   \n",
       "2              0             0           1             0                  0   \n",
       "3              0             1           0             0                  0   \n",
       "4              0             0           0             0                  0   \n",
       "...          ...           ...         ...           ...                ...   \n",
       "26323          0             1           0             0                  0   \n",
       "26324          0             0           1             0                  1   \n",
       "26325          0             1           0             0                  1   \n",
       "26326          0             1           0             0                  0   \n",
       "26327          0             0           1             0                  0   \n",
       "\n",
       "       BikeParking_None  BikeParking_True  BusinessAcceptsCreditCards_False  \\\n",
       "0                     0                 1                                 0   \n",
       "1                     0                 0                                 0   \n",
       "2                     0                 1                                 0   \n",
       "3                     0                 1                                 0   \n",
       "4                     0                 1                                 0   \n",
       "...                 ...               ...                               ...   \n",
       "26323                 0                 1                                 0   \n",
       "26324                 0                 0                                 0   \n",
       "26325                 0                 0                                 0   \n",
       "26326                 0                 1                                 0   \n",
       "26327                 0                 1                                 0   \n",
       "\n",
       "       BusinessAcceptsCreditCards_None  BusinessAcceptsCreditCards_True  \\\n",
       "0                                    0                                1   \n",
       "1                                    0                                1   \n",
       "2                                    0                                0   \n",
       "3                                    0                                1   \n",
       "4                                    0                                1   \n",
       "...                                ...                              ...   \n",
       "26323                                0                                1   \n",
       "26324                                0                                1   \n",
       "26325                                0                                1   \n",
       "26326                                0                                1   \n",
       "26327                                0                                1   \n",
       "\n",
       "       RestaurantsReservations_False  RestaurantsReservations_None  \\\n",
       "0                                  1                             0   \n",
       "1                                  1                             0   \n",
       "2                                  0                             0   \n",
       "3                                  1                             0   \n",
       "4                                  0                             0   \n",
       "...                              ...                           ...   \n",
       "26323                              1                             0   \n",
       "26324                              1                             0   \n",
       "26325                              0                             0   \n",
       "26326                              1                             0   \n",
       "26327                              1                             0   \n",
       "\n",
       "       RestaurantsReservations_True  WheelchairAccessible_False  \\\n",
       "0                                 0                           0   \n",
       "1                                 0                           0   \n",
       "2                                 1                           0   \n",
       "3                                 0                           0   \n",
       "4                                 0                           0   \n",
       "...                             ...                         ...   \n",
       "26323                             0                           0   \n",
       "26324                             0                           0   \n",
       "26325                             1                           0   \n",
       "26326                             0                           0   \n",
       "26327                             0                           0   \n",
       "\n",
       "       WheelchairAccessible_None  WheelchairAccessible_True  Caters_False  \\\n",
       "0                              0                          1             0   \n",
       "1                              0                          0             0   \n",
       "2                              0                          0             1   \n",
       "3                              0                          1             0   \n",
       "4                              0                          0             0   \n",
       "...                          ...                        ...           ...   \n",
       "26323                          0                          1             0   \n",
       "26324                          0                          1             1   \n",
       "26325                          0                          1             0   \n",
       "26326                          0                          1             0   \n",
       "26327                          0                          0             0   \n",
       "\n",
       "       Caters_None  Caters_True  OutdoorSeating_False  OutdoorSeating_None  \\\n",
       "0                0            1                     0                    0   \n",
       "1                0            1                     1                    0   \n",
       "2                0            0                     1                    0   \n",
       "3                0            1                     0                    0   \n",
       "4                0            1                     0                    0   \n",
       "...            ...          ...                   ...                  ...   \n",
       "26323            0            1                     0                    0   \n",
       "26324            0            0                     0                    0   \n",
       "26325            0            1                     0                    0   \n",
       "26326            0            1                     0                    0   \n",
       "26327            0            1                     0                    0   \n",
       "\n",
       "       OutdoorSeating_True  RestaurantsGoodForGroups_False  \\\n",
       "0                        1                               0   \n",
       "1                        0                               1   \n",
       "2                        0                               0   \n",
       "3                        1                               0   \n",
       "4                        0                               0   \n",
       "...                    ...                             ...   \n",
       "26323                    1                               0   \n",
       "26324                    1                               1   \n",
       "26325                    1                               0   \n",
       "26326                    1                               0   \n",
       "26327                    1                               0   \n",
       "\n",
       "       RestaurantsGoodForGroups_None  RestaurantsGoodForGroups_True  \\\n",
       "0                                  0                              1   \n",
       "1                                  0                              0   \n",
       "2                                  0                              1   \n",
       "3                                  0                              1   \n",
       "4                                  0                              0   \n",
       "...                              ...                            ...   \n",
       "26323                              0                              1   \n",
       "26324                              0                              0   \n",
       "26325                              0                              1   \n",
       "26326                              0                              1   \n",
       "26327                              0                              1   \n",
       "\n",
       "       HappyHour_False  HappyHour_None  HappyHour_True  \\\n",
       "0                    0               0               1   \n",
       "1                    0               0               0   \n",
       "2                    0               0               0   \n",
       "3                    0               0               0   \n",
       "4                    0               0               0   \n",
       "...                ...             ...             ...   \n",
       "26323                0               0               1   \n",
       "26324                1               0               0   \n",
       "26325                0               0               1   \n",
       "26326                0               0               1   \n",
       "26327                0               0               0   \n",
       "\n",
       "       BusinessAcceptsBitcoin_False  BusinessAcceptsBitcoin_True  \\\n",
       "0                                 1                            0   \n",
       "1                                 0                            0   \n",
       "2                                 0                            0   \n",
       "3                                 1                            0   \n",
       "4                                 0                            0   \n",
       "...                             ...                          ...   \n",
       "26323                             0                            0   \n",
       "26324                             1                            0   \n",
       "26325                             0                            0   \n",
       "26326                             0                            0   \n",
       "26327                             0                            0   \n",
       "\n",
       "       RestaurantsPriceRange2_1  RestaurantsPriceRange2_2  \\\n",
       "0                             0                         1   \n",
       "1                             0                         1   \n",
       "2                             0                         1   \n",
       "3                             0                         1   \n",
       "4                             1                         0   \n",
       "...                         ...                       ...   \n",
       "26323                         0                         1   \n",
       "26324                         0                         1   \n",
       "26325                         0                         1   \n",
       "26326                         0                         1   \n",
       "26327                         0                         1   \n",
       "\n",
       "       RestaurantsPriceRange2_3  RestaurantsPriceRange2_4  \\\n",
       "0                             0                         0   \n",
       "1                             0                         0   \n",
       "2                             0                         0   \n",
       "3                             0                         0   \n",
       "4                             0                         0   \n",
       "...                         ...                       ...   \n",
       "26323                         0                         0   \n",
       "26324                         0                         0   \n",
       "26325                         0                         0   \n",
       "26326                         0                         0   \n",
       "26327                         0                         0   \n",
       "\n",
       "       RestaurantsPriceRange2_None  HasTV_False  HasTV_None  HasTV_True  \\\n",
       "0                                0            0           0           1   \n",
       "1                                0            1           0           0   \n",
       "2                                0            1           0           0   \n",
       "3                                0            0           0           1   \n",
       "4                                0            0           0           0   \n",
       "...                            ...          ...         ...         ...   \n",
       "26323                            0            0           0           1   \n",
       "26324                            0            1           0           0   \n",
       "26325                            0            0           0           1   \n",
       "26326                            0            0           0           1   \n",
       "26327                            0            0           0           1   \n",
       "\n",
       "       Alcohol_'beer_and_wine'  Alcohol_'full_bar'  Alcohol_'none'  \\\n",
       "0                            1                   0               0   \n",
       "1                            0                   0               0   \n",
       "2                            0                   0               0   \n",
       "3                            0                   0               0   \n",
       "4                            0                   0               0   \n",
       "...                        ...                 ...             ...   \n",
       "26323                        0                   0               0   \n",
       "26324                        1                   0               0   \n",
       "26325                        0                   0               0   \n",
       "26326                        0                   0               0   \n",
       "26327                        1                   0               0   \n",
       "\n",
       "       Alcohol_None  Alcohol_u'beer_and_wine'  Alcohol_u'full_bar'  ...  \\\n",
       "0                 0                         0                    0  ...   \n",
       "1                 0                         1                    0  ...   \n",
       "2                 0                         0                    0  ...   \n",
       "3                 0                         0                    0  ...   \n",
       "4                 0                         0                    0  ...   \n",
       "...             ...                       ...                  ...  ...   \n",
       "26323             0                         1                    0  ...   \n",
       "26324             0                         0                    0  ...   \n",
       "26325             0                         1                    0  ...   \n",
       "26326             0                         0                    1  ...   \n",
       "26327             0                         0                    0  ...   \n",
       "\n",
       "       DietaryRestrictions_{'dairy-free': False, 'gluten-free': True, 'vegan': True, 'kosher': False, 'halal': False, 'soy-free': False, 'vegetarian': True}  \\\n",
       "0                                                      0                                                                                                       \n",
       "1                                                      0                                                                                                       \n",
       "2                                                      0                                                                                                       \n",
       "3                                                      0                                                                                                       \n",
       "4                                                      0                                                                                                       \n",
       "...                                                  ...                                                                                                       \n",
       "26323                                                  0                                                                                                       \n",
       "26324                                                  0                                                                                                       \n",
       "26325                                                  0                                                                                                       \n",
       "26326                                                  0                                                                                                       \n",
       "26327                                                  0                                                                                                       \n",
       "\n",
       "       DietaryRestrictions_{'dairy-free': True, 'gluten-free': True, 'vegan': False, 'kosher': False, 'halal': False, 'soy-free': False, 'vegetarian': False}  \\\n",
       "0                                                      0                                                                                                        \n",
       "1                                                      0                                                                                                        \n",
       "2                                                      0                                                                                                        \n",
       "3                                                      0                                                                                                        \n",
       "4                                                      0                                                                                                        \n",
       "...                                                  ...                                                                                                        \n",
       "26323                                                  0                                                                                                        \n",
       "26324                                                  0                                                                                                        \n",
       "26325                                                  0                                                                                                        \n",
       "26326                                                  0                                                                                                        \n",
       "26327                                                  0                                                                                                        \n",
       "\n",
       "       DietaryRestrictions_{'dairy-free': True, 'gluten-free': True, 'vegan': True, 'kosher': False, 'halal': False, 'soy-free': False, 'vegetarian': True}  \\\n",
       "0                                                      0                                                                                                      \n",
       "1                                                      0                                                                                                      \n",
       "2                                                      0                                                                                                      \n",
       "3                                                      0                                                                                                      \n",
       "4                                                      0                                                                                                      \n",
       "...                                                  ...                                                                                                      \n",
       "26323                                                  0                                                                                                      \n",
       "26324                                                  0                                                                                                      \n",
       "26325                                                  0                                                                                                      \n",
       "26326                                                  0                                                                                                      \n",
       "26327                                                  0                                                                                                      \n",
       "\n",
       "       AgesAllowed_u'21plus'  AgesAllowed_u'allages'  Open24Hours_False  \\\n",
       "0                          0                       0                  0   \n",
       "1                          0                       0                  0   \n",
       "2                          0                       0                  0   \n",
       "3                          0                       0                  0   \n",
       "4                          0                       0                  0   \n",
       "...                      ...                     ...                ...   \n",
       "26323                      0                       0                  0   \n",
       "26324                      0                       0                  0   \n",
       "26325                      0                       0                  0   \n",
       "26326                      0                       0                  0   \n",
       "26327                      0                       0                  0   \n",
       "\n",
       "       Open24Hours_True  AcceptsInsurance_False  AcceptsInsurance_True  \\\n",
       "0                     0                       0                      0   \n",
       "1                     0                       0                      0   \n",
       "2                     0                       0                      0   \n",
       "3                     0                       0                      0   \n",
       "4                     0                       0                      0   \n",
       "...                 ...                     ...                    ...   \n",
       "26323                 0                       0                      0   \n",
       "26324                 0                       0                      0   \n",
       "26325                 0                       0                      0   \n",
       "26326                 0                       0                      0   \n",
       "26327                 0                       0                      0   \n",
       "\n",
       "       HairSpecializesIn_{'straightperms': True, 'coloring': True, 'extensions': True, 'africanamerican': True, 'curly': False, 'kids': True, 'perms': True, 'asian': False}  \\\n",
       "0                                                      0                                                                                                                       \n",
       "1                                                      0                                                                                                                       \n",
       "2                                                      0                                                                                                                       \n",
       "3                                                      0                                                                                                                       \n",
       "4                                                      0                                                                                                                       \n",
       "...                                                  ...                                                                                                                       \n",
       "26323                                                  0                                                                                                                       \n",
       "26324                                                  0                                                                                                                       \n",
       "26325                                                  0                                                                                                                       \n",
       "26326                                                  0                                                                                                                       \n",
       "26327                                                  0                                                                                                                       \n",
       "\n",
       "       garage_False  garage_True  street_False  street_True  validated_False  \\\n",
       "0                 1            0             0            1                1   \n",
       "1                 0            1             1            0                1   \n",
       "2                 1            0             0            1                1   \n",
       "3                 1            0             1            0                1   \n",
       "4                 1            0             1            0                1   \n",
       "...             ...          ...           ...          ...              ...   \n",
       "26323             1            0             0            1                1   \n",
       "26324             1            0             1            0                1   \n",
       "26325             1            0             1            0                1   \n",
       "26326             1            0             1            0                1   \n",
       "26327             1            0             1            0                1   \n",
       "\n",
       "       validated_True  lot_False  lot_True  valet_False  valet_True  \\\n",
       "0                   0          1         0            1           0   \n",
       "1                   0          1         0            1           0   \n",
       "2                   0          1         0            1           0   \n",
       "3                   0          0         1            1           0   \n",
       "4                   0          0         1            1           0   \n",
       "...               ...        ...       ...          ...         ...   \n",
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       "26325               0          0         1            1           0   \n",
       "26326               0          0         1            1           0   \n",
       "26327               0          0         1            1           0   \n",
       "\n",
       "       touristy_False  touristy_True  hipster_False  hipster_True  \\\n",
       "0                   1              0              1             0   \n",
       "1                   1              0              1             0   \n",
       "2                   1              0              1             0   \n",
       "3                   1              0              1             0   \n",
       "4                   0              0              0             0   \n",
       "...               ...            ...            ...           ...   \n",
       "26323               1              0              1             0   \n",
       "26324               1              0              1             0   \n",
       "26325               1              0              1             0   \n",
       "26326               1              0              1             0   \n",
       "26327               1              0              1             0   \n",
       "\n",
       "       romantic_False  romantic_True  divey_False  divey_True  intimate_False  \\\n",
       "0                   1              0            1           0               1   \n",
       "1                   1              0            1           0               1   \n",
       "2                   1              0            1           0               1   \n",
       "3                   1              0            1           0               1   \n",
       "4                   0              0            0           0               0   \n",
       "...               ...            ...          ...         ...             ...   \n",
       "26323               1              0            1           0               1   \n",
       "26324               1              0            1           0               1   \n",
       "26325               1              0            1           0               0   \n",
       "26326               1              0            1           0               1   \n",
       "26327               1              0            0           0               1   \n",
       "\n",
       "       intimate_True  trendy_False  trendy_True  upscale_False  upscale_True  \\\n",
       "0                  0             1            0              1             0   \n",
       "1                  0             1            0              1             0   \n",
       "2                  0             1            0              1             0   \n",
       "3                  0             1            0              1             0   \n",
       "4                  0             0            0              0             0   \n",
       "...              ...           ...          ...            ...           ...   \n",
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       "26325              0             0            0              1             0   \n",
       "26326              0             0            0              1             0   \n",
       "26327              0             1            0              1             0   \n",
       "\n",
       "       classy_False  classy_True  casual_False  casual_True  dessert_False  \\\n",
       "0                 1            0             0            1              1   \n",
       "1                 1            0             0            1              1   \n",
       "2                 1            0             0            1              1   \n",
       "3                 1            0             0            1              0   \n",
       "4                 0            0             0            0              0   \n",
       "...             ...          ...           ...          ...            ...   \n",
       "26323             1            0             0            1              1   \n",
       "26324             0            1             0            1              1   \n",
       "26325             0            1             0            1              0   \n",
       "26326             1            0             0            1              0   \n",
       "26327             1            0             0            1              1   \n",
       "\n",
       "       dessert_True  latenight_False  latenight_True  lunch_False  lunch_True  \\\n",
       "0                 0                1               0            1           0   \n",
       "1                 0                1               0            0           1   \n",
       "2                 0                1               0            0           1   \n",
       "3                 0                0               0            0           0   \n",
       "4                 0                0               0            0           0   \n",
       "...             ...              ...             ...          ...         ...   \n",
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       "26324             0                1               0            0           1   \n",
       "26325             0                1               0            0           1   \n",
       "26326             0                1               0            0           1   \n",
       "26327             0                0               1            0           0   \n",
       "\n",
       "       dinner_False  dinner_True  brunch_False  brunch_True  breakfast_False  \\\n",
       "0                 1            0             1            0                1   \n",
       "1                 1            0             1            0                0   \n",
       "2                 0            1             1            0                1   \n",
       "3                 0            0             0            0                0   \n",
       "4                 0            0             0            0                0   \n",
       "...             ...          ...           ...          ...              ...   \n",
       "26323             0            1             1            0                1   \n",
       "26324             0            1             1            0                1   \n",
       "26325             0            1             0            0                1   \n",
       "26326             0            1             0            0                0   \n",
       "26327             0            1             1            0                1   \n",
       "\n",
       "       breakfast_True  \n",
       "0                   0  \n",
       "1                   1  \n",
       "2                   0  \n",
       "3                   0  \n",
       "4                   0  \n",
       "...               ...  \n",
       "26323               0  \n",
       "26324               0  \n",
       "26325               0  \n",
       "26326               0  \n",
       "26327               0  \n",
       "\n",
       "[26328 rows x 232 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create table with attribute dummies\n",
    "df_attr = pd.concat([ restaurant['attributes'].apply(pd.Series), restaurant['BusinessParking'].apply(pd.Series),\n",
    "                    restaurant['Ambience'].apply(pd.Series), restaurant['GoodForMeal'].apply(pd.Series), \n",
    "                    restaurant['Dietary'].apply(pd.Series) ], axis=1)\n",
    "df_attr_dummies = pd.get_dummies(df_attr)\n",
    "df_attr_dummies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:32:04.093402Z",
     "iopub.status.busy": "2021-11-10T13:32:04.093181Z",
     "iopub.status.idle": "2021-11-10T13:32:12.597249Z",
     "shell.execute_reply": "2021-11-10T13:32:12.596468Z",
     "shell.execute_reply.started": "2021-11-10T13:32:04.093375Z"
    }
   },
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26323</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>26325</th>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>26328 rows × 958 columns</p>\n",
       "</div>"
      ],
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       "        Acai Bowls   Accessories   Active Life   Adult   Adult Education  \\\n",
       "0                0             0             0       0                 0   \n",
       "1                0             0             0       0                 0   \n",
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       "...            ...           ...           ...     ...               ...   \n",
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       "\n",
       "        Adult Entertainment   Advertising   Afghan   African  \\\n",
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       "        Airport Lounges   Airport Shuttles   Airports   Amateur Sports Teams  \\\n",
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       "1                     0                  0          0                      0   \n",
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       "0                    0                        1                 0   \n",
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       "       Szechuan  Tabletop Games  Tacos  Tai Chi  Taiwanese  Tapas Bars  \\\n",
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       "26324        0     0          0      0              0      0         0   \n",
       "26325        0     0          0      0              0      0         0   \n",
       "26326        0     0          0      0              0      0         0   \n",
       "26327        0     0          0      0              0      0         0   \n",
       "\n",
       "       Transportation  Trinidadian  Turkish  Tuscan  Ukrainian  \\\n",
       "0                   0            0        0       0          0   \n",
       "1                   0            0        0       0          0   \n",
       "2                   0            0        0       0          0   \n",
       "3                   0            0        0       0          0   \n",
       "4                   0            0        0       0          0   \n",
       "...               ...          ...      ...     ...        ...   \n",
       "26323               0            0        0       0          0   \n",
       "26324               0            0        0       0          0   \n",
       "26325               0            0        0       0          0   \n",
       "26326               0            0        0       0          0   \n",
       "26327               0            0        0       0          0   \n",
       "\n",
       "       Vacation Rentals  Vegan  Vegetarian  Venezuelan  Venues & Event Spaces  \\\n",
       "0                     0      0           0           0                      0   \n",
       "1                     0      0           0           0                      0   \n",
       "2                     0      0           0           0                      0   \n",
       "3                     0      0           0           0                      0   \n",
       "4                     0      0           0           0                      0   \n",
       "...                 ...    ...         ...         ...                    ...   \n",
       "26323                 0      0           0           0                      0   \n",
       "26324                 0      0           0           0                      0   \n",
       "26325                 0      0           0           0                      0   \n",
       "26326                 0      0           0           0                      0   \n",
       "26327                 0      0           0           0                      0   \n",
       "\n",
       "       Vietnamese  Waffles  Water Parks  Wedding Planning  Whiskey Bars  \\\n",
       "0               0        0            0                 0             0   \n",
       "1               0        0            0                 0             0   \n",
       "2               0        0            0                 0             0   \n",
       "3               0        0            0                 0             0   \n",
       "4               0        0            0                 0             0   \n",
       "...           ...      ...          ...               ...           ...   \n",
       "26323           0        0            0                 0             0   \n",
       "26324           0        0            0                 0             0   \n",
       "26325           0        0            0                 0             0   \n",
       "26326           0        0            0                 0             0   \n",
       "26327           0        0            0                 0             0   \n",
       "\n",
       "       Wholesale Stores  Wholesalers  Wine Bars  Wine Tasting Room  Wineries  \\\n",
       "0                     0            0          0                  0         0   \n",
       "1                     0            0          0                  0         0   \n",
       "2                     0            0          0                  0         0   \n",
       "3                     0            0          0                  0         0   \n",
       "4                     0            0          0                  0         0   \n",
       "...                 ...          ...        ...                ...       ...   \n",
       "26323                 0            0          0                  0         0   \n",
       "26324                 0            0          0                  0         0   \n",
       "26325                 0            0          0                  0         0   \n",
       "26326                 0            0          0                  0         0   \n",
       "26327                 0            0          0                  0         0   \n",
       "\n",
       "       Women's Clothing  Wraps  \n",
       "0                     0      0  \n",
       "1                     0      0  \n",
       "2                     0      0  \n",
       "3                     0      0  \n",
       "4                     0      0  \n",
       "...                 ...    ...  \n",
       "26323                 0      0  \n",
       "26324                 0      0  \n",
       "26325                 0      0  \n",
       "26326                 0      0  \n",
       "26327                 0      0  \n",
       "\n",
       "[26328 rows x 958 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get dummies from categories\n",
    "df_categories_dummies = pd.Series(restaurant['categories']).str.get_dummies(',')\n",
    "df_categories_dummies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:32:12.598542Z",
     "iopub.status.busy": "2021-11-10T13:32:12.598324Z",
     "iopub.status.idle": "2021-11-10T13:32:12.629296Z",
     "shell.execute_reply": "2021-11-10T13:32:12.628435Z",
     "shell.execute_reply.started": "2021-11-10T13:32:12.598516Z"
    }
   },
   "outputs": [],
   "source": [
    "# others data from restaurant\n",
    "\n",
    "other = restaurant[['latitude','longitude','business_id','name']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:32:12.635894Z",
     "iopub.status.busy": "2021-11-10T13:32:12.635660Z",
     "iopub.status.idle": "2021-11-10T13:32:12.657816Z",
     "shell.execute_reply": "2021-11-10T13:32:12.656946Z",
     "shell.execute_reply.started": "2021-11-10T13:32:12.635855Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
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       "      <th>0</th>\n",
       "      <td>40.017544</td>\n",
       "      <td>-105.283348</td>\n",
       "      <td>6iYb2HFDywm3zjuRg0shjw</td>\n",
       "      <td>Oskar Blues Taproom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>45.588906</td>\n",
       "      <td>-122.593331</td>\n",
       "      <td>tCbdrRPZA0oiIYSmHG3J0w</td>\n",
       "      <td>Flying Elephants at PDX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>49.251342</td>\n",
       "      <td>-123.101333</td>\n",
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       "      <td>Bob Likes Thai Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>42.541155</td>\n",
       "      <td>-70.973438</td>\n",
       "      <td>HPA_qyMEddpAEtFof02ixg</td>\n",
       "      <td>Mr G's Pizza &amp; Subs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28.513265</td>\n",
       "      <td>-81.374707</td>\n",
       "      <td>ufCxltuh56FF4-ZFZ6cVhg</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>26323</th>\n",
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       "      <td>Hop N Cork</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26324</th>\n",
       "      <td>42.389221</td>\n",
       "      <td>-71.040882</td>\n",
       "      <td>yQL8SrSETbbCI1U5esVJQw</td>\n",
       "      <td>Ciao! Pizza &amp; Pasta</td>\n",
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       "      <td>28.544430</td>\n",
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       "      <td>-84.367084</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26328 rows × 4 columns</p>\n",
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      ],
      "text/plain": [
       "        latitude   longitude             business_id                     name\n",
       "0      40.017544 -105.283348  6iYb2HFDywm3zjuRg0shjw      Oskar Blues Taproom\n",
       "1      45.588906 -122.593331  tCbdrRPZA0oiIYSmHG3J0w  Flying Elephants at PDX\n",
       "2      49.251342 -123.101333  D4JtQNTI4X3KcbzacDJsMw      Bob Likes Thai Food\n",
       "3      42.541155  -70.973438  HPA_qyMEddpAEtFof02ixg      Mr G's Pizza & Subs\n",
       "4      28.513265  -81.374707  ufCxltuh56FF4-ZFZ6cVhg           Sister Honey's\n",
       "...          ...         ...                     ...                      ...\n",
       "26323  45.399154 -122.737600  cgNDiWCaSlqqxx1A6r65bA               Hop N Cork\n",
       "26324  42.389221  -71.040882  yQL8SrSETbbCI1U5esVJQw      Ciao! Pizza & Pasta\n",
       "26325  28.544430  -81.351606  r5Uag1JqYjr2nbxQCVqm8A    Saigon Noodle & Grill\n",
       "26326  30.304761  -97.937394  Q78fYV6B6P6GmX07YVgi4g    Maudie’s Hill Country\n",
       "26327  33.810996  -84.367084  uXdQkuEtvLAzfc3MsO-sTQ     Mama's Cocina Latina\n",
       "\n",
       "[26328 rows x 4 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "other"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:32:12.659676Z",
     "iopub.status.busy": "2021-11-10T13:32:12.659154Z",
     "iopub.status.idle": "2021-11-10T13:32:13.147508Z",
     "shell.execute_reply": "2021-11-10T13:32:13.146667Z",
     "shell.execute_reply.started": "2021-11-10T13:32:12.659637Z"
    }
   },
   "outputs": [],
   "source": [
    "# Concat all tables and drop Restaurant column\n",
    "df_final = pd.concat([df_attr_dummies, df_categories_dummies, other], axis=1)\n",
    "df_final.drop('Restaurants',inplace=True,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:34:45.801035Z",
     "iopub.status.busy": "2021-11-10T13:34:45.800322Z",
     "iopub.status.idle": "2021-11-10T13:34:45.889423Z",
     "shell.execute_reply": "2021-11-10T13:34:45.888567Z",
     "shell.execute_reply.started": "2021-11-10T13:34:45.800993Z"
    }
   },
   "outputs": [
    {
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       "      <th>WiFi_None</th>\n",
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       "      <th>WheelchairAccessible_False</th>\n",
       "      <th>WheelchairAccessible_None</th>\n",
       "      <th>WheelchairAccessible_True</th>\n",
       "      <th>Caters_False</th>\n",
       "      <th>Caters_None</th>\n",
       "      <th>Caters_True</th>\n",
       "      <th>OutdoorSeating_False</th>\n",
       "      <th>OutdoorSeating_None</th>\n",
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       "      <th>Alcohol_u'full_bar'</th>\n",
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       "      <th>Steakhouses</th>\n",
       "      <th>Street Vendors</th>\n",
       "      <th>Strip Clubs</th>\n",
       "      <th>Surf Shop</th>\n",
       "      <th>Sushi Bars</th>\n",
       "      <th>Szechuan</th>\n",
       "      <th>Tabletop Games</th>\n",
       "      <th>Tacos</th>\n",
       "      <th>Tai Chi</th>\n",
       "      <th>Taiwanese</th>\n",
       "      <th>Tapas Bars</th>\n",
       "      <th>Tapas/Small Plates</th>\n",
       "      <th>Tea Rooms</th>\n",
       "      <th>Telecommunications</th>\n",
       "      <th>Tennis</th>\n",
       "      <th>Teppanyaki</th>\n",
       "      <th>Tex-Mex</th>\n",
       "      <th>Thai</th>\n",
       "      <th>Tiki Bars</th>\n",
       "      <th>Tires</th>\n",
       "      <th>Tobacco Shops</th>\n",
       "      <th>Tours</th>\n",
       "      <th>Trainers</th>\n",
       "      <th>Transportation</th>\n",
       "      <th>Trinidadian</th>\n",
       "      <th>Turkish</th>\n",
       "      <th>Tuscan</th>\n",
       "      <th>Ukrainian</th>\n",
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       "      <th>Vegetarian</th>\n",
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       "      <th>Whiskey Bars</th>\n",
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       "      <th>Wine Tasting Room</th>\n",
       "      <th>Wineries</th>\n",
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       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
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       "      <td>40.017544</td>\n",
       "      <td>-105.283348</td>\n",
       "      <td>6iYb2HFDywm3zjuRg0shjw</td>\n",
       "      <td>Oskar Blues Taproom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45.588906</td>\n",
       "      <td>-122.593331</td>\n",
       "      <td>tCbdrRPZA0oiIYSmHG3J0w</td>\n",
       "      <td>Flying Elephants at PDX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49.251342</td>\n",
       "      <td>-123.101333</td>\n",
       "      <td>D4JtQNTI4X3KcbzacDJsMw</td>\n",
       "      <td>Bob Likes Thai Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42.541155</td>\n",
       "      <td>-70.973438</td>\n",
       "      <td>HPA_qyMEddpAEtFof02ixg</td>\n",
       "      <td>Mr G's Pizza &amp; Subs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.513265</td>\n",
       "      <td>-81.374707</td>\n",
       "      <td>ufCxltuh56FF4-ZFZ6cVhg</td>\n",
       "      <td>Sister Honey's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26323</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>Hop N Cork</td>\n",
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       "      <td>Ciao! Pizza &amp; Pasta</td>\n",
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       "      <td>0</td>\n",
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       "      <td>-81.351606</td>\n",
       "      <td>r5Uag1JqYjr2nbxQCVqm8A</td>\n",
       "      <td>Saigon Noodle &amp; Grill</td>\n",
       "    </tr>\n",
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       "      <td>30.304761</td>\n",
       "      <td>-97.937394</td>\n",
       "      <td>Q78fYV6B6P6GmX07YVgi4g</td>\n",
       "      <td>Maudie’s Hill Country</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26327</th>\n",
       "      <td>1</td>\n",
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       "      <td>33.810996</td>\n",
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       "      <td>Mama's Cocina Latina</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26328 rows × 1193 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       RestaurantsTableService_False  RestaurantsTableService_None  \\\n",
       "0                                  0                             0   \n",
       "1                                  0                             0   \n",
       "2                                  0                             0   \n",
       "3                                  1                             0   \n",
       "4                                  0                             0   \n",
       "...                              ...                           ...   \n",
       "26323                              0                             0   \n",
       "26324                              1                             0   \n",
       "26325                              0                             0   \n",
       "26326                              0                             0   \n",
       "26327                              1                             0   \n",
       "\n",
       "       RestaurantsTableService_True  WiFi_'free'  WiFi_'no'  WiFi_'paid'  \\\n",
       "0                                 1            0          0            0   \n",
       "1                                 0            0          0            0   \n",
       "2                                 0            0          0            0   \n",
       "3                                 0            0          0            0   \n",
       "4                                 0            0          0            0   \n",
       "...                             ...          ...        ...          ...   \n",
       "26323                             1            0          0            0   \n",
       "26324                             0            0          0            0   \n",
       "26325                             1            0          0            0   \n",
       "26326                             1            0          0            0   \n",
       "26327                             0            0          0            0   \n",
       "\n",
       "       WiFi_None  WiFi_u'free'  WiFi_u'no'  WiFi_u'paid'  BikeParking_False  \\\n",
       "0              0             1           0             0                  0   \n",
       "1              0             1           0             0                  1   \n",
       "2              0             0           1             0                  0   \n",
       "3              0             1           0             0                  0   \n",
       "4              0             0           0             0                  0   \n",
       "...          ...           ...         ...           ...                ...   \n",
       "26323          0             1           0             0                  0   \n",
       "26324          0             0           1             0                  1   \n",
       "26325          0             1           0             0                  1   \n",
       "26326          0             1           0             0                  0   \n",
       "26327          0             0           1             0                  0   \n",
       "\n",
       "       BikeParking_None  BikeParking_True  BusinessAcceptsCreditCards_False  \\\n",
       "0                     0                 1                                 0   \n",
       "1                     0                 0                                 0   \n",
       "2                     0                 1                                 0   \n",
       "3                     0                 1                                 0   \n",
       "4                     0                 1                                 0   \n",
       "...                 ...               ...                               ...   \n",
       "26323                 0                 1                                 0   \n",
       "26324                 0                 0                                 0   \n",
       "26325                 0                 0                                 0   \n",
       "26326                 0                 1                                 0   \n",
       "26327                 0                 1                                 0   \n",
       "\n",
       "       BusinessAcceptsCreditCards_None  BusinessAcceptsCreditCards_True  \\\n",
       "0                                    0                                1   \n",
       "1                                    0                                1   \n",
       "2                                    0                                0   \n",
       "3                                    0                                1   \n",
       "4                                    0                                1   \n",
       "...                                ...                              ...   \n",
       "26323                                0                                1   \n",
       "26324                                0                                1   \n",
       "26325                                0                                1   \n",
       "26326                                0                                1   \n",
       "26327                                0                                1   \n",
       "\n",
       "       RestaurantsReservations_False  RestaurantsReservations_None  \\\n",
       "0                                  1                             0   \n",
       "1                                  1                             0   \n",
       "2                                  0                             0   \n",
       "3                                  1                             0   \n",
       "4                                  0                             0   \n",
       "...                              ...                           ...   \n",
       "26323                              1                             0   \n",
       "26324                              1                             0   \n",
       "26325                              0                             0   \n",
       "26326                              1                             0   \n",
       "26327                              1                             0   \n",
       "\n",
       "       RestaurantsReservations_True  WheelchairAccessible_False  \\\n",
       "0                                 0                           0   \n",
       "1                                 0                           0   \n",
       "2                                 1                           0   \n",
       "3                                 0                           0   \n",
       "4                                 0                           0   \n",
       "...                             ...                         ...   \n",
       "26323                             0                           0   \n",
       "26324                             0                           0   \n",
       "26325                             1                           0   \n",
       "26326                             0                           0   \n",
       "26327                             0                           0   \n",
       "\n",
       "       WheelchairAccessible_None  WheelchairAccessible_True  Caters_False  \\\n",
       "0                              0                          1             0   \n",
       "1                              0                          0             0   \n",
       "2                              0                          0             1   \n",
       "3                              0                          1             0   \n",
       "4                              0                          0             0   \n",
       "...                          ...                        ...           ...   \n",
       "26323                          0                          1             0   \n",
       "26324                          0                          1             1   \n",
       "26325                          0                          1             0   \n",
       "26326                          0                          1             0   \n",
       "26327                          0                          0             0   \n",
       "\n",
       "       Caters_None  Caters_True  OutdoorSeating_False  OutdoorSeating_None  \\\n",
       "0                0            1                     0                    0   \n",
       "1                0            1                     1                    0   \n",
       "2                0            0                     1                    0   \n",
       "3                0            1                     0                    0   \n",
       "4                0            1                     0                    0   \n",
       "...            ...          ...                   ...                  ...   \n",
       "26323            0            1                     0                    0   \n",
       "26324            0            0                     0                    0   \n",
       "26325            0            1                     0                    0   \n",
       "26326            0            1                     0                    0   \n",
       "26327            0            1                     0                    0   \n",
       "\n",
       "       OutdoorSeating_True  RestaurantsGoodForGroups_False  \\\n",
       "0                        1                               0   \n",
       "1                        0                               1   \n",
       "2                        0                               0   \n",
       "3                        1                               0   \n",
       "4                        0                               0   \n",
       "...                    ...                             ...   \n",
       "26323                    1                               0   \n",
       "26324                    1                               1   \n",
       "26325                    1                               0   \n",
       "26326                    1                               0   \n",
       "26327                    1                               0   \n",
       "\n",
       "       RestaurantsGoodForGroups_None  RestaurantsGoodForGroups_True  \\\n",
       "0                                  0                              1   \n",
       "1                                  0                              0   \n",
       "2                                  0                              1   \n",
       "3                                  0                              1   \n",
       "4                                  0                              0   \n",
       "...                              ...                            ...   \n",
       "26323                              0                              1   \n",
       "26324                              0                              0   \n",
       "26325                              0                              1   \n",
       "26326                              0                              1   \n",
       "26327                              0                              1   \n",
       "\n",
       "       HappyHour_False  HappyHour_None  HappyHour_True  \\\n",
       "0                    0               0               1   \n",
       "1                    0               0               0   \n",
       "2                    0               0               0   \n",
       "3                    0               0               0   \n",
       "4                    0               0               0   \n",
       "...                ...             ...             ...   \n",
       "26323                0               0               1   \n",
       "26324                1               0               0   \n",
       "26325                0               0               1   \n",
       "26326                0               0               1   \n",
       "26327                0               0               0   \n",
       "\n",
       "       BusinessAcceptsBitcoin_False  BusinessAcceptsBitcoin_True  \\\n",
       "0                                 1                            0   \n",
       "1                                 0                            0   \n",
       "2                                 0                            0   \n",
       "3                                 1                            0   \n",
       "4                                 0                            0   \n",
       "...                             ...                          ...   \n",
       "26323                             0                            0   \n",
       "26324                             1                            0   \n",
       "26325                             0                            0   \n",
       "26326                             0                            0   \n",
       "26327                             0                            0   \n",
       "\n",
       "       RestaurantsPriceRange2_1  RestaurantsPriceRange2_2  \\\n",
       "0                             0                         1   \n",
       "1                             0                         1   \n",
       "2                             0                         1   \n",
       "3                             0                         1   \n",
       "4                             1                         0   \n",
       "...                         ...                       ...   \n",
       "26323                         0                         1   \n",
       "26324                         0                         1   \n",
       "26325                         0                         1   \n",
       "26326                         0                         1   \n",
       "26327                         0                         1   \n",
       "\n",
       "       RestaurantsPriceRange2_3  RestaurantsPriceRange2_4  \\\n",
       "0                             0                         0   \n",
       "1                             0                         0   \n",
       "2                             0                         0   \n",
       "3                             0                         0   \n",
       "4                             0                         0   \n",
       "...                         ...                       ...   \n",
       "26323                         0                         0   \n",
       "26324                         0                         0   \n",
       "26325                         0                         0   \n",
       "26326                         0                         0   \n",
       "26327                         0                         0   \n",
       "\n",
       "       RestaurantsPriceRange2_None  HasTV_False  HasTV_None  HasTV_True  \\\n",
       "0                                0            0           0           1   \n",
       "1                                0            1           0           0   \n",
       "2                                0            1           0           0   \n",
       "3                                0            0           0           1   \n",
       "4                                0            0           0           0   \n",
       "...                            ...          ...         ...         ...   \n",
       "26323                            0            0           0           1   \n",
       "26324                            0            1           0           0   \n",
       "26325                            0            0           0           1   \n",
       "26326                            0            0           0           1   \n",
       "26327                            0            0           0           1   \n",
       "\n",
       "       Alcohol_'beer_and_wine'  Alcohol_'full_bar'  Alcohol_'none'  \\\n",
       "0                            1                   0               0   \n",
       "1                            0                   0               0   \n",
       "2                            0                   0               0   \n",
       "3                            0                   0               0   \n",
       "4                            0                   0               0   \n",
       "...                        ...                 ...             ...   \n",
       "26323                        0                   0               0   \n",
       "26324                        1                   0               0   \n",
       "26325                        0                   0               0   \n",
       "26326                        0                   0               0   \n",
       "26327                        1                   0               0   \n",
       "\n",
       "       Alcohol_None  Alcohol_u'beer_and_wine'  Alcohol_u'full_bar'  ...  \\\n",
       "0                 0                         0                    0  ...   \n",
       "1                 0                         1                    0  ...   \n",
       "2                 0                         0                    0  ...   \n",
       "3                 0                         0                    0  ...   \n",
       "4                 0                         0                    0  ...   \n",
       "...             ...                       ...                  ...  ...   \n",
       "26323             0                         1                    0  ...   \n",
       "26324             0                         0                    0  ...   \n",
       "26325             0                         1                    0  ...   \n",
       "26326             0                         0                    1  ...   \n",
       "26327             0                         0                    0  ...   \n",
       "\n",
       "       Stadiums & Arenas  Steakhouses  Street Vendors  Strip Clubs  Surf Shop  \\\n",
       "0                      0            0               0            0          0   \n",
       "1                      0            0               0            0          0   \n",
       "2                      0            0               0            0          0   \n",
       "3                      0            0               0            0          0   \n",
       "4                      0            0               0            0          0   \n",
       "...                  ...          ...             ...          ...        ...   \n",
       "26323                  0            0               0            0          0   \n",
       "26324                  0            0               0            0          0   \n",
       "26325                  0            0               0            0          0   \n",
       "26326                  0            0               0            0          0   \n",
       "26327                  0            0               0            0          0   \n",
       "\n",
       "       Sushi Bars  Szechuan  Tabletop Games  Tacos  Tai Chi  Taiwanese  \\\n",
       "0               0         0               0      0        0          0   \n",
       "1               0         0               0      0        0          0   \n",
       "2               0         0               0      0        0          0   \n",
       "3               0         0               0      0        0          0   \n",
       "4               0         0               0      0        0          0   \n",
       "...           ...       ...             ...    ...      ...        ...   \n",
       "26323           0         0               0      0        0          0   \n",
       "26324           0         0               0      0        0          0   \n",
       "26325           0         0               0      0        0          0   \n",
       "26326           0         0               0      0        0          0   \n",
       "26327           0         0               0      0        0          0   \n",
       "\n",
       "       Tapas Bars  Tapas/Small Plates  Tea Rooms  Telecommunications  Tennis  \\\n",
       "0               0                   0          0                   0       0   \n",
       "1               0                   0          0                   0       0   \n",
       "2               0                   0          0                   0       0   \n",
       "3               0                   0          0                   0       0   \n",
       "4               0                   0          0                   0       0   \n",
       "...           ...                 ...        ...                 ...     ...   \n",
       "26323           0                   0          0                   0       0   \n",
       "26324           0                   0          0                   0       0   \n",
       "26325           0                   0          0                   0       0   \n",
       "26326           0                   0          0                   0       0   \n",
       "26327           0                   0          0                   0       0   \n",
       "\n",
       "       Teppanyaki  Tex-Mex  Thai  Tiki Bars  Tires  Tobacco Shops  Tours  \\\n",
       "0               0        0     0          0      0              0      0   \n",
       "1               0        0     0          0      0              0      0   \n",
       "2               0        0     0          0      0              0      0   \n",
       "3               0        0     0          0      0              0      0   \n",
       "4               0        0     0          0      0              0      0   \n",
       "...           ...      ...   ...        ...    ...            ...    ...   \n",
       "26323           0        0     0          0      0              0      0   \n",
       "26324           0        0     0          0      0              0      0   \n",
       "26325           0        0     0          0      0              0      0   \n",
       "26326           0        0     0          0      0              0      0   \n",
       "26327           0        0     0          0      0              0      0   \n",
       "\n",
       "       Trainers  Transportation  Trinidadian  Turkish  Tuscan  Ukrainian  \\\n",
       "0             0               0            0        0       0          0   \n",
       "1             0               0            0        0       0          0   \n",
       "2             0               0            0        0       0          0   \n",
       "3             0               0            0        0       0          0   \n",
       "4             0               0            0        0       0          0   \n",
       "...         ...             ...          ...      ...     ...        ...   \n",
       "26323         0               0            0        0       0          0   \n",
       "26324         0               0            0        0       0          0   \n",
       "26325         0               0            0        0       0          0   \n",
       "26326         0               0            0        0       0          0   \n",
       "26327         0               0            0        0       0          0   \n",
       "\n",
       "       Vacation Rentals  Vegan  Vegetarian  Venezuelan  Venues & Event Spaces  \\\n",
       "0                     0      0           0           0                      0   \n",
       "1                     0      0           0           0                      0   \n",
       "2                     0      0           0           0                      0   \n",
       "3                     0      0           0           0                      0   \n",
       "4                     0      0           0           0                      0   \n",
       "...                 ...    ...         ...         ...                    ...   \n",
       "26323                 0      0           0           0                      0   \n",
       "26324                 0      0           0           0                      0   \n",
       "26325                 0      0           0           0                      0   \n",
       "26326                 0      0           0           0                      0   \n",
       "26327                 0      0           0           0                      0   \n",
       "\n",
       "       Vietnamese  Waffles  Water Parks  Wedding Planning  Whiskey Bars  \\\n",
       "0               0        0            0                 0             0   \n",
       "1               0        0            0                 0             0   \n",
       "2               0        0            0                 0             0   \n",
       "3               0        0            0                 0             0   \n",
       "4               0        0            0                 0             0   \n",
       "...           ...      ...          ...               ...           ...   \n",
       "26323           0        0            0                 0             0   \n",
       "26324           0        0            0                 0             0   \n",
       "26325           0        0            0                 0             0   \n",
       "26326           0        0            0                 0             0   \n",
       "26327           0        0            0                 0             0   \n",
       "\n",
       "       Wholesale Stores  Wholesalers  Wine Bars  Wine Tasting Room  Wineries  \\\n",
       "0                     0            0          0                  0         0   \n",
       "1                     0            0          0                  0         0   \n",
       "2                     0            0          0                  0         0   \n",
       "3                     0            0          0                  0         0   \n",
       "4                     0            0          0                  0         0   \n",
       "...                 ...          ...        ...                ...       ...   \n",
       "26323                 0            0          0                  0         0   \n",
       "26324                 0            0          0                  0         0   \n",
       "26325                 0            0          0                  0         0   \n",
       "26326                 0            0          0                  0         0   \n",
       "26327                 0            0          0                  0         0   \n",
       "\n",
       "       Women's Clothing  Wraps   latitude   longitude             business_id  \\\n",
       "0                     0      0  40.017544 -105.283348  6iYb2HFDywm3zjuRg0shjw   \n",
       "1                     0      0  45.588906 -122.593331  tCbdrRPZA0oiIYSmHG3J0w   \n",
       "2                     0      0  49.251342 -123.101333  D4JtQNTI4X3KcbzacDJsMw   \n",
       "3                     0      0  42.541155  -70.973438  HPA_qyMEddpAEtFof02ixg   \n",
       "4                     0      0  28.513265  -81.374707  ufCxltuh56FF4-ZFZ6cVhg   \n",
       "...                 ...    ...        ...         ...                     ...   \n",
       "26323                 0      0  45.399154 -122.737600  cgNDiWCaSlqqxx1A6r65bA   \n",
       "26324                 0      0  42.389221  -71.040882  yQL8SrSETbbCI1U5esVJQw   \n",
       "26325                 0      0  28.544430  -81.351606  r5Uag1JqYjr2nbxQCVqm8A   \n",
       "26326                 0      0  30.304761  -97.937394  Q78fYV6B6P6GmX07YVgi4g   \n",
       "26327                 0      0  33.810996  -84.367084  uXdQkuEtvLAzfc3MsO-sTQ   \n",
       "\n",
       "                          name  \n",
       "0          Oskar Blues Taproom  \n",
       "1      Flying Elephants at PDX  \n",
       "2          Bob Likes Thai Food  \n",
       "3          Mr G's Pizza & Subs  \n",
       "4               Sister Honey's  \n",
       "...                        ...  \n",
       "26323               Hop N Cork  \n",
       "26324      Ciao! Pizza & Pasta  \n",
       "26325    Saigon Noodle & Grill  \n",
       "26326    Maudie’s Hill Country  \n",
       "26327     Mama's Cocina Latina  \n",
       "\n",
       "[26328 rows x 1193 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Separating last 50 rows for testing purpose"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:33:08.529636Z",
     "iopub.status.busy": "2021-11-10T13:33:08.528958Z",
     "iopub.status.idle": "2021-11-10T13:33:08.535162Z",
     "shell.execute_reply": "2021-11-10T13:33:08.534065Z",
     "shell.execute_reply.started": "2021-11-10T13:33:08.529595Z"
    }
   },
   "outputs": [],
   "source": [
    "df_test = df_final.iloc[-51:-1,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:34:55.943640Z",
     "iopub.status.busy": "2021-11-10T13:34:55.942946Z",
     "iopub.status.idle": "2021-11-10T13:34:55.996339Z",
     "shell.execute_reply": "2021-11-10T13:34:55.995509Z",
     "shell.execute_reply.started": "2021-11-10T13:34:55.943594Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RestaurantsTableService_False</th>\n",
       "      <th>RestaurantsTableService_None</th>\n",
       "      <th>RestaurantsTableService_True</th>\n",
       "      <th>WiFi_'free'</th>\n",
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       "      <th>RestaurantsReservations_False</th>\n",
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       "      <th>WheelchairAccessible_False</th>\n",
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       "      <th>WheelchairAccessible_True</th>\n",
       "      <th>Caters_False</th>\n",
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       "      <th>OutdoorSeating_None</th>\n",
       "      <th>OutdoorSeating_True</th>\n",
       "      <th>RestaurantsGoodForGroups_False</th>\n",
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       "      <th>HappyHour_False</th>\n",
       "      <th>HappyHour_None</th>\n",
       "      <th>HappyHour_True</th>\n",
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       "      <th>BusinessAcceptsBitcoin_True</th>\n",
       "      <th>RestaurantsPriceRange2_1</th>\n",
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       "      <th>RestaurantsPriceRange2_3</th>\n",
       "      <th>RestaurantsPriceRange2_4</th>\n",
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       "      <th>HasTV_False</th>\n",
       "      <th>HasTV_None</th>\n",
       "      <th>HasTV_True</th>\n",
       "      <th>Alcohol_'beer_and_wine'</th>\n",
       "      <th>Alcohol_'full_bar'</th>\n",
       "      <th>Alcohol_'none'</th>\n",
       "      <th>Alcohol_None</th>\n",
       "      <th>Alcohol_u'beer_and_wine'</th>\n",
       "      <th>Alcohol_u'full_bar'</th>\n",
       "      <th>...</th>\n",
       "      <th>Stadiums &amp; Arenas</th>\n",
       "      <th>Steakhouses</th>\n",
       "      <th>Street Vendors</th>\n",
       "      <th>Strip Clubs</th>\n",
       "      <th>Surf Shop</th>\n",
       "      <th>Sushi Bars</th>\n",
       "      <th>Szechuan</th>\n",
       "      <th>Tabletop Games</th>\n",
       "      <th>Tacos</th>\n",
       "      <th>Tai Chi</th>\n",
       "      <th>Taiwanese</th>\n",
       "      <th>Tapas Bars</th>\n",
       "      <th>Tapas/Small Plates</th>\n",
       "      <th>Tea Rooms</th>\n",
       "      <th>Telecommunications</th>\n",
       "      <th>Tennis</th>\n",
       "      <th>Teppanyaki</th>\n",
       "      <th>Tex-Mex</th>\n",
       "      <th>Thai</th>\n",
       "      <th>Tiki Bars</th>\n",
       "      <th>Tires</th>\n",
       "      <th>Tobacco Shops</th>\n",
       "      <th>Tours</th>\n",
       "      <th>Trainers</th>\n",
       "      <th>Transportation</th>\n",
       "      <th>Trinidadian</th>\n",
       "      <th>Turkish</th>\n",
       "      <th>Tuscan</th>\n",
       "      <th>Ukrainian</th>\n",
       "      <th>Vacation Rentals</th>\n",
       "      <th>Vegan</th>\n",
       "      <th>Vegetarian</th>\n",
       "      <th>Venezuelan</th>\n",
       "      <th>Venues &amp; Event Spaces</th>\n",
       "      <th>Vietnamese</th>\n",
       "      <th>Waffles</th>\n",
       "      <th>Water Parks</th>\n",
       "      <th>Wedding Planning</th>\n",
       "      <th>Whiskey Bars</th>\n",
       "      <th>Wholesale Stores</th>\n",
       "      <th>Wholesalers</th>\n",
       "      <th>Wine Bars</th>\n",
       "      <th>Wine Tasting Room</th>\n",
       "      <th>Wineries</th>\n",
       "      <th>Women's Clothing</th>\n",
       "      <th>Wraps</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>business_id</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
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       "      <td>-123.170271</td>\n",
       "      <td>b61w451sOR6Vsr2WaOe_Jw</td>\n",
       "      <td>Bangkok City Cafe</td>\n",
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       "    <tr>\n",
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       "      <td>30.220886</td>\n",
       "      <td>-97.826454</td>\n",
       "      <td>JhrmKjOy9ZrJGhtrzeGIjg</td>\n",
       "      <td>Winston's Kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26279</th>\n",
       "      <td>1</td>\n",
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       "      <td>42.352572</td>\n",
       "      <td>-71.125449</td>\n",
       "      <td>y5iRrweISUHMnATpBGr6uQ</td>\n",
       "      <td>JMP Fine Indian Cuisine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>40.145540</td>\n",
       "      <td>-82.922492</td>\n",
       "      <td>8n2Lbxf8ts89_OxvXLURiA</td>\n",
       "      <td>Panera Bread</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26281</th>\n",
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       "      <td>45.503200</td>\n",
       "      <td>-122.671828</td>\n",
       "      <td>yMAHMfrAKQq-2qtZGkClFA</td>\n",
       "      <td>Elephants Delicatessen at South Waterfront</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 1193 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       RestaurantsTableService_False  RestaurantsTableService_None  \\\n",
       "26277                              0                             0   \n",
       "26278                              1                             0   \n",
       "26279                              1                             0   \n",
       "26280                              0                             0   \n",
       "26281                              1                             0   \n",
       "\n",
       "       RestaurantsTableService_True  WiFi_'free'  WiFi_'no'  WiFi_'paid'  \\\n",
       "26277                             1            0          0            0   \n",
       "26278                             0            0          0            0   \n",
       "26279                             0            0          0            0   \n",
       "26280                             0            0          0            0   \n",
       "26281                             0            1          0            0   \n",
       "\n",
       "       WiFi_None  WiFi_u'free'  WiFi_u'no'  WiFi_u'paid'  BikeParking_False  \\\n",
       "26277          0             0           1             0                  0   \n",
       "26278          0             0           1             0                  0   \n",
       "26279          0             0           1             0                  0   \n",
       "26280          0             1           0             0                  1   \n",
       "26281          0             0           0             0                  0   \n",
       "\n",
       "       BikeParking_None  BikeParking_True  BusinessAcceptsCreditCards_False  \\\n",
       "26277                 0                 1                                 0   \n",
       "26278                 0                 1                                 0   \n",
       "26279                 0                 1                                 0   \n",
       "26280                 0                 0                                 0   \n",
       "26281                 0                 1                                 0   \n",
       "\n",
       "       BusinessAcceptsCreditCards_None  BusinessAcceptsCreditCards_True  \\\n",
       "26277                                0                                0   \n",
       "26278                                0                                1   \n",
       "26279                                0                                1   \n",
       "26280                                0                                1   \n",
       "26281                                0                                1   \n",
       "\n",
       "       RestaurantsReservations_False  RestaurantsReservations_None  \\\n",
       "26277                              0                             0   \n",
       "26278                              1                             0   \n",
       "26279                              1                             0   \n",
       "26280                              1                             0   \n",
       "26281                              1                             0   \n",
       "\n",
       "       RestaurantsReservations_True  WheelchairAccessible_False  \\\n",
       "26277                             1                           0   \n",
       "26278                             0                           0   \n",
       "26279                             0                           1   \n",
       "26280                             0                           0   \n",
       "26281                             0                           0   \n",
       "\n",
       "       WheelchairAccessible_None  WheelchairAccessible_True  Caters_False  \\\n",
       "26277                          0                          0             1   \n",
       "26278                          0                          1             0   \n",
       "26279                          0                          0             0   \n",
       "26280                          0                          0             0   \n",
       "26281                          0                          1             0   \n",
       "\n",
       "       Caters_None  Caters_True  OutdoorSeating_False  OutdoorSeating_None  \\\n",
       "26277            0            0                     1                    0   \n",
       "26278            0            1                     0                    1   \n",
       "26279            0            1                     1                    0   \n",
       "26280            0            1                     0                    0   \n",
       "26281            0            1                     0                    0   \n",
       "\n",
       "       OutdoorSeating_True  RestaurantsGoodForGroups_False  \\\n",
       "26277                    0                               1   \n",
       "26278                    0                               0   \n",
       "26279                    0                               0   \n",
       "26280                    1                               0   \n",
       "26281                    1                               0   \n",
       "\n",
       "       RestaurantsGoodForGroups_None  RestaurantsGoodForGroups_True  \\\n",
       "26277                              0                              0   \n",
       "26278                              0                              0   \n",
       "26279                              0                              1   \n",
       "26280                              0                              1   \n",
       "26281                              0                              1   \n",
       "\n",
       "       HappyHour_False  HappyHour_None  HappyHour_True  \\\n",
       "26277                0               0               0   \n",
       "26278                0               0               1   \n",
       "26279                0               0               0   \n",
       "26280                0               0               0   \n",
       "26281                0               0               1   \n",
       "\n",
       "       BusinessAcceptsBitcoin_False  BusinessAcceptsBitcoin_True  \\\n",
       "26277                             0                            0   \n",
       "26278                             1                            0   \n",
       "26279                             0                            0   \n",
       "26280                             0                            0   \n",
       "26281                             0                            0   \n",
       "\n",
       "       RestaurantsPriceRange2_1  RestaurantsPriceRange2_2  \\\n",
       "26277                         0                         1   \n",
       "26278                         0                         0   \n",
       "26279                         1                         0   \n",
       "26280                         1                         0   \n",
       "26281                         0                         1   \n",
       "\n",
       "       RestaurantsPriceRange2_3  RestaurantsPriceRange2_4  \\\n",
       "26277                         0                         0   \n",
       "26278                         0                         0   \n",
       "26279                         0                         0   \n",
       "26280                         0                         0   \n",
       "26281                         0                         0   \n",
       "\n",
       "       RestaurantsPriceRange2_None  HasTV_False  HasTV_None  HasTV_True  \\\n",
       "26277                            0            0           0           1   \n",
       "26278                            0            0           0           1   \n",
       "26279                            0            0           0           1   \n",
       "26280                            0            0           0           1   \n",
       "26281                            0            1           0           0   \n",
       "\n",
       "       Alcohol_'beer_and_wine'  Alcohol_'full_bar'  Alcohol_'none'  \\\n",
       "26277                        0                   0               0   \n",
       "26278                        0                   0               0   \n",
       "26279                        0                   0               1   \n",
       "26280                        0                   0               0   \n",
       "26281                        1                   0               0   \n",
       "\n",
       "       Alcohol_None  Alcohol_u'beer_and_wine'  Alcohol_u'full_bar'  ...  \\\n",
       "26277             0                         1                    0  ...   \n",
       "26278             0                         0                    1  ...   \n",
       "26279             0                         0                    0  ...   \n",
       "26280             0                         0                    0  ...   \n",
       "26281             0                         0                    0  ...   \n",
       "\n",
       "       Stadiums & Arenas  Steakhouses  Street Vendors  Strip Clubs  Surf Shop  \\\n",
       "26277                  0            0               0            0          0   \n",
       "26278                  0            0               0            0          0   \n",
       "26279                  0            0               0            0          0   \n",
       "26280                  0            0               0            0          0   \n",
       "26281                  0            0               0            0          0   \n",
       "\n",
       "       Sushi Bars  Szechuan  Tabletop Games  Tacos  Tai Chi  Taiwanese  \\\n",
       "26277           0         0               0      0        0          0   \n",
       "26278           0         0               0      0        0          0   \n",
       "26279           0         0               0      0        0          0   \n",
       "26280           0         0               0      0        0          0   \n",
       "26281           0         0               0      0        0          0   \n",
       "\n",
       "       Tapas Bars  Tapas/Small Plates  Tea Rooms  Telecommunications  Tennis  \\\n",
       "26277           0                   0          0                   0       0   \n",
       "26278           0                   0          0                   0       0   \n",
       "26279           0                   0          0                   0       0   \n",
       "26280           0                   0          0                   0       0   \n",
       "26281           0                   0          0                   0       0   \n",
       "\n",
       "       Teppanyaki  Tex-Mex  Thai  Tiki Bars  Tires  Tobacco Shops  Tours  \\\n",
       "26277           0        0     1          0      0              0      0   \n",
       "26278           0        0     0          0      0              0      0   \n",
       "26279           0        0     0          0      0              0      0   \n",
       "26280           0        0     0          0      0              0      0   \n",
       "26281           0        0     0          0      0              0      0   \n",
       "\n",
       "       Trainers  Transportation  Trinidadian  Turkish  Tuscan  Ukrainian  \\\n",
       "26277         0               0            0        0       0          0   \n",
       "26278         0               0            0        0       0          0   \n",
       "26279         0               0            0        0       0          0   \n",
       "26280         0               0            0        0       0          0   \n",
       "26281         0               0            0        0       0          0   \n",
       "\n",
       "       Vacation Rentals  Vegan  Vegetarian  Venezuelan  Venues & Event Spaces  \\\n",
       "26277                 0      0           0           0                      0   \n",
       "26278                 0      0           0           0                      0   \n",
       "26279                 0      0           0           0                      0   \n",
       "26280                 0      0           0           0                      0   \n",
       "26281                 0      0           0           0                      0   \n",
       "\n",
       "       Vietnamese  Waffles  Water Parks  Wedding Planning  Whiskey Bars  \\\n",
       "26277           0        0            0                 0             0   \n",
       "26278           0        0            0                 0             0   \n",
       "26279           0        0            0                 0             0   \n",
       "26280           0        0            0                 0             0   \n",
       "26281           0        0            0                 0             0   \n",
       "\n",
       "       Wholesale Stores  Wholesalers  Wine Bars  Wine Tasting Room  Wineries  \\\n",
       "26277                 0            0          0                  0         0   \n",
       "26278                 0            0          0                  0         0   \n",
       "26279                 0            0          0                  0         0   \n",
       "26280                 0            0          0                  0         0   \n",
       "26281                 0            0          0                  0         0   \n",
       "\n",
       "       Women's Clothing  Wraps   latitude   longitude             business_id  \\\n",
       "26277                 0      0  49.268492 -123.170271  b61w451sOR6Vsr2WaOe_Jw   \n",
       "26278                 0      0  30.220886  -97.826454  JhrmKjOy9ZrJGhtrzeGIjg   \n",
       "26279                 0      0  42.352572  -71.125449  y5iRrweISUHMnATpBGr6uQ   \n",
       "26280                 0      0  40.145540  -82.922492  8n2Lbxf8ts89_OxvXLURiA   \n",
       "26281                 0      0  45.503200 -122.671828  yMAHMfrAKQq-2qtZGkClFA   \n",
       "\n",
       "                                             name  \n",
       "26277                           Bangkok City Cafe  \n",
       "26278                           Winston's Kitchen  \n",
       "26279                     JMP Fine Indian Cuisine  \n",
       "26280                                Panera Bread  \n",
       "26281  Elephants Delicatessen at South Waterfront  \n",
       "\n",
       "[5 rows x 1193 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:45:36.720526Z",
     "iopub.status.busy": "2021-11-10T13:45:36.719704Z",
     "iopub.status.idle": "2021-11-10T13:45:36.745310Z",
     "shell.execute_reply": "2021-11-10T13:45:36.744669Z",
     "shell.execute_reply.started": "2021-11-10T13:45:36.720467Z"
    }
   },
   "outputs": [],
   "source": [
    "#Saving the testing data as csv file\n",
    "df_test.to_csv(\"test_restaurant.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Saving the training datas as in varable X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:36:06.789411Z",
     "iopub.status.busy": "2021-11-10T13:36:06.788770Z",
     "iopub.status.idle": "2021-11-10T13:36:06.862757Z",
     "shell.execute_reply": "2021-11-10T13:36:06.861922Z",
     "shell.execute_reply.started": "2021-11-10T13:36:06.789367Z"
    }
   },
   "outputs": [],
   "source": [
    "X = df_final.iloc[:-50,:-4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:36:07.758758Z",
     "iopub.status.busy": "2021-11-10T13:36:07.758450Z",
     "iopub.status.idle": "2021-11-10T13:36:07.831339Z",
     "shell.execute_reply": "2021-11-10T13:36:07.830549Z",
     "shell.execute_reply.started": "2021-11-10T13:36:07.758726Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>RestaurantsTableService_False</th>\n",
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       "      <th>Tiki Bars</th>\n",
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       "      <th>Tobacco Shops</th>\n",
       "      <th>Tours</th>\n",
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       "      <th>Turkish</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26273</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26274</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26278 rows × 1189 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       RestaurantsTableService_False  RestaurantsTableService_None  \\\n",
       "0                                  0                             0   \n",
       "1                                  0                             0   \n",
       "2                                  0                             0   \n",
       "3                                  1                             0   \n",
       "4                                  0                             0   \n",
       "...                              ...                           ...   \n",
       "26273                              0                             0   \n",
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       "26275                              0                             0   \n",
       "26276                              0                             0   \n",
       "26277                              0                             0   \n",
       "\n",
       "       RestaurantsTableService_True  WiFi_'free'  WiFi_'no'  WiFi_'paid'  \\\n",
       "0                                 1            0          0            0   \n",
       "1                                 0            0          0            0   \n",
       "2                                 0            0          0            0   \n",
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       "...                             ...          ...        ...          ...   \n",
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       "\n",
       "       WiFi_None  WiFi_u'free'  WiFi_u'no'  WiFi_u'paid'  BikeParking_False  \\\n",
       "0              0             1           0             0                  0   \n",
       "1              0             1           0             0                  1   \n",
       "2              0             0           1             0                  0   \n",
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       "...          ...           ...         ...           ...                ...   \n",
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       "26277          0             0           1             0                  0   \n",
       "\n",
       "       BikeParking_None  BikeParking_True  BusinessAcceptsCreditCards_False  \\\n",
       "0                     0                 1                                 0   \n",
       "1                     0                 0                                 0   \n",
       "2                     0                 1                                 0   \n",
       "3                     0                 1                                 0   \n",
       "4                     0                 1                                 0   \n",
       "...                 ...               ...                               ...   \n",
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       "\n",
       "       BusinessAcceptsCreditCards_None  BusinessAcceptsCreditCards_True  \\\n",
       "0                                    0                                1   \n",
       "1                                    0                                1   \n",
       "2                                    0                                0   \n",
       "3                                    0                                1   \n",
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       "...                                ...                              ...   \n",
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       "26276                                0                                1   \n",
       "26277                                0                                0   \n",
       "\n",
       "       RestaurantsReservations_False  RestaurantsReservations_None  \\\n",
       "0                                  1                             0   \n",
       "1                                  1                             0   \n",
       "2                                  0                             0   \n",
       "3                                  1                             0   \n",
       "4                                  0                             0   \n",
       "...                              ...                           ...   \n",
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       "\n",
       "       RestaurantsReservations_True  WheelchairAccessible_False  \\\n",
       "0                                 0                           0   \n",
       "1                                 0                           0   \n",
       "2                                 1                           0   \n",
       "3                                 0                           0   \n",
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       "...                             ...                         ...   \n",
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       "\n",
       "       WheelchairAccessible_None  WheelchairAccessible_True  Caters_False  \\\n",
       "0                              0                          1             0   \n",
       "1                              0                          0             0   \n",
       "2                              0                          0             1   \n",
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       "...                          ...                        ...           ...   \n",
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       "\n",
       "       Caters_None  Caters_True  OutdoorSeating_False  OutdoorSeating_None  \\\n",
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       "\n",
       "       OutdoorSeating_True  RestaurantsGoodForGroups_False  \\\n",
       "0                        1                               0   \n",
       "1                        0                               1   \n",
       "2                        0                               0   \n",
       "3                        1                               0   \n",
       "4                        0                               0   \n",
       "...                    ...                             ...   \n",
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       "\n",
       "       RestaurantsGoodForGroups_None  RestaurantsGoodForGroups_True  \\\n",
       "0                                  0                              1   \n",
       "1                                  0                              0   \n",
       "2                                  0                              1   \n",
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       "...                              ...                            ...   \n",
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       "\n",
       "       HappyHour_False  HappyHour_None  HappyHour_True  \\\n",
       "0                    0               0               1   \n",
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       "...                ...             ...             ...   \n",
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       "\n",
       "       BusinessAcceptsBitcoin_False  BusinessAcceptsBitcoin_True  \\\n",
       "0                                 1                            0   \n",
       "1                                 0                            0   \n",
       "2                                 0                            0   \n",
       "3                                 1                            0   \n",
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       "...                             ...                          ...   \n",
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       "\n",
       "       RestaurantsPriceRange2_1  RestaurantsPriceRange2_2  \\\n",
       "0                             0                         1   \n",
       "1                             0                         1   \n",
       "2                             0                         1   \n",
       "3                             0                         1   \n",
       "4                             1                         0   \n",
       "...                         ...                       ...   \n",
       "26273                         0                         1   \n",
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       "26275                         1                         0   \n",
       "26276                         0                         1   \n",
       "26277                         0                         1   \n",
       "\n",
       "       RestaurantsPriceRange2_3  RestaurantsPriceRange2_4  \\\n",
       "0                             0                         0   \n",
       "1                             0                         0   \n",
       "2                             0                         0   \n",
       "3                             0                         0   \n",
       "4                             0                         0   \n",
       "...                         ...                       ...   \n",
       "26273                         0                         0   \n",
       "26274                         0                         0   \n",
       "26275                         0                         0   \n",
       "26276                         0                         0   \n",
       "26277                         0                         0   \n",
       "\n",
       "       RestaurantsPriceRange2_None  HasTV_False  HasTV_None  HasTV_True  \\\n",
       "0                                0            0           0           1   \n",
       "1                                0            1           0           0   \n",
       "2                                0            1           0           0   \n",
       "3                                0            0           0           1   \n",
       "4                                0            0           0           0   \n",
       "...                            ...          ...         ...         ...   \n",
       "26273                            0            0           0           1   \n",
       "26274                            0            0           0           1   \n",
       "26275                            0            1           0           0   \n",
       "26276                            0            0           0           1   \n",
       "26277                            0            0           0           1   \n",
       "\n",
       "       Alcohol_'beer_and_wine'  Alcohol_'full_bar'  Alcohol_'none'  \\\n",
       "0                            1                   0               0   \n",
       "1                            0                   0               0   \n",
       "2                            0                   0               0   \n",
       "3                            0                   0               0   \n",
       "4                            0                   0               0   \n",
       "...                        ...                 ...             ...   \n",
       "26273                        0                   0               0   \n",
       "26274                        0                   0               0   \n",
       "26275                        0                   0               0   \n",
       "26276                        0                   0               0   \n",
       "26277                        0                   0               0   \n",
       "\n",
       "       Alcohol_None  Alcohol_u'beer_and_wine'  Alcohol_u'full_bar'  ...  \\\n",
       "0                 0                         0                    0  ...   \n",
       "1                 0                         1                    0  ...   \n",
       "2                 0                         0                    0  ...   \n",
       "3                 0                         0                    0  ...   \n",
       "4                 0                         0                    0  ...   \n",
       "...             ...                       ...                  ...  ...   \n",
       "26273             0                         0                    1  ...   \n",
       "26274             0                         0                    0  ...   \n",
       "26275             0                         0                    0  ...   \n",
       "26276             0                         0                    0  ...   \n",
       "26277             0                         1                    0  ...   \n",
       "\n",
       "       Specialty Schools  Sporting Goods  Sports Bars  Sri Lankan  \\\n",
       "0                      0               0            0           0   \n",
       "1                      0               0            0           0   \n",
       "2                      0               0            0           0   \n",
       "3                      0               0            0           0   \n",
       "4                      0               0            0           0   \n",
       "...                  ...             ...          ...         ...   \n",
       "26273                  0               0            0           0   \n",
       "26274                  0               0            0           0   \n",
       "26275                  0               0            0           0   \n",
       "26276                  0               0            0           0   \n",
       "26277                  0               0            0           0   \n",
       "\n",
       "       Stadiums & Arenas  Steakhouses  Street Vendors  Strip Clubs  Surf Shop  \\\n",
       "0                      0            0               0            0          0   \n",
       "1                      0            0               0            0          0   \n",
       "2                      0            0               0            0          0   \n",
       "3                      0            0               0            0          0   \n",
       "4                      0            0               0            0          0   \n",
       "...                  ...          ...             ...          ...        ...   \n",
       "26273                  0            0               0            0          0   \n",
       "26274                  0            0               0            0          0   \n",
       "26275                  0            0               0            0          0   \n",
       "26276                  0            0               0            0          0   \n",
       "26277                  0            0               0            0          0   \n",
       "\n",
       "       Sushi Bars  Szechuan  Tabletop Games  Tacos  Tai Chi  Taiwanese  \\\n",
       "0               0         0               0      0        0          0   \n",
       "1               0         0               0      0        0          0   \n",
       "2               0         0               0      0        0          0   \n",
       "3               0         0               0      0        0          0   \n",
       "4               0         0               0      0        0          0   \n",
       "...           ...       ...             ...    ...      ...        ...   \n",
       "26273           0         0               0      0        0          0   \n",
       "26274           0         0               0      1        0          0   \n",
       "26275           0         0               0      0        0          0   \n",
       "26276           0         0               0      0        0          0   \n",
       "26277           0         0               0      0        0          0   \n",
       "\n",
       "       Tapas Bars  Tapas/Small Plates  Tea Rooms  Telecommunications  Tennis  \\\n",
       "0               0                   0          0                   0       0   \n",
       "1               0                   0          0                   0       0   \n",
       "2               0                   0          0                   0       0   \n",
       "3               0                   0          0                   0       0   \n",
       "4               0                   0          0                   0       0   \n",
       "...           ...                 ...        ...                 ...     ...   \n",
       "26273           0                   0          0                   0       0   \n",
       "26274           0                   0          0                   0       0   \n",
       "26275           0                   0          0                   0       0   \n",
       "26276           0                   0          0                   0       0   \n",
       "26277           0                   0          0                   0       0   \n",
       "\n",
       "       Teppanyaki  Tex-Mex  Thai  Tiki Bars  Tires  Tobacco Shops  Tours  \\\n",
       "0               0        0     0          0      0              0      0   \n",
       "1               0        0     0          0      0              0      0   \n",
       "2               0        0     0          0      0              0      0   \n",
       "3               0        0     0          0      0              0      0   \n",
       "4               0        0     0          0      0              0      0   \n",
       "...           ...      ...   ...        ...    ...            ...    ...   \n",
       "26273           0        0     0          0      0              0      0   \n",
       "26274           0        0     0          0      0              0      0   \n",
       "26275           0        0     0          0      0              0      0   \n",
       "26276           0        0     0          0      0              0      0   \n",
       "26277           0        0     1          0      0              0      0   \n",
       "\n",
       "       Trainers  Transportation  Trinidadian  Turkish  Tuscan  Ukrainian  \\\n",
       "0             0               0            0        0       0          0   \n",
       "1             0               0            0        0       0          0   \n",
       "2             0               0            0        0       0          0   \n",
       "3             0               0            0        0       0          0   \n",
       "4             0               0            0        0       0          0   \n",
       "...         ...             ...          ...      ...     ...        ...   \n",
       "26273         0               0            0        0       0          0   \n",
       "26274         0               0            0        0       0          0   \n",
       "26275         0               0            0        0       0          0   \n",
       "26276         0               0            0        0       0          0   \n",
       "26277         0               0            0        0       0          0   \n",
       "\n",
       "       Vacation Rentals  Vegan  Vegetarian  Venezuelan  Venues & Event Spaces  \\\n",
       "0                     0      0           0           0                      0   \n",
       "1                     0      0           0           0                      0   \n",
       "2                     0      0           0           0                      0   \n",
       "3                     0      0           0           0                      0   \n",
       "4                     0      0           0           0                      0   \n",
       "...                 ...    ...         ...         ...                    ...   \n",
       "26273                 0      0           0           0                      0   \n",
       "26274                 0      0           0           0                      0   \n",
       "26275                 0      0           0           0                      0   \n",
       "26276                 0      0           0           0                      0   \n",
       "26277                 0      0           0           0                      0   \n",
       "\n",
       "       Vietnamese  Waffles  Water Parks  Wedding Planning  Whiskey Bars  \\\n",
       "0               0        0            0                 0             0   \n",
       "1               0        0            0                 0             0   \n",
       "2               0        0            0                 0             0   \n",
       "3               0        0            0                 0             0   \n",
       "4               0        0            0                 0             0   \n",
       "...           ...      ...          ...               ...           ...   \n",
       "26273           0        0            0                 0             0   \n",
       "26274           0        0            0                 0             0   \n",
       "26275           0        0            0                 0             0   \n",
       "26276           0        0            0                 0             0   \n",
       "26277           0        0            0                 0             0   \n",
       "\n",
       "       Wholesale Stores  Wholesalers  Wine Bars  Wine Tasting Room  Wineries  \\\n",
       "0                     0            0          0                  0         0   \n",
       "1                     0            0          0                  0         0   \n",
       "2                     0            0          0                  0         0   \n",
       "3                     0            0          0                  0         0   \n",
       "4                     0            0          0                  0         0   \n",
       "...                 ...          ...        ...                ...       ...   \n",
       "26273                 0            0          0                  0         0   \n",
       "26274                 0            0          0                  0         0   \n",
       "26275                 0            0          0                  0         0   \n",
       "26276                 0            0          0                  0         0   \n",
       "26277                 0            0          0                  0         0   \n",
       "\n",
       "       Women's Clothing  Wraps  \n",
       "0                     0      0  \n",
       "1                     0      0  \n",
       "2                     0      0  \n",
       "3                     0      0  \n",
       "4                     0      0  \n",
       "...                 ...    ...  \n",
       "26273                 0      0  \n",
       "26274                 0      0  \n",
       "26275                 0      0  \n",
       "26276                 0      0  \n",
       "26277                 0      0  \n",
       "\n",
       "[26278 rows x 1189 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2> Implementing PCA <h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:46:26.263410Z",
     "iopub.status.busy": "2021-11-10T13:46:26.262647Z",
     "iopub.status.idle": "2021-11-10T13:46:26.267381Z",
     "shell.execute_reply": "2021-11-10T13:46:26.266321Z",
     "shell.execute_reply.started": "2021-11-10T13:46:26.263372Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.decomposition import PCA\n",
    "import pickle as pk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----> Firsting finding the PCA on whole 1189 columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:36:32.590514Z",
     "iopub.status.busy": "2021-11-10T13:36:32.590181Z",
     "iopub.status.idle": "2021-11-10T13:36:40.612703Z",
     "shell.execute_reply": "2021-11-10T13:36:40.611799Z",
     "shell.execute_reply.started": "2021-11-10T13:36:32.590469Z"
    }
   },
   "outputs": [
    {
     "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": [
    "pca = PCA(n_components=X.shape[1])\n",
    "pca.fit(X)\n",
    "\n",
    "plt.plot(pca.explained_variance_ratio_, linestyle=\":\")\n",
    "plt.ylabel('Explained Variance')\n",
    "plt.xlabel('Components')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----> The variance explained by each components."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:36:42.611939Z",
     "iopub.status.busy": "2021-11-10T13:36:42.611672Z",
     "iopub.status.idle": "2021-11-10T13:36:42.813114Z",
     "shell.execute_reply": "2021-11-10T13:36:42.812127Z",
     "shell.execute_reply.started": "2021-11-10T13:36:42.611911Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f906fae2490>]"
      ]
     },
     "execution_count": 46,
     "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": [
    "var=np.cumsum(np.round(pca.explained_variance_ratio_, decimals=3)*100)\n",
    "var #cumulative sum of variance explained with [n] features\n",
    "plt.ylabel('% Variance Explained')\n",
    "plt.xlabel('# of Features')\n",
    "plt.title('PCA Analysis')\n",
    "plt.ylim(30,100.5)\n",
    "plt.style.context('seaborn-whitegrid')\n",
    "\n",
    "\n",
    "plt.plot(var)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4> The above graph represent the cumulative variance explained.<br>\n",
    "from which we can conclude up to 200 components the maximum of 95% of variance is explained so we can proceed by having 200 PCA components</h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:36:45.059061Z",
     "iopub.status.busy": "2021-11-10T13:36:45.058779Z",
     "iopub.status.idle": "2021-11-10T13:36:49.430940Z",
     "shell.execute_reply": "2021-11-10T13:36:49.430031Z",
     "shell.execute_reply.started": "2021-11-10T13:36:45.059031Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(n_components=200)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca = PCA(n_components=200)\n",
    "pca.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:47:04.317096Z",
     "iopub.status.busy": "2021-11-10T13:47:04.316676Z",
     "iopub.status.idle": "2021-11-10T13:47:04.323046Z",
     "shell.execute_reply": "2021-11-10T13:47:04.322403Z",
     "shell.execute_reply.started": "2021-11-10T13:47:04.317062Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(n_components=200)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Saving tha PCA pickel file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:46:50.537182Z",
     "iopub.status.busy": "2021-11-10T13:46:50.536455Z",
     "iopub.status.idle": "2021-11-10T13:46:50.547455Z",
     "shell.execute_reply": "2021-11-10T13:46:50.546533Z",
     "shell.execute_reply.started": "2021-11-10T13:46:50.537132Z"
    }
   },
   "outputs": [],
   "source": [
    "pk.dump(pca, open(\"pca.pkl\",\"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:36:49.433223Z",
     "iopub.status.busy": "2021-11-10T13:36:49.432726Z",
     "iopub.status.idle": "2021-11-10T13:36:49.440129Z",
     "shell.execute_reply": "2021-11-10T13:36:49.439565Z",
     "shell.execute_reply.started": "2021-11-10T13:36:49.433177Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(26278, 1189)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:36:51.097689Z",
     "iopub.status.busy": "2021-11-10T13:36:51.097222Z",
     "iopub.status.idle": "2021-11-10T13:36:51.550516Z",
     "shell.execute_reply": "2021-11-10T13:36:51.549505Z",
     "shell.execute_reply.started": "2021-11-10T13:36:51.097644Z"
    }
   },
   "outputs": [],
   "source": [
    "X_pca = pca.transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:36:51.685182Z",
     "iopub.status.busy": "2021-11-10T13:36:51.684586Z",
     "iopub.status.idle": "2021-11-10T13:36:51.691506Z",
     "shell.execute_reply": "2021-11-10T13:36:51.690649Z",
     "shell.execute_reply.started": "2021-11-10T13:36:51.685143Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(26278, 200)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_pca.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2> KMeans Clustering </h2>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h5>Here we estimate the best nummber of clusters by ploting 2 to 30 clusters for the above 200 pca components with respect to the SSE(sum of squares)</h5>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:37:07.506090Z",
     "iopub.status.busy": "2021-11-10T13:37:07.505668Z",
     "iopub.status.idle": "2021-11-10T13:42:02.213512Z",
     "shell.execute_reply": "2021-11-10T13:42:02.212597Z",
     "shell.execute_reply.started": "2021-11-10T13:37:07.506057Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 complete\n",
      "3 complete\n",
      "4 complete\n",
      "5 complete\n",
      "6 complete\n",
      "7 complete\n",
      "8 complete\n",
      "9 complete\n",
      "10 complete\n",
      "11 complete\n",
      "12 complete\n",
      "13 complete\n",
      "14 complete\n",
      "15 complete\n",
      "16 complete\n",
      "17 complete\n",
      "18 complete\n",
      "19 complete\n",
      "20 complete\n",
      "21 complete\n",
      "22 complete\n",
      "23 complete\n",
      "24 complete\n",
      "25 complete\n",
      "26 complete\n",
      "27 complete\n",
      "28 complete\n",
      "29 complete\n"
     ]
    }
   ],
   "source": [
    "sse = {}\n",
    "for k in range(2, 30):\n",
    "    kmeans = KMeans(n_clusters=k, max_iter=1000)\n",
    "    cluster_labels = kmeans.fit_predict(X_pca[:26278])\n",
    "    sse[k] = kmeans.inertia_\n",
    "    print(str(k)+\" complete\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:42:02.216832Z",
     "iopub.status.busy": "2021-11-10T13:42:02.216179Z",
     "iopub.status.idle": "2021-11-10T13:42:02.420316Z",
     "shell.execute_reply": "2021-11-10T13:42:02.419566Z",
     "shell.execute_reply.started": "2021-11-10T13:42:02.216778Z"
    }
   },
   "outputs": [
    {
     "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.plot(list(sse.keys()), list(sse.values()),'b-',label='Sum of squared error')\n",
    "plt.xlabel(\"Number of cluster\")\n",
    "plt.ylabel(\"SSE\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hence from the elbow plot the from the 10 cluster saturation starts to began. and performing KMeans clustering for 10 clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:42:02.424310Z",
     "iopub.status.busy": "2021-11-10T13:42:02.423802Z",
     "iopub.status.idle": "2021-11-10T13:42:10.530620Z",
     "shell.execute_reply": "2021-11-10T13:42:10.529486Z",
     "shell.execute_reply.started": "2021-11-10T13:42:02.424270Z"
    }
   },
   "outputs": [],
   "source": [
    "model = KMeans(n_clusters=10)\n",
    "model.fit(X_pca[:26278])\n",
    "predict = model.predict(X_pca[:26278])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Saving the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:48:41.454456Z",
     "iopub.status.busy": "2021-11-10T13:48:41.454152Z",
     "iopub.status.idle": "2021-11-10T13:48:41.459862Z",
     "shell.execute_reply": "2021-11-10T13:48:41.458935Z",
     "shell.execute_reply.started": "2021-11-10T13:48:41.454421Z"
    }
   },
   "outputs": [],
   "source": [
    "pk.dump(model, open(\"kmeans_model.pkl\",\"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:42:10.540824Z",
     "iopub.status.busy": "2021-11-10T13:42:10.532988Z",
     "iopub.status.idle": "2021-11-10T13:42:10.550498Z",
     "shell.execute_reply": "2021-11-10T13:42:10.548663Z",
     "shell.execute_reply.started": "2021-11-10T13:42:10.540750Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4, 8, 2, ..., 9, 2, 2], dtype=int32)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adding new column \"Cluster\" based on the model prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:42:10.555713Z",
     "iopub.status.busy": "2021-11-10T13:42:10.555266Z",
     "iopub.status.idle": "2021-11-10T13:42:10.581330Z",
     "shell.execute_reply": "2021-11-10T13:42:10.580442Z",
     "shell.execute_reply.started": "2021-11-10T13:42:10.555667Z"
    }
   },
   "outputs": [],
   "source": [
    "table = restaurant[['business_id','name', 'latitude','longitude']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:43:53.920712Z",
     "iopub.status.busy": "2021-11-10T13:43:53.920390Z",
     "iopub.status.idle": "2021-11-10T13:43:53.925147Z",
     "shell.execute_reply": "2021-11-10T13:43:53.924498Z",
     "shell.execute_reply.started": "2021-11-10T13:43:53.920679Z"
    }
   },
   "outputs": [],
   "source": [
    "table= table.iloc[:-50,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:43:56.397244Z",
     "iopub.status.busy": "2021-11-10T13:43:56.396327Z",
     "iopub.status.idle": "2021-11-10T13:43:56.403968Z",
     "shell.execute_reply": "2021-11-10T13:43:56.403156Z",
     "shell.execute_reply.started": "2021-11-10T13:43:56.397180Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "table[\"cluster\"] = predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:43:57.646783Z",
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     "iopub.status.idle": "2021-11-10T13:43:57.662175Z",
     "shell.execute_reply": "2021-11-10T13:43:57.661566Z",
     "shell.execute_reply.started": "2021-11-10T13:43:57.646745Z"
    }
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   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_id</th>\n",
       "      <th>name</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6iYb2HFDywm3zjuRg0shjw</td>\n",
       "      <td>Oskar Blues Taproom</td>\n",
       "      <td>40.017544</td>\n",
       "      <td>-105.283348</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tCbdrRPZA0oiIYSmHG3J0w</td>\n",
       "      <td>Flying Elephants at PDX</td>\n",
       "      <td>45.588906</td>\n",
       "      <td>-122.593331</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>D4JtQNTI4X3KcbzacDJsMw</td>\n",
       "      <td>Bob Likes Thai Food</td>\n",
       "      <td>49.251342</td>\n",
       "      <td>-123.101333</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HPA_qyMEddpAEtFof02ixg</td>\n",
       "      <td>Mr G's Pizza &amp; Subs</td>\n",
       "      <td>42.541155</td>\n",
       "      <td>-70.973438</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ufCxltuh56FF4-ZFZ6cVhg</td>\n",
       "      <td>Sister Honey's</td>\n",
       "      <td>28.513265</td>\n",
       "      <td>-81.374707</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26273</th>\n",
       "      <td>XCPxbHLo0kmWSQv3ZqJvBg</td>\n",
       "      <td>Pazza on Porter</td>\n",
       "      <td>42.372967</td>\n",
       "      <td>-71.036057</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26274</th>\n",
       "      <td>1xCLhM57CP6mhGDTKN-uRw</td>\n",
       "      <td>Mojo Taqueria Boulder</td>\n",
       "      <td>40.037234</td>\n",
       "      <td>-105.258958</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>26275</th>\n",
       "      <td>Je0MNZ6Q9GnFmB5vS6UBhw</td>\n",
       "      <td>Sweet Hut Bakery &amp; Cafe</td>\n",
       "      <td>33.893407</td>\n",
       "      <td>-84.284357</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26276</th>\n",
       "      <td>S2RKI9wDmI4Y5KOM1fgRzQ</td>\n",
       "      <td>River Grille Restaurant &amp; Cafe</td>\n",
       "      <td>42.255889</td>\n",
       "      <td>-71.123719</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26277</th>\n",
       "      <td>b61w451sOR6Vsr2WaOe_Jw</td>\n",
       "      <td>Bangkok City Cafe</td>\n",
       "      <td>49.268492</td>\n",
       "      <td>-123.170271</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26278 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  business_id                            name   latitude  \\\n",
       "0      6iYb2HFDywm3zjuRg0shjw             Oskar Blues Taproom  40.017544   \n",
       "1      tCbdrRPZA0oiIYSmHG3J0w         Flying Elephants at PDX  45.588906   \n",
       "2      D4JtQNTI4X3KcbzacDJsMw             Bob Likes Thai Food  49.251342   \n",
       "3      HPA_qyMEddpAEtFof02ixg             Mr G's Pizza & Subs  42.541155   \n",
       "4      ufCxltuh56FF4-ZFZ6cVhg                  Sister Honey's  28.513265   \n",
       "...                       ...                             ...        ...   \n",
       "26273  XCPxbHLo0kmWSQv3ZqJvBg                 Pazza on Porter  42.372967   \n",
       "26274  1xCLhM57CP6mhGDTKN-uRw           Mojo Taqueria Boulder  40.037234   \n",
       "26275  Je0MNZ6Q9GnFmB5vS6UBhw         Sweet Hut Bakery & Cafe  33.893407   \n",
       "26276  S2RKI9wDmI4Y5KOM1fgRzQ  River Grille Restaurant & Cafe  42.255889   \n",
       "26277  b61w451sOR6Vsr2WaOe_Jw               Bangkok City Cafe  49.268492   \n",
       "\n",
       "        longitude  cluster  \n",
       "0     -105.283348        4  \n",
       "1     -122.593331        8  \n",
       "2     -123.101333        2  \n",
       "3      -70.973438        5  \n",
       "4      -81.374707        0  \n",
       "...           ...      ...  \n",
       "26273  -71.036057        4  \n",
       "26274 -105.258958        0  \n",
       "26275  -84.284357        9  \n",
       "26276  -71.123719        2  \n",
       "26277 -123.170271        2  \n",
       "\n",
       "[26278 rows x 5 columns]"
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     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:16.161939Z",
     "iopub.status.busy": "2021-11-10T13:44:16.161434Z",
     "iopub.status.idle": "2021-11-10T13:44:16.375610Z",
     "shell.execute_reply": "2021-11-10T13:44:16.374791Z",
     "shell.execute_reply.started": "2021-11-10T13:44:16.161903Z"
    }
   },
   "outputs": [],
   "source": [
    "table.to_csv('restaurant_cluster_new_df.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3> Recommendation System</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:01:46.834678Z",
     "iopub.status.busy": "2021-11-10T13:01:46.834202Z",
     "iopub.status.idle": "2021-11-10T13:01:46.838262Z",
     "shell.execute_reply": "2021-11-10T13:01:46.837601Z",
     "shell.execute_reply.started": "2021-11-10T13:01:46.834644Z"
    }
   },
   "outputs": [],
   "source": [
    "# recommendation system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:26.162242Z",
     "iopub.status.busy": "2021-11-10T13:44:26.161541Z",
     "iopub.status.idle": "2021-11-10T13:44:26.167011Z",
     "shell.execute_reply": "2021-11-10T13:44:26.166029Z",
     "shell.execute_reply.started": "2021-11-10T13:44:26.162206Z"
    }
   },
   "outputs": [],
   "source": [
    "random_restaurant = table.iloc[np.random.randint(0,26279)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:27.049428Z",
     "iopub.status.busy": "2021-11-10T13:44:27.048597Z",
     "iopub.status.idle": "2021-11-10T13:44:27.057043Z",
     "shell.execute_reply": "2021-11-10T13:44:27.056087Z",
     "shell.execute_reply.started": "2021-11-10T13:44:27.049385Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "business_id    GCYU8MAHAGZdklusLoqajg\n",
       "name                      Han IL Kwan\n",
       "latitude                    33.901311\n",
       "longitude                  -84.276723\n",
       "cluster                             3\n",
       "Name: 16851, dtype: object"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_restaurant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:27.674612Z",
     "iopub.status.busy": "2021-11-10T13:44:27.674304Z",
     "iopub.status.idle": "2021-11-10T13:44:27.681987Z",
     "shell.execute_reply": "2021-11-10T13:44:27.680901Z",
     "shell.execute_reply.started": "2021-11-10T13:44:27.674576Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_restaurant.cluster"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>----> Restaurants lying in same clusters</h4> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:28.525017Z",
     "iopub.status.busy": "2021-11-10T13:44:28.524689Z",
     "iopub.status.idle": "2021-11-10T13:44:28.544208Z",
     "shell.execute_reply": "2021-11-10T13:44:28.543646Z",
     "shell.execute_reply.started": "2021-11-10T13:44:28.524982Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th>business_id</th>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>jx91IMdGOmLOo8h_F9z39g</td>\n",
       "      <td>Cleary's Restaurant &amp; Spirits</td>\n",
       "      <td>45.526473</td>\n",
       "      <td>-122.535323</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>TRToVIbaVtu1KOE8DR9gCw</td>\n",
       "      <td>Texas Roadhouse</td>\n",
       "      <td>28.538452</td>\n",
       "      <td>-81.737625</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3_RuVmLNa-1GNHOMvl_bsg</td>\n",
       "      <td>Something Fishy</td>\n",
       "      <td>28.673554</td>\n",
       "      <td>-81.471320</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5eq56X-e9YbAKmHgUOyXSg</td>\n",
       "      <td>Hunan Lion</td>\n",
       "      <td>40.065378</td>\n",
       "      <td>-83.071415</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>bP6goJODwRnM3AVy45Kn9w</td>\n",
       "      <td>Papi's Cuban &amp; Caribbean Grill</td>\n",
       "      <td>33.772758</td>\n",
       "      <td>-84.380375</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26216</th>\n",
       "      <td>EG5RB9AwCV_N4PTYYUoJcg</td>\n",
       "      <td>Buca di Beppo Italian Restaurant</td>\n",
       "      <td>40.108017</td>\n",
       "      <td>-83.015839</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26227</th>\n",
       "      <td>aSrwFbp5NdtaHvZvRCSmeg</td>\n",
       "      <td>Garden Grill Restaurant</td>\n",
       "      <td>28.373967</td>\n",
       "      <td>-81.552664</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26236</th>\n",
       "      <td>9N58A1sUJf0ssfaAu2eKMg</td>\n",
       "      <td>Tomasino's Pizza</td>\n",
       "      <td>28.647587</td>\n",
       "      <td>-81.276748</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26239</th>\n",
       "      <td>Df2QJe-w68JM0fR9rFfPhA</td>\n",
       "      <td>Moldova Restaurant</td>\n",
       "      <td>42.360641</td>\n",
       "      <td>-71.200224</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26266</th>\n",
       "      <td>Moi9jsCSeYjpn1XnaNu39g</td>\n",
       "      <td>Bombay To Kathmandu Kitchen</td>\n",
       "      <td>30.366687</td>\n",
       "      <td>-97.695309</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3359 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  business_id                              name   latitude  \\\n",
       "8      jx91IMdGOmLOo8h_F9z39g     Cleary's Restaurant & Spirits  45.526473   \n",
       "10     TRToVIbaVtu1KOE8DR9gCw                   Texas Roadhouse  28.538452   \n",
       "23     3_RuVmLNa-1GNHOMvl_bsg                   Something Fishy  28.673554   \n",
       "24     5eq56X-e9YbAKmHgUOyXSg                        Hunan Lion  40.065378   \n",
       "26     bP6goJODwRnM3AVy45Kn9w    Papi's Cuban & Caribbean Grill  33.772758   \n",
       "...                       ...                               ...        ...   \n",
       "26216  EG5RB9AwCV_N4PTYYUoJcg  Buca di Beppo Italian Restaurant  40.108017   \n",
       "26227  aSrwFbp5NdtaHvZvRCSmeg           Garden Grill Restaurant  28.373967   \n",
       "26236  9N58A1sUJf0ssfaAu2eKMg                  Tomasino's Pizza  28.647587   \n",
       "26239  Df2QJe-w68JM0fR9rFfPhA                Moldova Restaurant  42.360641   \n",
       "26266  Moi9jsCSeYjpn1XnaNu39g       Bombay To Kathmandu Kitchen  30.366687   \n",
       "\n",
       "        longitude  cluster  \n",
       "8     -122.535323        3  \n",
       "10     -81.737625        3  \n",
       "23     -81.471320        3  \n",
       "24     -83.071415        3  \n",
       "26     -84.380375        3  \n",
       "...           ...      ...  \n",
       "26216  -83.015839        3  \n",
       "26227  -81.552664        3  \n",
       "26236  -81.276748        3  \n",
       "26239  -71.200224        3  \n",
       "26266  -97.695309        3  \n",
       "\n",
       "[3359 rows x 5 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "table[table[\"cluster\"] == random_restaurant.cluster]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:28.991599Z",
     "iopub.status.busy": "2021-11-10T13:44:28.991121Z",
     "iopub.status.idle": "2021-11-10T13:44:28.999940Z",
     "shell.execute_reply": "2021-11-10T13:44:28.999063Z",
     "shell.execute_reply.started": "2021-11-10T13:44:28.991560Z"
    }
   },
   "outputs": [],
   "source": [
    "clustered_table = table[table[\"cluster\"] == random_restaurant.cluster].drop('cluster',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:29.436100Z",
     "iopub.status.busy": "2021-11-10T13:44:29.435570Z",
     "iopub.status.idle": "2021-11-10T13:44:29.452010Z",
     "shell.execute_reply": "2021-11-10T13:44:29.451397Z",
     "shell.execute_reply.started": "2021-11-10T13:44:29.436052Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th>8</th>\n",
       "      <td>jx91IMdGOmLOo8h_F9z39g</td>\n",
       "      <td>Cleary's Restaurant &amp; Spirits</td>\n",
       "      <td>45.526473</td>\n",
       "      <td>-122.535323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>TRToVIbaVtu1KOE8DR9gCw</td>\n",
       "      <td>Texas Roadhouse</td>\n",
       "      <td>28.538452</td>\n",
       "      <td>-81.737625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3_RuVmLNa-1GNHOMvl_bsg</td>\n",
       "      <td>Something Fishy</td>\n",
       "      <td>28.673554</td>\n",
       "      <td>-81.471320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5eq56X-e9YbAKmHgUOyXSg</td>\n",
       "      <td>Hunan Lion</td>\n",
       "      <td>40.065378</td>\n",
       "      <td>-83.071415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>bP6goJODwRnM3AVy45Kn9w</td>\n",
       "      <td>Papi's Cuban &amp; Caribbean Grill</td>\n",
       "      <td>33.772758</td>\n",
       "      <td>-84.380375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26216</th>\n",
       "      <td>EG5RB9AwCV_N4PTYYUoJcg</td>\n",
       "      <td>Buca di Beppo Italian Restaurant</td>\n",
       "      <td>40.108017</td>\n",
       "      <td>-83.015839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26227</th>\n",
       "      <td>aSrwFbp5NdtaHvZvRCSmeg</td>\n",
       "      <td>Garden Grill Restaurant</td>\n",
       "      <td>28.373967</td>\n",
       "      <td>-81.552664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26236</th>\n",
       "      <td>9N58A1sUJf0ssfaAu2eKMg</td>\n",
       "      <td>Tomasino's Pizza</td>\n",
       "      <td>28.647587</td>\n",
       "      <td>-81.276748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26239</th>\n",
       "      <td>Df2QJe-w68JM0fR9rFfPhA</td>\n",
       "      <td>Moldova Restaurant</td>\n",
       "      <td>42.360641</td>\n",
       "      <td>-71.200224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26266</th>\n",
       "      <td>Moi9jsCSeYjpn1XnaNu39g</td>\n",
       "      <td>Bombay To Kathmandu Kitchen</td>\n",
       "      <td>30.366687</td>\n",
       "      <td>-97.695309</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3359 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  business_id                              name   latitude  \\\n",
       "8      jx91IMdGOmLOo8h_F9z39g     Cleary's Restaurant & Spirits  45.526473   \n",
       "10     TRToVIbaVtu1KOE8DR9gCw                   Texas Roadhouse  28.538452   \n",
       "23     3_RuVmLNa-1GNHOMvl_bsg                   Something Fishy  28.673554   \n",
       "24     5eq56X-e9YbAKmHgUOyXSg                        Hunan Lion  40.065378   \n",
       "26     bP6goJODwRnM3AVy45Kn9w    Papi's Cuban & Caribbean Grill  33.772758   \n",
       "...                       ...                               ...        ...   \n",
       "26216  EG5RB9AwCV_N4PTYYUoJcg  Buca di Beppo Italian Restaurant  40.108017   \n",
       "26227  aSrwFbp5NdtaHvZvRCSmeg           Garden Grill Restaurant  28.373967   \n",
       "26236  9N58A1sUJf0ssfaAu2eKMg                  Tomasino's Pizza  28.647587   \n",
       "26239  Df2QJe-w68JM0fR9rFfPhA                Moldova Restaurant  42.360641   \n",
       "26266  Moi9jsCSeYjpn1XnaNu39g       Bombay To Kathmandu Kitchen  30.366687   \n",
       "\n",
       "        longitude  \n",
       "8     -122.535323  \n",
       "10     -81.737625  \n",
       "23     -81.471320  \n",
       "24     -83.071415  \n",
       "26     -84.380375  \n",
       "...           ...  \n",
       "26216  -83.015839  \n",
       "26227  -81.552664  \n",
       "26236  -81.276748  \n",
       "26239  -71.200224  \n",
       "26266  -97.695309  \n",
       "\n",
       "[3359 rows x 4 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clustered_table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h4>Finding the euclidian distance with in the clusters and recommend the restaurant based on nearest location</h4>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:29.744659Z",
     "iopub.status.busy": "2021-11-10T13:44:29.743985Z",
     "iopub.status.idle": "2021-11-10T13:44:29.751753Z",
     "shell.execute_reply": "2021-11-10T13:44:29.751075Z",
     "shell.execute_reply.started": "2021-11-10T13:44:29.744615Z"
    }
   },
   "outputs": [],
   "source": [
    "#euclidian distance from random_restaurant\n",
    "distance = np.sqrt((clustered_table.latitude - random_restaurant.latitude)**2 + (clustered_table.longitude - random_restaurant.longitude)**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:30.414952Z",
     "iopub.status.busy": "2021-11-10T13:44:30.414521Z",
     "iopub.status.idle": "2021-11-10T13:44:30.424262Z",
     "shell.execute_reply": "2021-11-10T13:44:30.423394Z",
     "shell.execute_reply.started": "2021-11-10T13:44:30.414914Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8        39.985809\n",
       "10        5.933572\n",
       "23        5.932936\n",
       "24        6.280803\n",
       "26        0.165135\n",
       "           ...    \n",
       "26216     6.333484\n",
       "26227     6.162145\n",
       "26236     6.049914\n",
       "26239    15.574180\n",
       "26266    13.876311\n",
       "Length: 3359, dtype: float64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:30.836393Z",
     "iopub.status.busy": "2021-11-10T13:44:30.836111Z",
     "iopub.status.idle": "2021-11-10T13:44:30.841346Z",
     "shell.execute_reply": "2021-11-10T13:44:30.840282Z",
     "shell.execute_reply.started": "2021-11-10T13:44:30.836363Z"
    }
   },
   "outputs": [],
   "source": [
    "clustered_table[\"distance\"] = distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:31.137933Z",
     "iopub.status.busy": "2021-11-10T13:44:31.137338Z",
     "iopub.status.idle": "2021-11-10T13:44:31.145014Z",
     "shell.execute_reply": "2021-11-10T13:44:31.144018Z",
     "shell.execute_reply.started": "2021-11-10T13:44:31.137879Z"
    }
   },
   "outputs": [],
   "source": [
    "clustered_table.sort_values('distance',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:31.709928Z",
     "iopub.status.busy": "2021-11-10T13:44:31.709324Z",
     "iopub.status.idle": "2021-11-10T13:44:31.726083Z",
     "shell.execute_reply": "2021-11-10T13:44:31.725052Z",
     "shell.execute_reply.started": "2021-11-10T13:44:31.709867Z"
    }
   },
   "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>business_id</th>\n",
       "      <th>name</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16851</th>\n",
       "      <td>GCYU8MAHAGZdklusLoqajg</td>\n",
       "      <td>Han IL Kwan</td>\n",
       "      <td>33.901311</td>\n",
       "      <td>-84.276723</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2282</th>\n",
       "      <td>jWgIJ33n6K7LDUtucE5QXA</td>\n",
       "      <td>La Casona Colombian Restaurant</td>\n",
       "      <td>33.902595</td>\n",
       "      <td>-84.276311</td>\n",
       "      <td>0.001348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14534</th>\n",
       "      <td>gLCRXBEL5TbAUYwSr7D-Dw</td>\n",
       "      <td>Shaking Crawfish</td>\n",
       "      <td>33.900171</td>\n",
       "      <td>-84.278368</td>\n",
       "      <td>0.002002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14728</th>\n",
       "      <td>7CM6odXJfwraY5VHn6aH2Q</td>\n",
       "      <td>Las Delicias de La Abuela</td>\n",
       "      <td>33.905540</td>\n",
       "      <td>-84.273309</td>\n",
       "      <td>0.005435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16877</th>\n",
       "      <td>4fj-YvSUEapc5o_JzYYSgg</td>\n",
       "      <td>Yen Jing</td>\n",
       "      <td>33.897358</td>\n",
       "      <td>-84.281402</td>\n",
       "      <td>0.006125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11964</th>\n",
       "      <td>LiikkUm1Xh7zeC8PiWRvpQ</td>\n",
       "      <td>Kitstaya Sushi</td>\n",
       "      <td>49.264385</td>\n",
       "      <td>-123.174165</td>\n",
       "      <td>41.821466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16303</th>\n",
       "      <td>J1IJtAlrrMDGFsAk89Rnew</td>\n",
       "      <td>Ginger and Soy</td>\n",
       "      <td>49.328371</td>\n",
       "      <td>-123.156244</td>\n",
       "      <td>41.828356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5845</th>\n",
       "      <td>YdFmI972fB1Ss1nUhqwurg</td>\n",
       "      <td>Vina Vietnamese Cuisine</td>\n",
       "      <td>49.334784</td>\n",
       "      <td>-123.182925</td>\n",
       "      <td>41.855522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9872</th>\n",
       "      <td>X9h48aiv6NE_8f2m5UHWKw</td>\n",
       "      <td>Pastameli</td>\n",
       "      <td>49.351290</td>\n",
       "      <td>-123.253876</td>\n",
       "      <td>41.927561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21920</th>\n",
       "      <td>Th8vr2RP68E43TfFOV_ohQ</td>\n",
       "      <td>Olive &amp; Anchor</td>\n",
       "      <td>49.374613</td>\n",
       "      <td>-123.274866</td>\n",
       "      <td>41.955670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3359 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  business_id                            name   latitude  \\\n",
       "16851  GCYU8MAHAGZdklusLoqajg                     Han IL Kwan  33.901311   \n",
       "2282   jWgIJ33n6K7LDUtucE5QXA  La Casona Colombian Restaurant  33.902595   \n",
       "14534  gLCRXBEL5TbAUYwSr7D-Dw                Shaking Crawfish  33.900171   \n",
       "14728  7CM6odXJfwraY5VHn6aH2Q       Las Delicias de La Abuela  33.905540   \n",
       "16877  4fj-YvSUEapc5o_JzYYSgg                        Yen Jing  33.897358   \n",
       "...                       ...                             ...        ...   \n",
       "11964  LiikkUm1Xh7zeC8PiWRvpQ                  Kitstaya Sushi  49.264385   \n",
       "16303  J1IJtAlrrMDGFsAk89Rnew                  Ginger and Soy  49.328371   \n",
       "5845   YdFmI972fB1Ss1nUhqwurg         Vina Vietnamese Cuisine  49.334784   \n",
       "9872   X9h48aiv6NE_8f2m5UHWKw                       Pastameli  49.351290   \n",
       "21920  Th8vr2RP68E43TfFOV_ohQ                  Olive & Anchor  49.374613   \n",
       "\n",
       "        longitude   distance  \n",
       "16851  -84.276723   0.000000  \n",
       "2282   -84.276311   0.001348  \n",
       "14534  -84.278368   0.002002  \n",
       "14728  -84.273309   0.005435  \n",
       "16877  -84.281402   0.006125  \n",
       "...           ...        ...  \n",
       "11964 -123.174165  41.821466  \n",
       "16303 -123.156244  41.828356  \n",
       "5845  -123.182925  41.855522  \n",
       "9872  -123.253876  41.927561  \n",
       "21920 -123.274866  41.955670  \n",
       "\n",
       "[3359 rows x 5 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clustered_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-10T13:44:32.567889Z",
     "iopub.status.busy": "2021-11-10T13:44:32.567619Z",
     "iopub.status.idle": "2021-11-10T13:44:32.574948Z",
     "shell.execute_reply": "2021-11-10T13:44:32.573994Z",
     "shell.execute_reply.started": "2021-11-10T13:44:32.567861Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['La Casona Colombian Restaurant',\n",
       " 'Shaking Crawfish',\n",
       " 'Las Delicias de La Abuela',\n",
       " 'Yen Jing',\n",
       " 'Hello Chicken',\n",
       " 'So Kong Dong Tofu House',\n",
       " 'Kang Nam Japanese Restaurant',\n",
       " 'Bo Bo Garden',\n",
       " 'Yummy Spicy',\n",
       " 'I Luv Pho']"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# so recommendation businesses are\n",
    "\n",
    "clustered_table.iloc[1:11][\"name\"].to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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