EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('hotel_info.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939009, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 640, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>{'compound_code': 'MPVG+H8 Jarretaderas, Nayar...</td>\n",
       "      <td>4.6</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 102 8516</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>4.6</td>\n",
       "      <td>[{'author_name': 'Jovita Garcia Fernandez', 'a...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>https://www.facebook.com/departamentos.laspinas/</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['An excellent place has all the comforts', 'I...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6920731, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>{'compound_code': 'MPRG+R4 Jarretaderas, Nayar...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 297 0093</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'anahi chavez', 'author_url':...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https://www.villasvictoriacomfort.com/</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['It was more than I expected! Cheap, spacious...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.689785, 'lng': -105.27...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Lada telefonica</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJ8RLPC-VHIYQR8Bw635S5JCo</td>\n",
       "      <td>{'compound_code': 'MPQF+W9 Las Juntas, Jalisco...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJ8RLPC-VHIYQR8Bw635S5JCo</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+57 301 4649339</td>\n",
       "      <td>Lada telefonica</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939068, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 349, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>{'compound_code': 'MPVF+HF Jarretaderas, Nayar...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 135 6145</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[{'author_name': 'Juan Carlos Lopez', 'author_...</td>\n",
       "      <td>54.0</td>\n",
       "      <td>https://www.google.com/url?sa=t&amp;source=web&amp;rct...</td>\n",
       "      <td>[3, 4, 3, 3, 5]</td>\n",
       "      <td>[\"Just for one night it's alright\", 'Discreet'...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6938115, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJHd0vt_1HIYQRQxgGpgI4Oi0</td>\n",
       "      <td>{'compound_code': 'MPVG+G5 Jarretaderas, Nayar...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJHd0vt_1HIYQRQxgGpgI4Oi0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  business_status                                           geometry  \\\n",
       "0     OPERATIONAL  {'location': {'lat': 20.6939009, 'lng': -105.2...   \n",
       "1     OPERATIONAL  {'location': {'lat': 20.6920731, 'lng': -105.2...   \n",
       "2     OPERATIONAL  {'location': {'lat': 20.689785, 'lng': -105.27...   \n",
       "3     OPERATIONAL  {'location': {'lat': 20.6939068, 'lng': -105.2...   \n",
       "4     OPERATIONAL  {'location': {'lat': 20.6938115, 'lng': -105.2...   \n",
       "\n",
       "                                                icon  \\\n",
       "0  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "1  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "2  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "3  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "4  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "\n",
       "                                 name_x        opening_hours  \\\n",
       "0                        casa LAS PIÑAS  {'open_now': False}   \n",
       "1  Villas Victoria Confort Jarretaderas   {'open_now': True}   \n",
       "2                       Lada telefonica                  NaN   \n",
       "3                Hotel Posada Alejandra                  NaN   \n",
       "4                        casa LAS PIÑAS                  NaN   \n",
       "\n",
       "                                              photos  \\\n",
       "0  [{'height': 640, 'html_attributions': ['<a hre...   \n",
       "1                                                NaN   \n",
       "2                                                NaN   \n",
       "3  [{'height': 349, 'html_attributions': ['<a hre...   \n",
       "4                                                NaN   \n",
       "\n",
       "                      place_id  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ   \n",
       "2  ChIJ8RLPC-VHIYQR8Bw635S5JCo   \n",
       "3  ChIJB2Yha4NGIYQRE-GTtF_VSAU   \n",
       "4  ChIJHd0vt_1HIYQRQxgGpgI4Oi0   \n",
       "\n",
       "                                           plus_code  rating_x  \\\n",
       "0  {'compound_code': 'MPVG+H8 Jarretaderas, Nayar...       4.6   \n",
       "1  {'compound_code': 'MPRG+R4 Jarretaderas, Nayar...       5.0   \n",
       "2  {'compound_code': 'MPQF+W9 Las Juntas, Jalisco...       NaN   \n",
       "3  {'compound_code': 'MPVF+HF Jarretaderas, Nayar...       4.0   \n",
       "4  {'compound_code': 'MPVG+G5 Jarretaderas, Nayar...       NaN   \n",
       "\n",
       "                     reference  ... price_level_x international_phone_number  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU  ...           NaN           +52 322 102 8516   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ  ...           NaN           +52 322 297 0093   \n",
       "2  ChIJ8RLPC-VHIYQR8Bw635S5JCo  ...           NaN            +57 301 4649339   \n",
       "3  ChIJB2Yha4NGIYQRE-GTtF_VSAU  ...           NaN           +52 322 135 6145   \n",
       "4  ChIJHd0vt_1HIYQRQxgGpgI4Oi0  ...           NaN                        NaN   \n",
       "\n",
       "                                 name_y rating_y  \\\n",
       "0                        casa LAS PIÑAS      4.6   \n",
       "1  Villas Victoria Confort Jarretaderas      5.0   \n",
       "2                       Lada telefonica      NaN   \n",
       "3                Hotel Posada Alejandra      4.0   \n",
       "4                        casa LAS PIÑAS      NaN   \n",
       "\n",
       "                                             reviews user_ratings_total_y  \\\n",
       "0  [{'author_name': 'Jovita Garcia Fernandez', 'a...                  8.0   \n",
       "1  [{'author_name': 'anahi chavez', 'author_url':...                  1.0   \n",
       "2                                                NaN                  NaN   \n",
       "3  [{'author_name': 'Juan Carlos Lopez', 'author_...                 54.0   \n",
       "4                                                NaN                  NaN   \n",
       "\n",
       "                                             website      all_ratings  \\\n",
       "0   https://www.facebook.com/departamentos.laspinas/  [5, 5, 5, 5, 5]   \n",
       "1             https://www.villasvictoriacomfort.com/              [5]   \n",
       "2                                                NaN               []   \n",
       "3  https://www.google.com/url?sa=t&source=web&rct...  [3, 4, 3, 3, 5]   \n",
       "4                                                NaN               []   \n",
       "\n",
       "                                         all_reviews  price_level_y  \n",
       "0  ['An excellent place has all the comforts', 'I...            NaN  \n",
       "1  ['It was more than I expected! Cheap, spacious...            NaN  \n",
       "2                                                 []            NaN  \n",
       "3  [\"Just for one night it's alright\", 'Discreet'...            NaN  \n",
       "4                                                 []            NaN  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(955, 24)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>business_status</th>\n",
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       "      <th>count</th>\n",
       "      <td>955</td>\n",
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       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.65340699999999, 'lng':...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Tropicus</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 2848, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJOVGit01FIYQRHVOE3LZx-68</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJOVGit01FIYQRHVOE3LZx-68</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 226 4000</td>\n",
       "      <td>Hotel Tropicus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'author_name': 'ron jensen', 'author_url': '...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.facebook.com/hotelcartagenapv/</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>955</td>\n",
       "      <td>23</td>\n",
       "      <td>920</td>\n",
       "      <td>9</td>\n",
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       "      <td>9</td>\n",
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       "      <td>9</td>\n",
       "      <td>...</td>\n",
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       "      <td>13</td>\n",
       "      <td>9</td>\n",
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       "      <td>9</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>4.354797</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.354215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.202035</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.561092</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>726.443484</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
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       "      <th>min</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.700000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.700000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>188.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6217.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       business_status                                           geometry  \\\n",
       "count              955                                                955   \n",
       "unique               1                                                614   \n",
       "top        OPERATIONAL  {'location': {'lat': 20.65340699999999, 'lng':...   \n",
       "freq               955                                                 23   \n",
       "mean               NaN                                                NaN   \n",
       "std                NaN                                                NaN   \n",
       "min                NaN                                                NaN   \n",
       "25%                NaN                                                NaN   \n",
       "50%                NaN                                                NaN   \n",
       "75%                NaN                                                NaN   \n",
       "max                NaN                                                NaN   \n",
       "\n",
       "                                                     icon          name_x  \\\n",
       "count                                                 955             955   \n",
       "unique                                                  5             631   \n",
       "top     https://maps.gstatic.com/mapfiles/place_api/ic...  Hotel Tropicus   \n",
       "freq                                                  920               9   \n",
       "mean                                                  NaN             NaN   \n",
       "std                                                   NaN             NaN   \n",
       "min                                                   NaN             NaN   \n",
       "25%                                                   NaN             NaN   \n",
       "50%                                                   NaN             NaN   \n",
       "75%                                                   NaN             NaN   \n",
       "max                                                   NaN             NaN   \n",
       "\n",
       "             opening_hours                                             photos  \\\n",
       "count                  354                                                683   \n",
       "unique                   2                                                513   \n",
       "top     {'open_now': True}  [{'height': 2848, 'html_attributions': ['<a hr...   \n",
       "freq                   277                                                  3   \n",
       "mean                   NaN                                                NaN   \n",
       "std                    NaN                                                NaN   \n",
       "min                    NaN                                                NaN   \n",
       "25%                    NaN                                                NaN   \n",
       "50%                    NaN                                                NaN   \n",
       "75%                    NaN                                                NaN   \n",
       "max                    NaN                                                NaN   \n",
       "\n",
       "                           place_id  \\\n",
       "count                           955   \n",
       "unique                          646   \n",
       "top     ChIJOVGit01FIYQRHVOE3LZx-68   \n",
       "freq                              9   \n",
       "mean                            NaN   \n",
       "std                             NaN   \n",
       "min                             NaN   \n",
       "25%                             NaN   \n",
       "50%                             NaN   \n",
       "75%                             NaN   \n",
       "max                             NaN   \n",
       "\n",
       "                                                plus_code    rating_x  \\\n",
       "count                                                 952  688.000000   \n",
       "unique                                                585         NaN   \n",
       "top     {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...         NaN   \n",
       "freq                                                   23         NaN   \n",
       "mean                                                  NaN    4.354797   \n",
       "std                                                   NaN    0.561092   \n",
       "min                                                   NaN    1.000000   \n",
       "25%                                                   NaN    4.000000   \n",
       "50%                                                   NaN    4.400000   \n",
       "75%                                                   NaN    4.700000   \n",
       "max                                                   NaN    5.000000   \n",
       "\n",
       "                          reference  ... price_level_x  \\\n",
       "count                           955  ...           4.0   \n",
       "unique                          646  ...           NaN   \n",
       "top     ChIJOVGit01FIYQRHVOE3LZx-68  ...           NaN   \n",
       "freq                              9  ...           NaN   \n",
       "mean                            NaN  ...           2.0   \n",
       "std                             NaN  ...           0.0   \n",
       "min                             NaN  ...           2.0   \n",
       "25%                             NaN  ...           2.0   \n",
       "50%                             NaN  ...           2.0   \n",
       "75%                             NaN  ...           2.0   \n",
       "max                             NaN  ...           2.0   \n",
       "\n",
       "       international_phone_number          name_y    rating_y  \\\n",
       "count                         712             955  688.000000   \n",
       "unique                        412             631         NaN   \n",
       "top              +52 322 226 4000  Hotel Tropicus         NaN   \n",
       "freq                           13               9         NaN   \n",
       "mean                          NaN             NaN    4.354215   \n",
       "std                           NaN             NaN    0.560785   \n",
       "min                           NaN             NaN    1.000000   \n",
       "25%                           NaN             NaN    4.000000   \n",
       "50%                           NaN             NaN    4.400000   \n",
       "75%                           NaN             NaN    4.700000   \n",
       "max                           NaN             NaN    5.000000   \n",
       "\n",
       "                                                  reviews  \\\n",
       "count                                                 688   \n",
       "unique                                                442   \n",
       "top     [{'author_name': 'ron jensen', 'author_url': '...   \n",
       "freq                                                    9   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "       user_ratings_total_y                                     website  \\\n",
       "count            688.000000                                         551   \n",
       "unique                  NaN                                         325   \n",
       "top                     NaN  https://www.facebook.com/hotelcartagenapv/   \n",
       "freq                    NaN                                           9   \n",
       "mean             310.202035                                         NaN   \n",
       "std              726.443484                                         NaN   \n",
       "min                1.000000                                         NaN   \n",
       "25%                5.000000                                         NaN   \n",
       "50%               40.000000                                         NaN   \n",
       "75%              188.000000                                         NaN   \n",
       "max             6217.000000                                         NaN   \n",
       "\n",
       "        all_ratings all_reviews  price_level_y  \n",
       "count           955         955            4.0  \n",
       "unique          214         393            NaN  \n",
       "top              []          []            NaN  \n",
       "freq            267         267            NaN  \n",
       "mean            NaN         NaN            2.0  \n",
       "std             NaN         NaN            0.0  \n",
       "min             NaN         NaN            2.0  \n",
       "25%             NaN         NaN            2.0  \n",
       "50%             NaN         NaN            2.0  \n",
       "75%             NaN         NaN            2.0  \n",
       "max             NaN         NaN            2.0  \n",
       "\n",
       "[11 rows x 24 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.drop_duplicates(subset=['place_id'], inplace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(646, 24)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>646</td>\n",
       "      <td>646</td>\n",
       "      <td>646</td>\n",
       "      <td>646</td>\n",
       "      <td>218</td>\n",
       "      <td>436</td>\n",
       "      <td>646</td>\n",
       "      <td>643</td>\n",
       "      <td>442.000000</td>\n",
       "      <td>646</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>457</td>\n",
       "      <td>646</td>\n",
       "      <td>442.000000</td>\n",
       "      <td>442</td>\n",
       "      <td>442.000000</td>\n",
       "      <td>336</td>\n",
       "      <td>646</td>\n",
       "      <td>646</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>1</td>\n",
       "      <td>614</td>\n",
       "      <td>5</td>\n",
       "      <td>631</td>\n",
       "      <td>2</td>\n",
       "      <td>436</td>\n",
       "      <td>646</td>\n",
       "      <td>585</td>\n",
       "      <td>NaN</td>\n",
       "      <td>646</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>412</td>\n",
       "      <td>631</td>\n",
       "      <td>NaN</td>\n",
       "      <td>442</td>\n",
       "      <td>NaN</td>\n",
       "      <td>325</td>\n",
       "      <td>214</td>\n",
       "      <td>393</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.65340699999999, 'lng':...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Puerto Vallarta</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 606, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 226 4000</td>\n",
       "      <td>Puerto Vallarta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'author_name': 'Enrique Zuñiga', 'author_url...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.vidanta.com/web/nuevo-vallarta/the...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>646</td>\n",
       "      <td>23</td>\n",
       "      <td>617</td>\n",
       "      <td>4</td>\n",
       "      <td>167</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>204</td>\n",
       "      <td>204</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.431222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.430317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>323.083710</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.590839</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.590503</td>\n",
       "      <td>NaN</td>\n",
       "      <td>813.402238</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.875000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.250000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6217.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       business_status                                           geometry  \\\n",
       "count              646                                                646   \n",
       "unique               1                                                614   \n",
       "top        OPERATIONAL  {'location': {'lat': 20.65340699999999, 'lng':...   \n",
       "freq               646                                                 23   \n",
       "mean               NaN                                                NaN   \n",
       "std                NaN                                                NaN   \n",
       "min                NaN                                                NaN   \n",
       "25%                NaN                                                NaN   \n",
       "50%                NaN                                                NaN   \n",
       "75%                NaN                                                NaN   \n",
       "max                NaN                                                NaN   \n",
       "\n",
       "                                                     icon           name_x  \\\n",
       "count                                                 646              646   \n",
       "unique                                                  5              631   \n",
       "top     https://maps.gstatic.com/mapfiles/place_api/ic...  Puerto Vallarta   \n",
       "freq                                                  617                4   \n",
       "mean                                                  NaN              NaN   \n",
       "std                                                   NaN              NaN   \n",
       "min                                                   NaN              NaN   \n",
       "25%                                                   NaN              NaN   \n",
       "50%                                                   NaN              NaN   \n",
       "75%                                                   NaN              NaN   \n",
       "max                                                   NaN              NaN   \n",
       "\n",
       "             opening_hours                                             photos  \\\n",
       "count                  218                                                436   \n",
       "unique                   2                                                436   \n",
       "top     {'open_now': True}  [{'height': 606, 'html_attributions': ['<a hre...   \n",
       "freq                   167                                                  1   \n",
       "mean                   NaN                                                NaN   \n",
       "std                    NaN                                                NaN   \n",
       "min                    NaN                                                NaN   \n",
       "25%                    NaN                                                NaN   \n",
       "50%                    NaN                                                NaN   \n",
       "75%                    NaN                                                NaN   \n",
       "max                    NaN                                                NaN   \n",
       "\n",
       "                           place_id  \\\n",
       "count                           646   \n",
       "unique                          646   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE   \n",
       "freq                              1   \n",
       "mean                            NaN   \n",
       "std                             NaN   \n",
       "min                             NaN   \n",
       "25%                             NaN   \n",
       "50%                             NaN   \n",
       "75%                             NaN   \n",
       "max                             NaN   \n",
       "\n",
       "                                                plus_code    rating_x  \\\n",
       "count                                                 643  442.000000   \n",
       "unique                                                585         NaN   \n",
       "top     {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...         NaN   \n",
       "freq                                                   23         NaN   \n",
       "mean                                                  NaN    4.431222   \n",
       "std                                                   NaN    0.590839   \n",
       "min                                                   NaN    1.000000   \n",
       "25%                                                   NaN    4.200000   \n",
       "50%                                                   NaN    4.500000   \n",
       "75%                                                   NaN    4.875000   \n",
       "max                                                   NaN    5.000000   \n",
       "\n",
       "                          reference  ... price_level_x  \\\n",
       "count                           646  ...           1.0   \n",
       "unique                          646  ...           NaN   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE  ...           NaN   \n",
       "freq                              1  ...           NaN   \n",
       "mean                            NaN  ...           2.0   \n",
       "std                             NaN  ...           NaN   \n",
       "min                             NaN  ...           2.0   \n",
       "25%                             NaN  ...           2.0   \n",
       "50%                             NaN  ...           2.0   \n",
       "75%                             NaN  ...           2.0   \n",
       "max                             NaN  ...           2.0   \n",
       "\n",
       "       international_phone_number           name_y    rating_y  \\\n",
       "count                         457              646  442.000000   \n",
       "unique                        412              631         NaN   \n",
       "top              +52 322 226 4000  Puerto Vallarta         NaN   \n",
       "freq                           13                4         NaN   \n",
       "mean                          NaN              NaN    4.430317   \n",
       "std                           NaN              NaN    0.590503   \n",
       "min                           NaN              NaN    1.000000   \n",
       "25%                           NaN              NaN    4.200000   \n",
       "50%                           NaN              NaN    4.500000   \n",
       "75%                           NaN              NaN    4.800000   \n",
       "max                           NaN              NaN    5.000000   \n",
       "\n",
       "                                                  reviews  \\\n",
       "count                                                 442   \n",
       "unique                                                442   \n",
       "top     [{'author_name': 'Enrique Zuñiga', 'author_url...   \n",
       "freq                                                    1   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "       user_ratings_total_y  \\\n",
       "count            442.000000   \n",
       "unique                  NaN   \n",
       "top                     NaN   \n",
       "freq                    NaN   \n",
       "mean             323.083710   \n",
       "std              813.402238   \n",
       "min                1.000000   \n",
       "25%                4.000000   \n",
       "50%               22.500000   \n",
       "75%              157.250000   \n",
       "max             6217.000000   \n",
       "\n",
       "                                                  website  all_ratings  \\\n",
       "count                                                 336          646   \n",
       "unique                                                325          214   \n",
       "top     https://www.vidanta.com/web/nuevo-vallarta/the...           []   \n",
       "freq                                                    3          204   \n",
       "mean                                                  NaN          NaN   \n",
       "std                                                   NaN          NaN   \n",
       "min                                                   NaN          NaN   \n",
       "25%                                                   NaN          NaN   \n",
       "50%                                                   NaN          NaN   \n",
       "75%                                                   NaN          NaN   \n",
       "max                                                   NaN          NaN   \n",
       "\n",
       "       all_reviews  price_level_y  \n",
       "count          646            1.0  \n",
       "unique         393            NaN  \n",
       "top             []            NaN  \n",
       "freq           204            NaN  \n",
       "mean           NaN            2.0  \n",
       "std            NaN            NaN  \n",
       "min            NaN            2.0  \n",
       "25%            NaN            2.0  \n",
       "50%            NaN            2.0  \n",
       "75%            NaN            2.0  \n",
       "max            NaN            2.0  \n",
       "\n",
       "[11 rows x 24 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
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       "      <th>name_y</th>\n",
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       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939009, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 640, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>{'compound_code': 'MPVG+H8 Jarretaderas, Nayar...</td>\n",
       "      <td>4.6</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 102 8516</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>4.6</td>\n",
       "      <td>[{'author_name': 'Jovita Garcia Fernandez', 'a...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>https://www.facebook.com/departamentos.laspinas/</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['An excellent place has all the comforts', 'I...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6920731, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>{'compound_code': 'MPRG+R4 Jarretaderas, Nayar...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 297 0093</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'anahi chavez', 'author_url':...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https://www.villasvictoriacomfort.com/</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['It was more than I expected! Cheap, spacious...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.689785, 'lng': -105.27...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Lada telefonica</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJ8RLPC-VHIYQR8Bw635S5JCo</td>\n",
       "      <td>{'compound_code': 'MPQF+W9 Las Juntas, Jalisco...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJ8RLPC-VHIYQR8Bw635S5JCo</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+57 301 4649339</td>\n",
       "      <td>Lada telefonica</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939068, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 349, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>{'compound_code': 'MPVF+HF Jarretaderas, Nayar...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 135 6145</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[{'author_name': 'Juan Carlos Lopez', 'author_...</td>\n",
       "      <td>54.0</td>\n",
       "      <td>https://www.google.com/url?sa=t&amp;source=web&amp;rct...</td>\n",
       "      <td>[3, 4, 3, 3, 5]</td>\n",
       "      <td>[\"Just for one night it's alright\", 'Discreet'...</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6938115, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJHd0vt_1HIYQRQxgGpgI4Oi0</td>\n",
       "      <td>{'compound_code': 'MPVG+G5 Jarretaderas, Nayar...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJHd0vt_1HIYQRQxgGpgI4Oi0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
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       "<p>5 rows × 24 columns</p>\n",
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      ],
      "text/plain": [
       "  business_status                                           geometry  \\\n",
       "0     OPERATIONAL  {'location': {'lat': 20.6939009, 'lng': -105.2...   \n",
       "1     OPERATIONAL  {'location': {'lat': 20.6920731, 'lng': -105.2...   \n",
       "2     OPERATIONAL  {'location': {'lat': 20.689785, 'lng': -105.27...   \n",
       "3     OPERATIONAL  {'location': {'lat': 20.6939068, 'lng': -105.2...   \n",
       "4     OPERATIONAL  {'location': {'lat': 20.6938115, 'lng': -105.2...   \n",
       "\n",
       "                                                icon  \\\n",
       "0  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "1  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "2  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "3  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "4  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "\n",
       "                                 name_x        opening_hours  \\\n",
       "0                        casa LAS PIÑAS  {'open_now': False}   \n",
       "1  Villas Victoria Confort Jarretaderas   {'open_now': True}   \n",
       "2                       Lada telefonica                  NaN   \n",
       "3                Hotel Posada Alejandra                  NaN   \n",
       "4                        casa LAS PIÑAS                  NaN   \n",
       "\n",
       "                                              photos  \\\n",
       "0  [{'height': 640, 'html_attributions': ['<a hre...   \n",
       "1                                                NaN   \n",
       "2                                                NaN   \n",
       "3  [{'height': 349, 'html_attributions': ['<a hre...   \n",
       "4                                                NaN   \n",
       "\n",
       "                      place_id  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ   \n",
       "2  ChIJ8RLPC-VHIYQR8Bw635S5JCo   \n",
       "3  ChIJB2Yha4NGIYQRE-GTtF_VSAU   \n",
       "4  ChIJHd0vt_1HIYQRQxgGpgI4Oi0   \n",
       "\n",
       "                                           plus_code  rating_x  \\\n",
       "0  {'compound_code': 'MPVG+H8 Jarretaderas, Nayar...       4.6   \n",
       "1  {'compound_code': 'MPRG+R4 Jarretaderas, Nayar...       5.0   \n",
       "2  {'compound_code': 'MPQF+W9 Las Juntas, Jalisco...       NaN   \n",
       "3  {'compound_code': 'MPVF+HF Jarretaderas, Nayar...       4.0   \n",
       "4  {'compound_code': 'MPVG+G5 Jarretaderas, Nayar...       NaN   \n",
       "\n",
       "                     reference  ... price_level_x international_phone_number  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU  ...           NaN           +52 322 102 8516   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ  ...           NaN           +52 322 297 0093   \n",
       "2  ChIJ8RLPC-VHIYQR8Bw635S5JCo  ...           NaN            +57 301 4649339   \n",
       "3  ChIJB2Yha4NGIYQRE-GTtF_VSAU  ...           NaN           +52 322 135 6145   \n",
       "4  ChIJHd0vt_1HIYQRQxgGpgI4Oi0  ...           NaN                        NaN   \n",
       "\n",
       "                                 name_y rating_y  \\\n",
       "0                        casa LAS PIÑAS      4.6   \n",
       "1  Villas Victoria Confort Jarretaderas      5.0   \n",
       "2                       Lada telefonica      NaN   \n",
       "3                Hotel Posada Alejandra      4.0   \n",
       "4                        casa LAS PIÑAS      NaN   \n",
       "\n",
       "                                             reviews user_ratings_total_y  \\\n",
       "0  [{'author_name': 'Jovita Garcia Fernandez', 'a...                  8.0   \n",
       "1  [{'author_name': 'anahi chavez', 'author_url':...                  1.0   \n",
       "2                                                NaN                  NaN   \n",
       "3  [{'author_name': 'Juan Carlos Lopez', 'author_...                 54.0   \n",
       "4                                                NaN                  NaN   \n",
       "\n",
       "                                             website      all_ratings  \\\n",
       "0   https://www.facebook.com/departamentos.laspinas/  [5, 5, 5, 5, 5]   \n",
       "1             https://www.villasvictoriacomfort.com/              [5]   \n",
       "2                                                NaN               []   \n",
       "3  https://www.google.com/url?sa=t&source=web&rct...  [3, 4, 3, 3, 5]   \n",
       "4                                                NaN               []   \n",
       "\n",
       "                                         all_reviews  price_level_y  \n",
       "0  ['An excellent place has all the comforts', 'I...            NaN  \n",
       "1  ['It was more than I expected! Cheap, spacious...            NaN  \n",
       "2                                                 []            NaN  \n",
       "3  [\"Just for one night it's alright\", 'Discreet'...            NaN  \n",
       "4                                                 []            NaN  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df1 = df1[df1['all_reviews']!=\"[]\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(442, 24)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939009, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 640, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>{'compound_code': 'MPVG+H8 Jarretaderas, Nayar...</td>\n",
       "      <td>4.6</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 102 8516</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>4.6</td>\n",
       "      <td>[{'author_name': 'Jovita Garcia Fernandez', 'a...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>https://www.facebook.com/departamentos.laspinas/</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['An excellent place has all the comforts', 'I...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6920731, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>{'compound_code': 'MPRG+R4 Jarretaderas, Nayar...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 297 0093</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'anahi chavez', 'author_url':...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https://www.villasvictoriacomfort.com/</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['It was more than I expected! Cheap, spacious...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939068, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 349, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>{'compound_code': 'MPVF+HF Jarretaderas, Nayar...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 135 6145</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[{'author_name': 'Juan Carlos Lopez', 'author_...</td>\n",
       "      <td>54.0</td>\n",
       "      <td>https://www.google.com/url?sa=t&amp;source=web&amp;rct...</td>\n",
       "      <td>[3, 4, 3, 3, 5]</td>\n",
       "      <td>[\"Just for one night it's alright\", 'Discreet'...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6241471, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 3120, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>{'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...</td>\n",
       "      <td>3.9</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 276 4854</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>3.9</td>\n",
       "      <td>[{'author_name': 'Al Reust', 'author_url': 'ht...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>http://www.azulromero.com/</td>\n",
       "      <td>[3, 4, 5, 4, 1]</td>\n",
       "      <td>['This is interesting, as it appears to be be ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6225929, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 1052, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>{'compound_code': 'JQFG+2M Puerto Vallarta, Ja...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 270 9397</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>[{'author_name': 'Daniel Chilldres', 'author_u...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>https://www.airbnb.mx/rooms/23351610</td>\n",
       "      <td>[5, 4, 5, 5, 5]</td>\n",
       "      <td>['I loved it here!', 'The place is clean, plea...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  business_status                                           geometry  \\\n",
       "0     OPERATIONAL  {'location': {'lat': 20.6939009, 'lng': -105.2...   \n",
       "1     OPERATIONAL  {'location': {'lat': 20.6920731, 'lng': -105.2...   \n",
       "3     OPERATIONAL  {'location': {'lat': 20.6939068, 'lng': -105.2...   \n",
       "5     OPERATIONAL  {'location': {'lat': 20.6241471, 'lng': -105.2...   \n",
       "9     OPERATIONAL  {'location': {'lat': 20.6225929, 'lng': -105.2...   \n",
       "\n",
       "                                                icon  \\\n",
       "0  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "1  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "3  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "5  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "9  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "\n",
       "                                              name_x        opening_hours  \\\n",
       "0                                     casa LAS PIÑAS  {'open_now': False}   \n",
       "1               Villas Victoria Confort Jarretaderas   {'open_now': True}   \n",
       "3                             Hotel Posada Alejandra                  NaN   \n",
       "5                                  Hotel Azul Romero   {'open_now': True}   \n",
       "9  Vacational Apartment Apartamento Vacacional De...                  NaN   \n",
       "\n",
       "                                              photos  \\\n",
       "0  [{'height': 640, 'html_attributions': ['<a hre...   \n",
       "1                                                NaN   \n",
       "3  [{'height': 349, 'html_attributions': ['<a hre...   \n",
       "5  [{'height': 3120, 'html_attributions': ['<a hr...   \n",
       "9  [{'height': 1052, 'html_attributions': ['<a hr...   \n",
       "\n",
       "                      place_id  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ   \n",
       "3  ChIJB2Yha4NGIYQRE-GTtF_VSAU   \n",
       "5  ChIJFW5JHF5FIYQRogsYTW-KvMI   \n",
       "9  ChIJ9321RV5FIYQRwnf0qJkeIqU   \n",
       "\n",
       "                                           plus_code  rating_x  \\\n",
       "0  {'compound_code': 'MPVG+H8 Jarretaderas, Nayar...       4.6   \n",
       "1  {'compound_code': 'MPRG+R4 Jarretaderas, Nayar...       5.0   \n",
       "3  {'compound_code': 'MPVF+HF Jarretaderas, Nayar...       4.0   \n",
       "5  {'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...       3.9   \n",
       "9  {'compound_code': 'JQFG+2M Puerto Vallarta, Ja...       4.8   \n",
       "\n",
       "                     reference  ... price_level_x international_phone_number  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU  ...           NaN           +52 322 102 8516   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ  ...           NaN           +52 322 297 0093   \n",
       "3  ChIJB2Yha4NGIYQRE-GTtF_VSAU  ...           NaN           +52 322 135 6145   \n",
       "5  ChIJFW5JHF5FIYQRogsYTW-KvMI  ...           NaN           +52 322 276 4854   \n",
       "9  ChIJ9321RV5FIYQRwnf0qJkeIqU  ...           NaN           +52 322 270 9397   \n",
       "\n",
       "                                              name_y rating_y  \\\n",
       "0                                     casa LAS PIÑAS      4.6   \n",
       "1               Villas Victoria Confort Jarretaderas      5.0   \n",
       "3                             Hotel Posada Alejandra      4.0   \n",
       "5                                  Hotel Azul Romero      3.9   \n",
       "9  Vacational Apartment Apartamento Vacacional De...      4.8   \n",
       "\n",
       "                                             reviews user_ratings_total_y  \\\n",
       "0  [{'author_name': 'Jovita Garcia Fernandez', 'a...                  8.0   \n",
       "1  [{'author_name': 'anahi chavez', 'author_url':...                  1.0   \n",
       "3  [{'author_name': 'Juan Carlos Lopez', 'author_...                 54.0   \n",
       "5  [{'author_name': 'Al Reust', 'author_url': 'ht...                 11.0   \n",
       "9  [{'author_name': 'Daniel Chilldres', 'author_u...                 11.0   \n",
       "\n",
       "                                             website      all_ratings  \\\n",
       "0   https://www.facebook.com/departamentos.laspinas/  [5, 5, 5, 5, 5]   \n",
       "1             https://www.villasvictoriacomfort.com/              [5]   \n",
       "3  https://www.google.com/url?sa=t&source=web&rct...  [3, 4, 3, 3, 5]   \n",
       "5                         http://www.azulromero.com/  [3, 4, 5, 4, 1]   \n",
       "9               https://www.airbnb.mx/rooms/23351610  [5, 4, 5, 5, 5]   \n",
       "\n",
       "                                         all_reviews  price_level_y  \n",
       "0  ['An excellent place has all the comforts', 'I...            NaN  \n",
       "1  ['It was more than I expected! Cheap, spacious...            NaN  \n",
       "3  [\"Just for one night it's alright\", 'Discreet'...            NaN  \n",
       "5  ['This is interesting, as it appears to be be ...            NaN  \n",
       "9  ['I loved it here!', 'The place is clean, plea...            NaN  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(442, 24)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939009, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 640, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>{'compound_code': 'MPVG+H8 Jarretaderas, Nayar...</td>\n",
       "      <td>4.6</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 102 8516</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>4.6</td>\n",
       "      <td>[{'author_name': 'Jovita Garcia Fernandez', 'a...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>https://www.facebook.com/departamentos.laspinas/</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['An excellent place has all the comforts', 'I...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6920731, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>{'compound_code': 'MPRG+R4 Jarretaderas, Nayar...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 297 0093</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'anahi chavez', 'author_url':...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https://www.villasvictoriacomfort.com/</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['It was more than I expected! Cheap, spacious...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939068, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 349, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>{'compound_code': 'MPVF+HF Jarretaderas, Nayar...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 135 6145</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[{'author_name': 'Juan Carlos Lopez', 'author_...</td>\n",
       "      <td>54.0</td>\n",
       "      <td>https://www.google.com/url?sa=t&amp;source=web&amp;rct...</td>\n",
       "      <td>[3, 4, 3, 3, 5]</td>\n",
       "      <td>[\"Just for one night it's alright\", 'Discreet'...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6241471, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 3120, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>{'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...</td>\n",
       "      <td>3.9</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 276 4854</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>3.9</td>\n",
       "      <td>[{'author_name': 'Al Reust', 'author_url': 'ht...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>http://www.azulromero.com/</td>\n",
       "      <td>[3, 4, 5, 4, 1]</td>\n",
       "      <td>['This is interesting, as it appears to be be ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6225929, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 1052, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>{'compound_code': 'JQFG+2M Puerto Vallarta, Ja...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 270 9397</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>[{'author_name': 'Daniel Chilldres', 'author_u...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>https://www.airbnb.mx/rooms/23351610</td>\n",
       "      <td>[5, 4, 5, 5, 5]</td>\n",
       "      <td>['I loved it here!', 'The place is clean, plea...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  business_status                                           geometry  \\\n",
       "0     OPERATIONAL  {'location': {'lat': 20.6939009, 'lng': -105.2...   \n",
       "1     OPERATIONAL  {'location': {'lat': 20.6920731, 'lng': -105.2...   \n",
       "2     OPERATIONAL  {'location': {'lat': 20.6939068, 'lng': -105.2...   \n",
       "3     OPERATIONAL  {'location': {'lat': 20.6241471, 'lng': -105.2...   \n",
       "4     OPERATIONAL  {'location': {'lat': 20.6225929, 'lng': -105.2...   \n",
       "\n",
       "                                                icon  \\\n",
       "0  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "1  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "2  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "3  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "4  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "\n",
       "                                              name_x        opening_hours  \\\n",
       "0                                     casa LAS PIÑAS  {'open_now': False}   \n",
       "1               Villas Victoria Confort Jarretaderas   {'open_now': True}   \n",
       "2                             Hotel Posada Alejandra                  NaN   \n",
       "3                                  Hotel Azul Romero   {'open_now': True}   \n",
       "4  Vacational Apartment Apartamento Vacacional De...                  NaN   \n",
       "\n",
       "                                              photos  \\\n",
       "0  [{'height': 640, 'html_attributions': ['<a hre...   \n",
       "1                                                NaN   \n",
       "2  [{'height': 349, 'html_attributions': ['<a hre...   \n",
       "3  [{'height': 3120, 'html_attributions': ['<a hr...   \n",
       "4  [{'height': 1052, 'html_attributions': ['<a hr...   \n",
       "\n",
       "                      place_id  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ   \n",
       "2  ChIJB2Yha4NGIYQRE-GTtF_VSAU   \n",
       "3  ChIJFW5JHF5FIYQRogsYTW-KvMI   \n",
       "4  ChIJ9321RV5FIYQRwnf0qJkeIqU   \n",
       "\n",
       "                                           plus_code  rating_x  \\\n",
       "0  {'compound_code': 'MPVG+H8 Jarretaderas, Nayar...       4.6   \n",
       "1  {'compound_code': 'MPRG+R4 Jarretaderas, Nayar...       5.0   \n",
       "2  {'compound_code': 'MPVF+HF Jarretaderas, Nayar...       4.0   \n",
       "3  {'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...       3.9   \n",
       "4  {'compound_code': 'JQFG+2M Puerto Vallarta, Ja...       4.8   \n",
       "\n",
       "                     reference  ... price_level_x international_phone_number  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU  ...           NaN           +52 322 102 8516   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ  ...           NaN           +52 322 297 0093   \n",
       "2  ChIJB2Yha4NGIYQRE-GTtF_VSAU  ...           NaN           +52 322 135 6145   \n",
       "3  ChIJFW5JHF5FIYQRogsYTW-KvMI  ...           NaN           +52 322 276 4854   \n",
       "4  ChIJ9321RV5FIYQRwnf0qJkeIqU  ...           NaN           +52 322 270 9397   \n",
       "\n",
       "                                              name_y rating_y  \\\n",
       "0                                     casa LAS PIÑAS      4.6   \n",
       "1               Villas Victoria Confort Jarretaderas      5.0   \n",
       "2                             Hotel Posada Alejandra      4.0   \n",
       "3                                  Hotel Azul Romero      3.9   \n",
       "4  Vacational Apartment Apartamento Vacacional De...      4.8   \n",
       "\n",
       "                                             reviews user_ratings_total_y  \\\n",
       "0  [{'author_name': 'Jovita Garcia Fernandez', 'a...                  8.0   \n",
       "1  [{'author_name': 'anahi chavez', 'author_url':...                  1.0   \n",
       "2  [{'author_name': 'Juan Carlos Lopez', 'author_...                 54.0   \n",
       "3  [{'author_name': 'Al Reust', 'author_url': 'ht...                 11.0   \n",
       "4  [{'author_name': 'Daniel Chilldres', 'author_u...                 11.0   \n",
       "\n",
       "                                             website      all_ratings  \\\n",
       "0   https://www.facebook.com/departamentos.laspinas/  [5, 5, 5, 5, 5]   \n",
       "1             https://www.villasvictoriacomfort.com/              [5]   \n",
       "2  https://www.google.com/url?sa=t&source=web&rct...  [3, 4, 3, 3, 5]   \n",
       "3                         http://www.azulromero.com/  [3, 4, 5, 4, 1]   \n",
       "4               https://www.airbnb.mx/rooms/23351610  [5, 4, 5, 5, 5]   \n",
       "\n",
       "                                         all_reviews  price_level_y  \n",
       "0  ['An excellent place has all the comforts', 'I...            NaN  \n",
       "1  ['It was more than I expected! Cheap, spacious...            NaN  \n",
       "2  [\"Just for one night it's alright\", 'Discreet'...            NaN  \n",
       "3  ['This is interesting, as it appears to be be ...            NaN  \n",
       "4  ['I loved it here!', 'The place is clean, plea...            NaN  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>442</td>\n",
       "      <td>442</td>\n",
       "      <td>442</td>\n",
       "      <td>442</td>\n",
       "      <td>189</td>\n",
       "      <td>385</td>\n",
       "      <td>442</td>\n",
       "      <td>440</td>\n",
       "      <td>442.000000</td>\n",
       "      <td>442</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>363</td>\n",
       "      <td>442</td>\n",
       "      <td>442.000000</td>\n",
       "      <td>442</td>\n",
       "      <td>442.000000</td>\n",
       "      <td>288</td>\n",
       "      <td>442</td>\n",
       "      <td>442</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>1</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>385</td>\n",
       "      <td>442</td>\n",
       "      <td>420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>442</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>337</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>442</td>\n",
       "      <td>NaN</td>\n",
       "      <td>281</td>\n",
       "      <td>213</td>\n",
       "      <td>392</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.65340699999999, 'lng':...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Villa Azul Celeste</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 766, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 226 4000</td>\n",
       "      <td>Villa Azul Celeste</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'author_name': 'Enrique Zuñiga', 'author_url...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.vidanta.com/web/nuevo-vallarta</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['']</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>442</td>\n",
       "      <td>6</td>\n",
       "      <td>416</td>\n",
       "      <td>3</td>\n",
       "      <td>146</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>68</td>\n",
       "      <td>39</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.431222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.430317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>323.083710</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.590839</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.590503</td>\n",
       "      <td>NaN</td>\n",
       "      <td>813.402238</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.875000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157.250000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6217.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       business_status                                           geometry  \\\n",
       "count              442                                                442   \n",
       "unique               1                                                436   \n",
       "top        OPERATIONAL  {'location': {'lat': 20.65340699999999, 'lng':...   \n",
       "freq               442                                                  6   \n",
       "mean               NaN                                                NaN   \n",
       "std                NaN                                                NaN   \n",
       "min                NaN                                                NaN   \n",
       "25%                NaN                                                NaN   \n",
       "50%                NaN                                                NaN   \n",
       "75%                NaN                                                NaN   \n",
       "max                NaN                                                NaN   \n",
       "\n",
       "                                                     icon              name_x  \\\n",
       "count                                                 442                 442   \n",
       "unique                                                  4                 436   \n",
       "top     https://maps.gstatic.com/mapfiles/place_api/ic...  Villa Azul Celeste   \n",
       "freq                                                  416                   3   \n",
       "mean                                                  NaN                 NaN   \n",
       "std                                                   NaN                 NaN   \n",
       "min                                                   NaN                 NaN   \n",
       "25%                                                   NaN                 NaN   \n",
       "50%                                                   NaN                 NaN   \n",
       "75%                                                   NaN                 NaN   \n",
       "max                                                   NaN                 NaN   \n",
       "\n",
       "             opening_hours                                             photos  \\\n",
       "count                  189                                                385   \n",
       "unique                   2                                                385   \n",
       "top     {'open_now': True}  [{'height': 766, 'html_attributions': ['<a hre...   \n",
       "freq                   146                                                  1   \n",
       "mean                   NaN                                                NaN   \n",
       "std                    NaN                                                NaN   \n",
       "min                    NaN                                                NaN   \n",
       "25%                    NaN                                                NaN   \n",
       "50%                    NaN                                                NaN   \n",
       "75%                    NaN                                                NaN   \n",
       "max                    NaN                                                NaN   \n",
       "\n",
       "                           place_id  \\\n",
       "count                           442   \n",
       "unique                          442   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE   \n",
       "freq                              1   \n",
       "mean                            NaN   \n",
       "std                             NaN   \n",
       "min                             NaN   \n",
       "25%                             NaN   \n",
       "50%                             NaN   \n",
       "75%                             NaN   \n",
       "max                             NaN   \n",
       "\n",
       "                                                plus_code    rating_x  \\\n",
       "count                                                 440  442.000000   \n",
       "unique                                                420         NaN   \n",
       "top     {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...         NaN   \n",
       "freq                                                    6         NaN   \n",
       "mean                                                  NaN    4.431222   \n",
       "std                                                   NaN    0.590839   \n",
       "min                                                   NaN    1.000000   \n",
       "25%                                                   NaN    4.200000   \n",
       "50%                                                   NaN    4.500000   \n",
       "75%                                                   NaN    4.875000   \n",
       "max                                                   NaN    5.000000   \n",
       "\n",
       "                          reference  ... price_level_x  \\\n",
       "count                           442  ...           1.0   \n",
       "unique                          442  ...           NaN   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE  ...           NaN   \n",
       "freq                              1  ...           NaN   \n",
       "mean                            NaN  ...           2.0   \n",
       "std                             NaN  ...           NaN   \n",
       "min                             NaN  ...           2.0   \n",
       "25%                             NaN  ...           2.0   \n",
       "50%                             NaN  ...           2.0   \n",
       "75%                             NaN  ...           2.0   \n",
       "max                             NaN  ...           2.0   \n",
       "\n",
       "       international_phone_number              name_y    rating_y  \\\n",
       "count                         363                 442  442.000000   \n",
       "unique                        337                 436         NaN   \n",
       "top              +52 322 226 4000  Villa Azul Celeste         NaN   \n",
       "freq                           10                   3         NaN   \n",
       "mean                          NaN                 NaN    4.430317   \n",
       "std                           NaN                 NaN    0.590503   \n",
       "min                           NaN                 NaN    1.000000   \n",
       "25%                           NaN                 NaN    4.200000   \n",
       "50%                           NaN                 NaN    4.500000   \n",
       "75%                           NaN                 NaN    4.800000   \n",
       "max                           NaN                 NaN    5.000000   \n",
       "\n",
       "                                                  reviews  \\\n",
       "count                                                 442   \n",
       "unique                                                442   \n",
       "top     [{'author_name': 'Enrique Zuñiga', 'author_url...   \n",
       "freq                                                    1   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "       user_ratings_total_y                                     website  \\\n",
       "count            442.000000                                         288   \n",
       "unique                  NaN                                         281   \n",
       "top                     NaN  https://www.vidanta.com/web/nuevo-vallarta   \n",
       "freq                    NaN                                           3   \n",
       "mean             323.083710                                         NaN   \n",
       "std              813.402238                                         NaN   \n",
       "min                1.000000                                         NaN   \n",
       "25%                4.000000                                         NaN   \n",
       "50%               22.500000                                         NaN   \n",
       "75%              157.250000                                         NaN   \n",
       "max             6217.000000                                         NaN   \n",
       "\n",
       "            all_ratings all_reviews  price_level_y  \n",
       "count               442         442            1.0  \n",
       "unique              213         392            NaN  \n",
       "top     [5, 5, 5, 5, 5]        ['']            NaN  \n",
       "freq                 68          39            NaN  \n",
       "mean                NaN         NaN            2.0  \n",
       "std                 NaN         NaN            NaN  \n",
       "min                 NaN         NaN            2.0  \n",
       "25%                 NaN         NaN            2.0  \n",
       "50%                 NaN         NaN            2.0  \n",
       "75%                 NaN         NaN            2.0  \n",
       "max                 NaN         NaN            2.0  \n",
       "\n",
       "[11 rows x 24 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1[df1['all_reviews']!=\"['']\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>403</td>\n",
       "      <td>403</td>\n",
       "      <td>403</td>\n",
       "      <td>403</td>\n",
       "      <td>185</td>\n",
       "      <td>368</td>\n",
       "      <td>403</td>\n",
       "      <td>401</td>\n",
       "      <td>403.000000</td>\n",
       "      <td>403</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>340</td>\n",
       "      <td>403</td>\n",
       "      <td>403.00000</td>\n",
       "      <td>403</td>\n",
       "      <td>403.000000</td>\n",
       "      <td>272</td>\n",
       "      <td>403</td>\n",
       "      <td>403</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>1</td>\n",
       "      <td>399</td>\n",
       "      <td>4</td>\n",
       "      <td>399</td>\n",
       "      <td>2</td>\n",
       "      <td>368</td>\n",
       "      <td>403</td>\n",
       "      <td>387</td>\n",
       "      <td>NaN</td>\n",
       "      <td>403</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>317</td>\n",
       "      <td>399</td>\n",
       "      <td>NaN</td>\n",
       "      <td>403</td>\n",
       "      <td>NaN</td>\n",
       "      <td>266</td>\n",
       "      <td>211</td>\n",
       "      <td>391</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.65340699999999, 'lng':...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Puerto Vallarta</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 766, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 226 4000</td>\n",
       "      <td>Puerto Vallarta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'author_name': 'Goliat911 Rodriguez', 'autho...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.vidanta.com/web/nuevo-vallarta</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['', '']</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>403</td>\n",
       "      <td>4</td>\n",
       "      <td>378</td>\n",
       "      <td>2</td>\n",
       "      <td>142</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>68</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.418362</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.41737</td>\n",
       "      <td>NaN</td>\n",
       "      <td>354.253102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.526899</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.52646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>845.442164</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.20000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.50000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.80000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>186.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6217.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       business_status                                           geometry  \\\n",
       "count              403                                                403   \n",
       "unique               1                                                399   \n",
       "top        OPERATIONAL  {'location': {'lat': 20.65340699999999, 'lng':...   \n",
       "freq               403                                                  4   \n",
       "mean               NaN                                                NaN   \n",
       "std                NaN                                                NaN   \n",
       "min                NaN                                                NaN   \n",
       "25%                NaN                                                NaN   \n",
       "50%                NaN                                                NaN   \n",
       "75%                NaN                                                NaN   \n",
       "max                NaN                                                NaN   \n",
       "\n",
       "                                                     icon           name_x  \\\n",
       "count                                                 403              403   \n",
       "unique                                                  4              399   \n",
       "top     https://maps.gstatic.com/mapfiles/place_api/ic...  Puerto Vallarta   \n",
       "freq                                                  378                2   \n",
       "mean                                                  NaN              NaN   \n",
       "std                                                   NaN              NaN   \n",
       "min                                                   NaN              NaN   \n",
       "25%                                                   NaN              NaN   \n",
       "50%                                                   NaN              NaN   \n",
       "75%                                                   NaN              NaN   \n",
       "max                                                   NaN              NaN   \n",
       "\n",
       "             opening_hours                                             photos  \\\n",
       "count                  185                                                368   \n",
       "unique                   2                                                368   \n",
       "top     {'open_now': True}  [{'height': 766, 'html_attributions': ['<a hre...   \n",
       "freq                   142                                                  1   \n",
       "mean                   NaN                                                NaN   \n",
       "std                    NaN                                                NaN   \n",
       "min                    NaN                                                NaN   \n",
       "25%                    NaN                                                NaN   \n",
       "50%                    NaN                                                NaN   \n",
       "75%                    NaN                                                NaN   \n",
       "max                    NaN                                                NaN   \n",
       "\n",
       "                           place_id  \\\n",
       "count                           403   \n",
       "unique                          403   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE   \n",
       "freq                              1   \n",
       "mean                            NaN   \n",
       "std                             NaN   \n",
       "min                             NaN   \n",
       "25%                             NaN   \n",
       "50%                             NaN   \n",
       "75%                             NaN   \n",
       "max                             NaN   \n",
       "\n",
       "                                                plus_code    rating_x  \\\n",
       "count                                                 401  403.000000   \n",
       "unique                                                387         NaN   \n",
       "top     {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...         NaN   \n",
       "freq                                                    4         NaN   \n",
       "mean                                                  NaN    4.418362   \n",
       "std                                                   NaN    0.526899   \n",
       "min                                                   NaN    1.000000   \n",
       "25%                                                   NaN    4.200000   \n",
       "50%                                                   NaN    4.500000   \n",
       "75%                                                   NaN    4.800000   \n",
       "max                                                   NaN    5.000000   \n",
       "\n",
       "                          reference  ... price_level_x  \\\n",
       "count                           403  ...           1.0   \n",
       "unique                          403  ...           NaN   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE  ...           NaN   \n",
       "freq                              1  ...           NaN   \n",
       "mean                            NaN  ...           2.0   \n",
       "std                             NaN  ...           NaN   \n",
       "min                             NaN  ...           2.0   \n",
       "25%                             NaN  ...           2.0   \n",
       "50%                             NaN  ...           2.0   \n",
       "75%                             NaN  ...           2.0   \n",
       "max                             NaN  ...           2.0   \n",
       "\n",
       "       international_phone_number           name_y   rating_y  \\\n",
       "count                         340              403  403.00000   \n",
       "unique                        317              399        NaN   \n",
       "top              +52 322 226 4000  Puerto Vallarta        NaN   \n",
       "freq                           10                2        NaN   \n",
       "mean                          NaN              NaN    4.41737   \n",
       "std                           NaN              NaN    0.52646   \n",
       "min                           NaN              NaN    1.00000   \n",
       "25%                           NaN              NaN    4.20000   \n",
       "50%                           NaN              NaN    4.50000   \n",
       "75%                           NaN              NaN    4.80000   \n",
       "max                           NaN              NaN    5.00000   \n",
       "\n",
       "                                                  reviews  \\\n",
       "count                                                 403   \n",
       "unique                                                403   \n",
       "top     [{'author_name': 'Goliat911 Rodriguez', 'autho...   \n",
       "freq                                                    1   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "       user_ratings_total_y                                     website  \\\n",
       "count            403.000000                                         272   \n",
       "unique                  NaN                                         266   \n",
       "top                     NaN  https://www.vidanta.com/web/nuevo-vallarta   \n",
       "freq                    NaN                                           3   \n",
       "mean             354.253102                                         NaN   \n",
       "std              845.442164                                         NaN   \n",
       "min                1.000000                                         NaN   \n",
       "25%                5.500000                                         NaN   \n",
       "50%               29.000000                                         NaN   \n",
       "75%              186.500000                                         NaN   \n",
       "max             6217.000000                                         NaN   \n",
       "\n",
       "            all_ratings all_reviews  price_level_y  \n",
       "count               403         403            1.0  \n",
       "unique              211         391            NaN  \n",
       "top     [5, 5, 5, 5, 5]    ['', '']            NaN  \n",
       "freq                 68           8            NaN  \n",
       "mean                NaN         NaN            2.0  \n",
       "std                 NaN         NaN            NaN  \n",
       "min                 NaN         NaN            2.0  \n",
       "25%                 NaN         NaN            2.0  \n",
       "50%                 NaN         NaN            2.0  \n",
       "75%                 NaN         NaN            2.0  \n",
       "max                 NaN         NaN            2.0  \n",
       "\n",
       "[11 rows x 24 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1[df1['all_reviews']!=\"['', '']\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>395</td>\n",
       "      <td>395</td>\n",
       "      <td>395</td>\n",
       "      <td>395</td>\n",
       "      <td>185</td>\n",
       "      <td>366</td>\n",
       "      <td>395</td>\n",
       "      <td>394</td>\n",
       "      <td>395.000000</td>\n",
       "      <td>395</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>335</td>\n",
       "      <td>395</td>\n",
       "      <td>395.000000</td>\n",
       "      <td>395</td>\n",
       "      <td>395.000000</td>\n",
       "      <td>268</td>\n",
       "      <td>395</td>\n",
       "      <td>395</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>1</td>\n",
       "      <td>392</td>\n",
       "      <td>4</td>\n",
       "      <td>391</td>\n",
       "      <td>2</td>\n",
       "      <td>366</td>\n",
       "      <td>395</td>\n",
       "      <td>380</td>\n",
       "      <td>NaN</td>\n",
       "      <td>395</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>313</td>\n",
       "      <td>391</td>\n",
       "      <td>NaN</td>\n",
       "      <td>395</td>\n",
       "      <td>NaN</td>\n",
       "      <td>262</td>\n",
       "      <td>208</td>\n",
       "      <td>390</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.65340699999999, 'lng':...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hyatt Ziva Puerto Vallarta</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 766, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 226 4000</td>\n",
       "      <td>Hyatt Ziva Puerto Vallarta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'author_name': 'Goliat911 Rodriguez', 'autho...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.vidanta.com/web/nuevo-vallarta</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['', '', '']</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>395</td>\n",
       "      <td>3</td>\n",
       "      <td>371</td>\n",
       "      <td>2</td>\n",
       "      <td>142</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>68</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.425570</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.424557</td>\n",
       "      <td>NaN</td>\n",
       "      <td>361.387342</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.500892</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.500436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>852.475886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>188.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6217.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       business_status                                           geometry  \\\n",
       "count              395                                                395   \n",
       "unique               1                                                392   \n",
       "top        OPERATIONAL  {'location': {'lat': 20.65340699999999, 'lng':...   \n",
       "freq               395                                                  3   \n",
       "mean               NaN                                                NaN   \n",
       "std                NaN                                                NaN   \n",
       "min                NaN                                                NaN   \n",
       "25%                NaN                                                NaN   \n",
       "50%                NaN                                                NaN   \n",
       "75%                NaN                                                NaN   \n",
       "max                NaN                                                NaN   \n",
       "\n",
       "                                                     icon  \\\n",
       "count                                                 395   \n",
       "unique                                                  4   \n",
       "top     https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "freq                                                  371   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "                            name_x       opening_hours  \\\n",
       "count                          395                 185   \n",
       "unique                         391                   2   \n",
       "top     Hyatt Ziva Puerto Vallarta  {'open_now': True}   \n",
       "freq                             2                 142   \n",
       "mean                           NaN                 NaN   \n",
       "std                            NaN                 NaN   \n",
       "min                            NaN                 NaN   \n",
       "25%                            NaN                 NaN   \n",
       "50%                            NaN                 NaN   \n",
       "75%                            NaN                 NaN   \n",
       "max                            NaN                 NaN   \n",
       "\n",
       "                                                   photos  \\\n",
       "count                                                 366   \n",
       "unique                                                366   \n",
       "top     [{'height': 766, 'html_attributions': ['<a hre...   \n",
       "freq                                                    1   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "                           place_id  \\\n",
       "count                           395   \n",
       "unique                          395   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE   \n",
       "freq                              1   \n",
       "mean                            NaN   \n",
       "std                             NaN   \n",
       "min                             NaN   \n",
       "25%                             NaN   \n",
       "50%                             NaN   \n",
       "75%                             NaN   \n",
       "max                             NaN   \n",
       "\n",
       "                                                plus_code    rating_x  \\\n",
       "count                                                 394  395.000000   \n",
       "unique                                                380         NaN   \n",
       "top     {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...         NaN   \n",
       "freq                                                    4         NaN   \n",
       "mean                                                  NaN    4.425570   \n",
       "std                                                   NaN    0.500892   \n",
       "min                                                   NaN    1.000000   \n",
       "25%                                                   NaN    4.200000   \n",
       "50%                                                   NaN    4.500000   \n",
       "75%                                                   NaN    4.800000   \n",
       "max                                                   NaN    5.000000   \n",
       "\n",
       "                          reference  ... price_level_x  \\\n",
       "count                           395  ...           1.0   \n",
       "unique                          395  ...           NaN   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE  ...           NaN   \n",
       "freq                              1  ...           NaN   \n",
       "mean                            NaN  ...           2.0   \n",
       "std                             NaN  ...           NaN   \n",
       "min                             NaN  ...           2.0   \n",
       "25%                             NaN  ...           2.0   \n",
       "50%                             NaN  ...           2.0   \n",
       "75%                             NaN  ...           2.0   \n",
       "max                             NaN  ...           2.0   \n",
       "\n",
       "       international_phone_number                      name_y    rating_y  \\\n",
       "count                         335                         395  395.000000   \n",
       "unique                        313                         391         NaN   \n",
       "top              +52 322 226 4000  Hyatt Ziva Puerto Vallarta         NaN   \n",
       "freq                           10                           2         NaN   \n",
       "mean                          NaN                         NaN    4.424557   \n",
       "std                           NaN                         NaN    0.500436   \n",
       "min                           NaN                         NaN    1.000000   \n",
       "25%                           NaN                         NaN    4.200000   \n",
       "50%                           NaN                         NaN    4.500000   \n",
       "75%                           NaN                         NaN    4.800000   \n",
       "max                           NaN                         NaN    5.000000   \n",
       "\n",
       "                                                  reviews  \\\n",
       "count                                                 395   \n",
       "unique                                                395   \n",
       "top     [{'author_name': 'Goliat911 Rodriguez', 'autho...   \n",
       "freq                                                    1   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "       user_ratings_total_y                                     website  \\\n",
       "count            395.000000                                         268   \n",
       "unique                  NaN                                         262   \n",
       "top                     NaN  https://www.vidanta.com/web/nuevo-vallarta   \n",
       "freq                    NaN                                           3   \n",
       "mean             361.387342                                         NaN   \n",
       "std              852.475886                                         NaN   \n",
       "min                1.000000                                         NaN   \n",
       "25%                6.000000                                         NaN   \n",
       "50%               32.000000                                         NaN   \n",
       "75%              188.000000                                         NaN   \n",
       "max             6217.000000                                         NaN   \n",
       "\n",
       "            all_ratings   all_reviews  price_level_y  \n",
       "count               395           395            1.0  \n",
       "unique              208           390            NaN  \n",
       "top     [5, 5, 5, 5, 5]  ['', '', '']            NaN  \n",
       "freq                 68             3            NaN  \n",
       "mean                NaN           NaN            2.0  \n",
       "std                 NaN           NaN            NaN  \n",
       "min                 NaN           NaN            2.0  \n",
       "25%                 NaN           NaN            2.0  \n",
       "50%                 NaN           NaN            2.0  \n",
       "75%                 NaN           NaN            2.0  \n",
       "max                 NaN           NaN            2.0  \n",
       "\n",
       "[11 rows x 24 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1[df1['all_reviews']!=\"['', '', '']\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>392</td>\n",
       "      <td>392</td>\n",
       "      <td>392</td>\n",
       "      <td>392</td>\n",
       "      <td>184</td>\n",
       "      <td>364</td>\n",
       "      <td>392</td>\n",
       "      <td>391</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>333</td>\n",
       "      <td>392</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>268</td>\n",
       "      <td>392</td>\n",
       "      <td>392</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>1</td>\n",
       "      <td>389</td>\n",
       "      <td>4</td>\n",
       "      <td>388</td>\n",
       "      <td>2</td>\n",
       "      <td>364</td>\n",
       "      <td>392</td>\n",
       "      <td>377</td>\n",
       "      <td>NaN</td>\n",
       "      <td>392</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>311</td>\n",
       "      <td>388</td>\n",
       "      <td>NaN</td>\n",
       "      <td>392</td>\n",
       "      <td>NaN</td>\n",
       "      <td>262</td>\n",
       "      <td>207</td>\n",
       "      <td>389</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.65340699999999, 'lng':...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hyatt Ziva Puerto Vallarta</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 766, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 226 4000</td>\n",
       "      <td>Hyatt Ziva Puerto Vallarta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'author_name': 'Luis Alberto Morales Sanchez...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.vidanta.com/web/nuevo-vallarta</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['', '', '', '']</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>392</td>\n",
       "      <td>3</td>\n",
       "      <td>368</td>\n",
       "      <td>2</td>\n",
       "      <td>141</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>68</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.425255</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.424235</td>\n",
       "      <td>NaN</td>\n",
       "      <td>364.130102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.500435</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.499974</td>\n",
       "      <td>NaN</td>\n",
       "      <td>855.159593</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>188.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6217.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       business_status                                           geometry  \\\n",
       "count              392                                                392   \n",
       "unique               1                                                389   \n",
       "top        OPERATIONAL  {'location': {'lat': 20.65340699999999, 'lng':...   \n",
       "freq               392                                                  3   \n",
       "mean               NaN                                                NaN   \n",
       "std                NaN                                                NaN   \n",
       "min                NaN                                                NaN   \n",
       "25%                NaN                                                NaN   \n",
       "50%                NaN                                                NaN   \n",
       "75%                NaN                                                NaN   \n",
       "max                NaN                                                NaN   \n",
       "\n",
       "                                                     icon  \\\n",
       "count                                                 392   \n",
       "unique                                                  4   \n",
       "top     https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "freq                                                  368   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "                            name_x       opening_hours  \\\n",
       "count                          392                 184   \n",
       "unique                         388                   2   \n",
       "top     Hyatt Ziva Puerto Vallarta  {'open_now': True}   \n",
       "freq                             2                 141   \n",
       "mean                           NaN                 NaN   \n",
       "std                            NaN                 NaN   \n",
       "min                            NaN                 NaN   \n",
       "25%                            NaN                 NaN   \n",
       "50%                            NaN                 NaN   \n",
       "75%                            NaN                 NaN   \n",
       "max                            NaN                 NaN   \n",
       "\n",
       "                                                   photos  \\\n",
       "count                                                 364   \n",
       "unique                                                364   \n",
       "top     [{'height': 766, 'html_attributions': ['<a hre...   \n",
       "freq                                                    1   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "                           place_id  \\\n",
       "count                           392   \n",
       "unique                          392   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE   \n",
       "freq                              1   \n",
       "mean                            NaN   \n",
       "std                             NaN   \n",
       "min                             NaN   \n",
       "25%                             NaN   \n",
       "50%                             NaN   \n",
       "75%                             NaN   \n",
       "max                             NaN   \n",
       "\n",
       "                                                plus_code    rating_x  \\\n",
       "count                                                 391  392.000000   \n",
       "unique                                                377         NaN   \n",
       "top     {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...         NaN   \n",
       "freq                                                    4         NaN   \n",
       "mean                                                  NaN    4.425255   \n",
       "std                                                   NaN    0.500435   \n",
       "min                                                   NaN    1.000000   \n",
       "25%                                                   NaN    4.200000   \n",
       "50%                                                   NaN    4.500000   \n",
       "75%                                                   NaN    4.800000   \n",
       "max                                                   NaN    5.000000   \n",
       "\n",
       "                          reference  ... price_level_x  \\\n",
       "count                           392  ...           1.0   \n",
       "unique                          392  ...           NaN   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE  ...           NaN   \n",
       "freq                              1  ...           NaN   \n",
       "mean                            NaN  ...           2.0   \n",
       "std                             NaN  ...           NaN   \n",
       "min                             NaN  ...           2.0   \n",
       "25%                             NaN  ...           2.0   \n",
       "50%                             NaN  ...           2.0   \n",
       "75%                             NaN  ...           2.0   \n",
       "max                             NaN  ...           2.0   \n",
       "\n",
       "       international_phone_number                      name_y    rating_y  \\\n",
       "count                         333                         392  392.000000   \n",
       "unique                        311                         388         NaN   \n",
       "top              +52 322 226 4000  Hyatt Ziva Puerto Vallarta         NaN   \n",
       "freq                           10                           2         NaN   \n",
       "mean                          NaN                         NaN    4.424235   \n",
       "std                           NaN                         NaN    0.499974   \n",
       "min                           NaN                         NaN    1.000000   \n",
       "25%                           NaN                         NaN    4.200000   \n",
       "50%                           NaN                         NaN    4.500000   \n",
       "75%                           NaN                         NaN    4.800000   \n",
       "max                           NaN                         NaN    5.000000   \n",
       "\n",
       "                                                  reviews  \\\n",
       "count                                                 392   \n",
       "unique                                                392   \n",
       "top     [{'author_name': 'Luis Alberto Morales Sanchez...   \n",
       "freq                                                    1   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "       user_ratings_total_y                                     website  \\\n",
       "count            392.000000                                         268   \n",
       "unique                  NaN                                         262   \n",
       "top                     NaN  https://www.vidanta.com/web/nuevo-vallarta   \n",
       "freq                    NaN                                           3   \n",
       "mean             364.130102                                         NaN   \n",
       "std              855.159593                                         NaN   \n",
       "min                1.000000                                         NaN   \n",
       "25%                6.000000                                         NaN   \n",
       "50%               33.000000                                         NaN   \n",
       "75%              188.500000                                         NaN   \n",
       "max             6217.000000                                         NaN   \n",
       "\n",
       "            all_ratings       all_reviews  price_level_y  \n",
       "count               392               392            1.0  \n",
       "unique              207               389            NaN  \n",
       "top     [5, 5, 5, 5, 5]  ['', '', '', '']            NaN  \n",
       "freq                 68                 3            NaN  \n",
       "mean                NaN               NaN            2.0  \n",
       "std                 NaN               NaN            NaN  \n",
       "min                 NaN               NaN            2.0  \n",
       "25%                 NaN               NaN            2.0  \n",
       "50%                 NaN               NaN            2.0  \n",
       "75%                 NaN               NaN            2.0  \n",
       "max                 NaN               NaN            2.0  \n",
       "\n",
       "[11 rows x 24 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1[df1['all_reviews']!=\"['', '', '', '']\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>389</td>\n",
       "      <td>389</td>\n",
       "      <td>389</td>\n",
       "      <td>389</td>\n",
       "      <td>183</td>\n",
       "      <td>362</td>\n",
       "      <td>389</td>\n",
       "      <td>388</td>\n",
       "      <td>389.000000</td>\n",
       "      <td>389</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>330</td>\n",
       "      <td>389</td>\n",
       "      <td>389.000000</td>\n",
       "      <td>389</td>\n",
       "      <td>389.000000</td>\n",
       "      <td>265</td>\n",
       "      <td>389</td>\n",
       "      <td>389</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>1</td>\n",
       "      <td>386</td>\n",
       "      <td>4</td>\n",
       "      <td>385</td>\n",
       "      <td>2</td>\n",
       "      <td>362</td>\n",
       "      <td>389</td>\n",
       "      <td>374</td>\n",
       "      <td>NaN</td>\n",
       "      <td>389</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>385</td>\n",
       "      <td>NaN</td>\n",
       "      <td>389</td>\n",
       "      <td>NaN</td>\n",
       "      <td>259</td>\n",
       "      <td>204</td>\n",
       "      <td>388</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.65340699999999, 'lng':...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Casa Corazon</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 766, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 226 4000</td>\n",
       "      <td>Casa Corazon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'author_name': 'Luis Alberto Morales Sanchez...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.vidanta.com/web/nuevo-vallarta</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['Good']</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>389</td>\n",
       "      <td>3</td>\n",
       "      <td>366</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>68</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.425450</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.424422</td>\n",
       "      <td>NaN</td>\n",
       "      <td>366.910026</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.501693</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.501230</td>\n",
       "      <td>NaN</td>\n",
       "      <td>857.869397</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6217.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       business_status                                           geometry  \\\n",
       "count              389                                                389   \n",
       "unique               1                                                386   \n",
       "top        OPERATIONAL  {'location': {'lat': 20.65340699999999, 'lng':...   \n",
       "freq               389                                                  3   \n",
       "mean               NaN                                                NaN   \n",
       "std                NaN                                                NaN   \n",
       "min                NaN                                                NaN   \n",
       "25%                NaN                                                NaN   \n",
       "50%                NaN                                                NaN   \n",
       "75%                NaN                                                NaN   \n",
       "max                NaN                                                NaN   \n",
       "\n",
       "                                                     icon        name_x  \\\n",
       "count                                                 389           389   \n",
       "unique                                                  4           385   \n",
       "top     https://maps.gstatic.com/mapfiles/place_api/ic...  Casa Corazon   \n",
       "freq                                                  366             2   \n",
       "mean                                                  NaN           NaN   \n",
       "std                                                   NaN           NaN   \n",
       "min                                                   NaN           NaN   \n",
       "25%                                                   NaN           NaN   \n",
       "50%                                                   NaN           NaN   \n",
       "75%                                                   NaN           NaN   \n",
       "max                                                   NaN           NaN   \n",
       "\n",
       "             opening_hours                                             photos  \\\n",
       "count                  183                                                362   \n",
       "unique                   2                                                362   \n",
       "top     {'open_now': True}  [{'height': 766, 'html_attributions': ['<a hre...   \n",
       "freq                   140                                                  1   \n",
       "mean                   NaN                                                NaN   \n",
       "std                    NaN                                                NaN   \n",
       "min                    NaN                                                NaN   \n",
       "25%                    NaN                                                NaN   \n",
       "50%                    NaN                                                NaN   \n",
       "75%                    NaN                                                NaN   \n",
       "max                    NaN                                                NaN   \n",
       "\n",
       "                           place_id  \\\n",
       "count                           389   \n",
       "unique                          389   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE   \n",
       "freq                              1   \n",
       "mean                            NaN   \n",
       "std                             NaN   \n",
       "min                             NaN   \n",
       "25%                             NaN   \n",
       "50%                             NaN   \n",
       "75%                             NaN   \n",
       "max                             NaN   \n",
       "\n",
       "                                                plus_code    rating_x  \\\n",
       "count                                                 388  389.000000   \n",
       "unique                                                374         NaN   \n",
       "top     {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...         NaN   \n",
       "freq                                                    4         NaN   \n",
       "mean                                                  NaN    4.425450   \n",
       "std                                                   NaN    0.501693   \n",
       "min                                                   NaN    1.000000   \n",
       "25%                                                   NaN    4.200000   \n",
       "50%                                                   NaN    4.500000   \n",
       "75%                                                   NaN    4.800000   \n",
       "max                                                   NaN    5.000000   \n",
       "\n",
       "                          reference  ... price_level_x  \\\n",
       "count                           389  ...           1.0   \n",
       "unique                          389  ...           NaN   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE  ...           NaN   \n",
       "freq                              1  ...           NaN   \n",
       "mean                            NaN  ...           2.0   \n",
       "std                             NaN  ...           NaN   \n",
       "min                             NaN  ...           2.0   \n",
       "25%                             NaN  ...           2.0   \n",
       "50%                             NaN  ...           2.0   \n",
       "75%                             NaN  ...           2.0   \n",
       "max                             NaN  ...           2.0   \n",
       "\n",
       "       international_phone_number        name_y    rating_y  \\\n",
       "count                         330           389  389.000000   \n",
       "unique                        309           385         NaN   \n",
       "top              +52 322 226 4000  Casa Corazon         NaN   \n",
       "freq                           10             2         NaN   \n",
       "mean                          NaN           NaN    4.424422   \n",
       "std                           NaN           NaN    0.501230   \n",
       "min                           NaN           NaN    1.000000   \n",
       "25%                           NaN           NaN    4.200000   \n",
       "50%                           NaN           NaN    4.500000   \n",
       "75%                           NaN           NaN    4.800000   \n",
       "max                           NaN           NaN    5.000000   \n",
       "\n",
       "                                                  reviews  \\\n",
       "count                                                 389   \n",
       "unique                                                389   \n",
       "top     [{'author_name': 'Luis Alberto Morales Sanchez...   \n",
       "freq                                                    1   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "       user_ratings_total_y                                     website  \\\n",
       "count            389.000000                                         265   \n",
       "unique                  NaN                                         259   \n",
       "top                     NaN  https://www.vidanta.com/web/nuevo-vallarta   \n",
       "freq                    NaN                                           3   \n",
       "mean             366.910026                                         NaN   \n",
       "std              857.869397                                         NaN   \n",
       "min                1.000000                                         NaN   \n",
       "25%                7.000000                                         NaN   \n",
       "50%               33.000000                                         NaN   \n",
       "75%              190.000000                                         NaN   \n",
       "max             6217.000000                                         NaN   \n",
       "\n",
       "            all_ratings all_reviews  price_level_y  \n",
       "count               389         389            1.0  \n",
       "unique              204         388            NaN  \n",
       "top     [5, 5, 5, 5, 5]    ['Good']            NaN  \n",
       "freq                 68           2            NaN  \n",
       "mean                NaN         NaN            2.0  \n",
       "std                 NaN         NaN            NaN  \n",
       "min                 NaN         NaN            2.0  \n",
       "25%                 NaN         NaN            2.0  \n",
       "50%                 NaN         NaN            2.0  \n",
       "75%                 NaN         NaN            2.0  \n",
       "max                 NaN         NaN            2.0  \n",
       "\n",
       "[11 rows x 24 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1[df1['all_reviews']!=\"['Good']\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>387</td>\n",
       "      <td>387</td>\n",
       "      <td>387</td>\n",
       "      <td>387</td>\n",
       "      <td>183</td>\n",
       "      <td>361</td>\n",
       "      <td>387</td>\n",
       "      <td>386</td>\n",
       "      <td>387.000000</td>\n",
       "      <td>387</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>329</td>\n",
       "      <td>387</td>\n",
       "      <td>387.000000</td>\n",
       "      <td>387</td>\n",
       "      <td>387.000000</td>\n",
       "      <td>265</td>\n",
       "      <td>387</td>\n",
       "      <td>387</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>1</td>\n",
       "      <td>384</td>\n",
       "      <td>4</td>\n",
       "      <td>383</td>\n",
       "      <td>2</td>\n",
       "      <td>361</td>\n",
       "      <td>387</td>\n",
       "      <td>372</td>\n",
       "      <td>NaN</td>\n",
       "      <td>387</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>308</td>\n",
       "      <td>383</td>\n",
       "      <td>NaN</td>\n",
       "      <td>387</td>\n",
       "      <td>NaN</td>\n",
       "      <td>259</td>\n",
       "      <td>204</td>\n",
       "      <td>387</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.65340699999999, 'lng':...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Casa Corazon</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 766, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 226 4000</td>\n",
       "      <td>Casa Corazon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'author_name': 'Luis Alberto Morales Sanchez...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.vidanta.com/web/nuevo-vallarta</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>[\"Should be zero stars if at all possible. Dur...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>387</td>\n",
       "      <td>3</td>\n",
       "      <td>364</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.425065</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.424031</td>\n",
       "      <td>NaN</td>\n",
       "      <td>368.801034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.501673</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.501207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>859.683515</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6217.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       business_status                                           geometry  \\\n",
       "count              387                                                387   \n",
       "unique               1                                                384   \n",
       "top        OPERATIONAL  {'location': {'lat': 20.65340699999999, 'lng':...   \n",
       "freq               387                                                  3   \n",
       "mean               NaN                                                NaN   \n",
       "std                NaN                                                NaN   \n",
       "min                NaN                                                NaN   \n",
       "25%                NaN                                                NaN   \n",
       "50%                NaN                                                NaN   \n",
       "75%                NaN                                                NaN   \n",
       "max                NaN                                                NaN   \n",
       "\n",
       "                                                     icon        name_x  \\\n",
       "count                                                 387           387   \n",
       "unique                                                  4           383   \n",
       "top     https://maps.gstatic.com/mapfiles/place_api/ic...  Casa Corazon   \n",
       "freq                                                  364             2   \n",
       "mean                                                  NaN           NaN   \n",
       "std                                                   NaN           NaN   \n",
       "min                                                   NaN           NaN   \n",
       "25%                                                   NaN           NaN   \n",
       "50%                                                   NaN           NaN   \n",
       "75%                                                   NaN           NaN   \n",
       "max                                                   NaN           NaN   \n",
       "\n",
       "             opening_hours                                             photos  \\\n",
       "count                  183                                                361   \n",
       "unique                   2                                                361   \n",
       "top     {'open_now': True}  [{'height': 766, 'html_attributions': ['<a hre...   \n",
       "freq                   140                                                  1   \n",
       "mean                   NaN                                                NaN   \n",
       "std                    NaN                                                NaN   \n",
       "min                    NaN                                                NaN   \n",
       "25%                    NaN                                                NaN   \n",
       "50%                    NaN                                                NaN   \n",
       "75%                    NaN                                                NaN   \n",
       "max                    NaN                                                NaN   \n",
       "\n",
       "                           place_id  \\\n",
       "count                           387   \n",
       "unique                          387   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE   \n",
       "freq                              1   \n",
       "mean                            NaN   \n",
       "std                             NaN   \n",
       "min                             NaN   \n",
       "25%                             NaN   \n",
       "50%                             NaN   \n",
       "75%                             NaN   \n",
       "max                             NaN   \n",
       "\n",
       "                                                plus_code    rating_x  \\\n",
       "count                                                 386  387.000000   \n",
       "unique                                                372         NaN   \n",
       "top     {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...         NaN   \n",
       "freq                                                    4         NaN   \n",
       "mean                                                  NaN    4.425065   \n",
       "std                                                   NaN    0.501673   \n",
       "min                                                   NaN    1.000000   \n",
       "25%                                                   NaN    4.200000   \n",
       "50%                                                   NaN    4.500000   \n",
       "75%                                                   NaN    4.800000   \n",
       "max                                                   NaN    5.000000   \n",
       "\n",
       "                          reference  ... price_level_x  \\\n",
       "count                           387  ...           1.0   \n",
       "unique                          387  ...           NaN   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE  ...           NaN   \n",
       "freq                              1  ...           NaN   \n",
       "mean                            NaN  ...           2.0   \n",
       "std                             NaN  ...           NaN   \n",
       "min                             NaN  ...           2.0   \n",
       "25%                             NaN  ...           2.0   \n",
       "50%                             NaN  ...           2.0   \n",
       "75%                             NaN  ...           2.0   \n",
       "max                             NaN  ...           2.0   \n",
       "\n",
       "       international_phone_number        name_y    rating_y  \\\n",
       "count                         329           387  387.000000   \n",
       "unique                        308           383         NaN   \n",
       "top              +52 322 226 4000  Casa Corazon         NaN   \n",
       "freq                           10             2         NaN   \n",
       "mean                          NaN           NaN    4.424031   \n",
       "std                           NaN           NaN    0.501207   \n",
       "min                           NaN           NaN    1.000000   \n",
       "25%                           NaN           NaN    4.200000   \n",
       "50%                           NaN           NaN    4.500000   \n",
       "75%                           NaN           NaN    4.800000   \n",
       "max                           NaN           NaN    5.000000   \n",
       "\n",
       "                                                  reviews  \\\n",
       "count                                                 387   \n",
       "unique                                                387   \n",
       "top     [{'author_name': 'Luis Alberto Morales Sanchez...   \n",
       "freq                                                    1   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "       user_ratings_total_y                                     website  \\\n",
       "count            387.000000                                         265   \n",
       "unique                  NaN                                         259   \n",
       "top                     NaN  https://www.vidanta.com/web/nuevo-vallarta   \n",
       "freq                    NaN                                           3   \n",
       "mean             368.801034                                         NaN   \n",
       "std              859.683515                                         NaN   \n",
       "min                1.000000                                         NaN   \n",
       "25%                7.000000                                         NaN   \n",
       "50%               33.000000                                         NaN   \n",
       "75%              190.000000                                         NaN   \n",
       "max             6217.000000                                         NaN   \n",
       "\n",
       "            all_ratings                                        all_reviews  \\\n",
       "count               387                                                387   \n",
       "unique              204                                                387   \n",
       "top     [5, 5, 5, 5, 5]  [\"Should be zero stars if at all possible. Dur...   \n",
       "freq                 68                                                  1   \n",
       "mean                NaN                                                NaN   \n",
       "std                 NaN                                                NaN   \n",
       "min                 NaN                                                NaN   \n",
       "25%                 NaN                                                NaN   \n",
       "50%                 NaN                                                NaN   \n",
       "75%                 NaN                                                NaN   \n",
       "max                 NaN                                                NaN   \n",
       "\n",
       "        price_level_y  \n",
       "count             1.0  \n",
       "unique            NaN  \n",
       "top               NaN  \n",
       "freq              NaN  \n",
       "mean              2.0  \n",
       "std               NaN  \n",
       "min               2.0  \n",
       "25%               2.0  \n",
       "50%               2.0  \n",
       "75%               2.0  \n",
       "max               2.0  \n",
       "\n",
       "[11 rows x 24 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "        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_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939009, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 640, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>{'compound_code': 'MPVG+H8 Jarretaderas, Nayar...</td>\n",
       "      <td>4.6</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 102 8516</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>4.6</td>\n",
       "      <td>[{'author_name': 'Jovita Garcia Fernandez', 'a...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>https://www.facebook.com/departamentos.laspinas/</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['An excellent place has all the comforts', 'I...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6920731, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>{'compound_code': 'MPRG+R4 Jarretaderas, Nayar...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 297 0093</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'anahi chavez', 'author_url':...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https://www.villasvictoriacomfort.com/</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['It was more than I expected! Cheap, spacious...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939068, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 349, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>{'compound_code': 'MPVF+HF Jarretaderas, Nayar...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 135 6145</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[{'author_name': 'Juan Carlos Lopez', 'author_...</td>\n",
       "      <td>54.0</td>\n",
       "      <td>https://www.google.com/url?sa=t&amp;source=web&amp;rct...</td>\n",
       "      <td>[3, 4, 3, 3, 5]</td>\n",
       "      <td>[\"Just for one night it's alright\", 'Discreet'...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6241471, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 3120, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>{'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...</td>\n",
       "      <td>3.9</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 276 4854</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>3.9</td>\n",
       "      <td>[{'author_name': 'Al Reust', 'author_url': 'ht...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>http://www.azulromero.com/</td>\n",
       "      <td>[3, 4, 5, 4, 1]</td>\n",
       "      <td>['This is interesting, as it appears to be be ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6225929, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 1052, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>{'compound_code': 'JQFG+2M Puerto Vallarta, Ja...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 270 9397</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>[{'author_name': 'Daniel Chilldres', 'author_u...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>https://www.airbnb.mx/rooms/23351610</td>\n",
       "      <td>[5, 4, 5, 5, 5]</td>\n",
       "      <td>['I loved it here!', 'The place is clean, plea...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6272548, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Condominio Pajaritos</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 4032, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJ23uXKGFFIYQRJxkSIttEGfQ</td>\n",
       "      <td>{'compound_code': 'JQGG+WC Puerto Vallarta, Ja...</td>\n",
       "      <td>4.4</td>\n",
       "      <td>ChIJ23uXKGFFIYQRJxkSIttEGfQ</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Condominio Pajaritos</td>\n",
       "      <td>4.4</td>\n",
       "      <td>[{'author_name': 'Keith Grohowski', 'author_ur...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>http://abnb.me/EVmg/3ScTVfRGDz</td>\n",
       "      <td>[5, 5, 5, 4, 4]</td>\n",
       "      <td>['Great place to stay. Spent time here in an a...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6221949, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>HOTEL LIBRAMIENTO</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 756, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJB9b8Ul5FIYQRJilneH52wCE</td>\n",
       "      <td>{'compound_code': 'JQCG+VV Puerto Vallarta, Ja...</td>\n",
       "      <td>3.8</td>\n",
       "      <td>ChIJB9b8Ul5FIYQRJilneH52wCE</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 223 1437</td>\n",
       "      <td>HOTEL LIBRAMIENTO</td>\n",
       "      <td>3.8</td>\n",
       "      <td>[{'author_name': 'DA AG', 'author_url': 'https...</td>\n",
       "      <td>75.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[3, 1, 1, 4, 5]</td>\n",
       "      <td>['Aight', 'Bad attitude of service offensive d...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6254901, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Motel Los Angeles</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 4160, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJayo8iWBFIYQRooYalPlLsMc</td>\n",
       "      <td>{'compound_code': 'JQGG+5X Puerto Vallarta, Ja...</td>\n",
       "      <td>3.9</td>\n",
       "      <td>ChIJayo8iWBFIYQRooYalPlLsMc</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 225 0511</td>\n",
       "      <td>Motel Los Angeles</td>\n",
       "      <td>3.9</td>\n",
       "      <td>[{'author_name': 'Chelo Garnier', 'author_url'...</td>\n",
       "      <td>140.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[2, 1, 5, 5, 5]</td>\n",
       "      <td>['The Motel is... Good for what is worth in \"l...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6208631, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel tunel puerto Vallarta Jalisco.</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 3072, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJMzxy515FIYQRhJ1m3Vig1gE</td>\n",
       "      <td>{'compound_code': 'JQCG+8W Puerto Vallarta, Ja...</td>\n",
       "      <td>3.3</td>\n",
       "      <td>ChIJMzxy515FIYQRhJ1m3Vig1gE</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 222 0710</td>\n",
       "      <td>Hotel tunel puerto Vallarta Jalisco.</td>\n",
       "      <td>3.3</td>\n",
       "      <td>[{'author_name': 'Diana Monserrat Veliz Renter...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>https://hotel-tunel.negocio.site/</td>\n",
       "      <td>[1, 1, 5, 2, 1]</td>\n",
       "      <td>['Bad hygiene, torn towels, the air conditioni...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6267224, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Blue Chairs Resort by the Sea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 3024, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJg4FQmYpPIYQRQ99untxWus8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.3</td>\n",
       "      <td>ChIJg4FQmYpPIYQRQ99untxWus8</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Blue Chairs Resort by the Sea</td>\n",
       "      <td>3.3</td>\n",
       "      <td>[{'author_name': 'Shady Bee', 'author_url': 'h...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>http://www.bluechairsresortbythesea.com/locati...</td>\n",
       "      <td>[4, 5, 1]</td>\n",
       "      <td>['Good time. A little close to other guests.',...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.627761, 'lng': -105.22...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Casa Ortega</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 720, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJNR9UzWFFIYQRfKudM0sRI0Y</td>\n",
       "      <td>{'compound_code': 'JQHH+4W Puerto Vallarta, Ja...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>ChIJNR9UzWFFIYQRfKudM0sRI0Y</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 302 9066</td>\n",
       "      <td>Casa Ortega</td>\n",
       "      <td>4.8</td>\n",
       "      <td>[{'author_name': 'Armando OroFra', 'author_url...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>https://casaortega.mxhotel.site/</td>\n",
       "      <td>[5, 5, 4, 5]</td>\n",
       "      <td>['Very good cost and spacious house for groups...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6349484, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Villa Lujosa en Puerto Vallarta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 4096, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJb-1u3mJFIYQRQaRjfONmOJg</td>\n",
       "      <td>{'compound_code': 'JQMH+X5 Puerto Vallarta, Ja...</td>\n",
       "      <td>4.5</td>\n",
       "      <td>ChIJb-1u3mJFIYQRQaRjfONmOJg</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 235 8066</td>\n",
       "      <td>Villa Lujosa en Puerto Vallarta</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[{'author_name': 'hugo peña', 'author_url': 'h...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5, 3, 5, 5, 5]</td>\n",
       "      <td>['Cool', 'If you are looking for a super quiet...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6314507, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>plaza central sur 150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJzf0oz2NFIYQRuvlEAs6g2Fg</td>\n",
       "      <td>{'compound_code': 'JQJG+HR Puerto Vallarta, Ja...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJzf0oz2NFIYQRuvlEAs6g2Fg</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>plaza central sur 150</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'Sebastian Yañez', 'author_ur...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['Quiet, humble and very safe neighborhood']</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.632041, 'lng': -105.22...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Vacation Home Rentals Vallarta</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 466, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJ5aGKjWNFIYQR0_SwG_f_Hg4</td>\n",
       "      <td>{'compound_code': 'JQJG+R6 Puerto Vallarta, Ja...</td>\n",
       "      <td>4.3</td>\n",
       "      <td>ChIJ5aGKjWNFIYQR0_SwG_f_Hg4</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 224 3621</td>\n",
       "      <td>Vacation Home Rentals Vallarta</td>\n",
       "      <td>4.3</td>\n",
       "      <td>[{'author_name': 'Gerardo Israel Martínez Álva...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5, 5, 5, 2]</td>\n",
       "      <td>['We really enjoyed our time at Vacation Home ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6336142, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Apartamentos Lisboa</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 3456, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJT--Qj2RFIYQRCkuXi7C7zKI</td>\n",
       "      <td>{'compound_code': 'JQMF+CH Puerto Vallarta, Ja...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJT--Qj2RFIYQRCkuXi7C7zKI</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Apartamentos Lisboa</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'Joseluis Avila', 'author_url...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['Good service and comfortable price', '', '',...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6390896, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Casa de Ambrose</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 4032, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJ235toodPIYQR5p5YsYiRf2c</td>\n",
       "      <td>{'compound_code': 'JQQJ+JR Puerto Vallarta, Ja...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>ChIJ235toodPIYQR5p5YsYiRf2c</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 151 6119</td>\n",
       "      <td>Casa de Ambrose</td>\n",
       "      <td>4.8</td>\n",
       "      <td>[{'author_name': 'Paul Gekides', 'author_url':...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5, 5, 4, 5, 5]</td>\n",
       "      <td>['Can someone tell me how to contact the hotel...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6387746, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Depa vallarta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJGeUor59FIYQRJ4VgrqfrkuU</td>\n",
       "      <td>{'compound_code': 'JQQF+GX Puerto Vallarta, Ja...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJGeUor59FIYQRJ4VgrqfrkuU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 871 111 5995</td>\n",
       "      <td>Depa vallarta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'Mr Vallarta', 'author_url': ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['Without fear of ... ... ... life']</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6517281, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Maria Cristina</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 4032, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJy_mBfnhPIYQRsV7_1gbsEKs</td>\n",
       "      <td>{'compound_code': 'MQ2J+MW Puerto Vallarta, Ja...</td>\n",
       "      <td>3.7</td>\n",
       "      <td>ChIJy_mBfnhPIYQRsV7_1gbsEKs</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 224 1882</td>\n",
       "      <td>Hotel Maria Cristina</td>\n",
       "      <td>3.7</td>\n",
       "      <td>[{'author_name': 'Rocio Suárez Pérez', 'author...</td>\n",
       "      <td>53.0</td>\n",
       "      <td>https://www.facebook.com/hotelpitillal?fref=ts</td>\n",
       "      <td>[5, 5, 3, 5, 4]</td>\n",
       "      <td>['Super central and inexpensive and everything...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6527274, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Fontanal Apartments Puerto Vallarta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 1536, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJAzrPL51GIYQRS9aDhqEoK5k</td>\n",
       "      <td>{'compound_code': 'MQ3G+3M Puerto Vallarta, Ja...</td>\n",
       "      <td>4.4</td>\n",
       "      <td>ChIJAzrPL51GIYQRS9aDhqEoK5k</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 182 0491</td>\n",
       "      <td>Fontanal Apartments Puerto Vallarta</td>\n",
       "      <td>4.4</td>\n",
       "      <td>[{'author_name': 'Karsten Kramer', 'author_url...</td>\n",
       "      <td>78.0</td>\n",
       "      <td>https://fontanal-apartments-pv.negocio.site/</td>\n",
       "      <td>[4, 4, 4, 5, 5]</td>\n",
       "      <td>['OK.', 'Excellent place very nice but the sec...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6520322, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel MR</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 3456, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJUzRV0j9PIYQRNelxpNI-Pa0</td>\n",
       "      <td>{'compound_code': 'MQ2H+RG Puerto Vallarta, Ja...</td>\n",
       "      <td>3.9</td>\n",
       "      <td>ChIJUzRV0j9PIYQRNelxpNI-Pa0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 293 2182</td>\n",
       "      <td>Hotel MR</td>\n",
       "      <td>3.9</td>\n",
       "      <td>[{'author_name': 'Ryan Warkentin', 'author_url...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5, 5, 5, 5, 4]</td>\n",
       "      <td>['A great hotel with even better prices. Off t...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   business_status                                           geometry  \\\n",
       "0      OPERATIONAL  {'location': {'lat': 20.6939009, 'lng': -105.2...   \n",
       "1      OPERATIONAL  {'location': {'lat': 20.6920731, 'lng': -105.2...   \n",
       "2      OPERATIONAL  {'location': {'lat': 20.6939068, 'lng': -105.2...   \n",
       "3      OPERATIONAL  {'location': {'lat': 20.6241471, 'lng': -105.2...   \n",
       "4      OPERATIONAL  {'location': {'lat': 20.6225929, 'lng': -105.2...   \n",
       "5      OPERATIONAL  {'location': {'lat': 20.6272548, 'lng': -105.2...   \n",
       "6      OPERATIONAL  {'location': {'lat': 20.6221949, 'lng': -105.2...   \n",
       "7      OPERATIONAL  {'location': {'lat': 20.6254901, 'lng': -105.2...   \n",
       "8      OPERATIONAL  {'location': {'lat': 20.6208631, 'lng': -105.2...   \n",
       "9      OPERATIONAL  {'location': {'lat': 20.6267224, 'lng': -105.2...   \n",
       "10     OPERATIONAL  {'location': {'lat': 20.627761, 'lng': -105.22...   \n",
       "11     OPERATIONAL  {'location': {'lat': 20.6349484, 'lng': -105.2...   \n",
       "12     OPERATIONAL  {'location': {'lat': 20.6314507, 'lng': -105.2...   \n",
       "13     OPERATIONAL  {'location': {'lat': 20.632041, 'lng': -105.22...   \n",
       "15     OPERATIONAL  {'location': {'lat': 20.6336142, 'lng': -105.2...   \n",
       "16     OPERATIONAL  {'location': {'lat': 20.6390896, 'lng': -105.2...   \n",
       "18     OPERATIONAL  {'location': {'lat': 20.6387746, 'lng': -105.2...   \n",
       "20     OPERATIONAL  {'location': {'lat': 20.6517281, 'lng': -105.2...   \n",
       "21     OPERATIONAL  {'location': {'lat': 20.6527274, 'lng': -105.2...   \n",
       "23     OPERATIONAL  {'location': {'lat': 20.6520322, 'lng': -105.2...   \n",
       "\n",
       "                                                 icon  \\\n",
       "0   https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "1   https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "2   https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "3   https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "4   https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "5   https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "6   https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "7   https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "8   https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "9   https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "10  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "11  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "12  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "13  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "15  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "16  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "18  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "20  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "21  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "23  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "\n",
       "                                               name_x        opening_hours  \\\n",
       "0                                      casa LAS PIÑAS  {'open_now': False}   \n",
       "1                Villas Victoria Confort Jarretaderas   {'open_now': True}   \n",
       "2                              Hotel Posada Alejandra                  NaN   \n",
       "3                                   Hotel Azul Romero   {'open_now': True}   \n",
       "4   Vacational Apartment Apartamento Vacacional De...                  NaN   \n",
       "5                                Condominio Pajaritos                  NaN   \n",
       "6                                   HOTEL LIBRAMIENTO   {'open_now': True}   \n",
       "7                                   Motel Los Angeles                  NaN   \n",
       "8                Hotel tunel puerto Vallarta Jalisco.   {'open_now': True}   \n",
       "9                       Blue Chairs Resort by the Sea                  NaN   \n",
       "10                                        Casa Ortega  {'open_now': False}   \n",
       "11                    Villa Lujosa en Puerto Vallarta                  NaN   \n",
       "12                              plaza central sur 150                  NaN   \n",
       "13                     Vacation Home Rentals Vallarta  {'open_now': False}   \n",
       "15                                Apartamentos Lisboa  {'open_now': False}   \n",
       "16                                    Casa de Ambrose                  NaN   \n",
       "18                                      Depa vallarta                  NaN   \n",
       "20                               Hotel Maria Cristina   {'open_now': True}   \n",
       "21                Fontanal Apartments Puerto Vallarta                  NaN   \n",
       "23                                           Hotel MR   {'open_now': True}   \n",
       "\n",
       "                                               photos  \\\n",
       "0   [{'height': 640, 'html_attributions': ['<a hre...   \n",
       "1                                                 NaN   \n",
       "2   [{'height': 349, 'html_attributions': ['<a hre...   \n",
       "3   [{'height': 3120, 'html_attributions': ['<a hr...   \n",
       "4   [{'height': 1052, 'html_attributions': ['<a hr...   \n",
       "5   [{'height': 4032, 'html_attributions': ['<a hr...   \n",
       "6   [{'height': 756, 'html_attributions': ['<a hre...   \n",
       "7   [{'height': 4160, 'html_attributions': ['<a hr...   \n",
       "8   [{'height': 3072, 'html_attributions': ['<a hr...   \n",
       "9   [{'height': 3024, 'html_attributions': ['<a hr...   \n",
       "10  [{'height': 720, 'html_attributions': ['<a hre...   \n",
       "11  [{'height': 4096, 'html_attributions': ['<a hr...   \n",
       "12                                                NaN   \n",
       "13  [{'height': 466, 'html_attributions': ['<a hre...   \n",
       "15  [{'height': 3456, 'html_attributions': ['<a hr...   \n",
       "16  [{'height': 4032, 'html_attributions': ['<a hr...   \n",
       "18                                                NaN   \n",
       "20  [{'height': 4032, 'html_attributions': ['<a hr...   \n",
       "21  [{'height': 1536, 'html_attributions': ['<a hr...   \n",
       "23  [{'height': 3456, 'html_attributions': ['<a hr...   \n",
       "\n",
       "                       place_id  \\\n",
       "0   ChIJIeVYvYNGIYQRh-9bPVK3fCU   \n",
       "1   ChIJdSKPg3xHIYQRlZ0pmfgVPiQ   \n",
       "2   ChIJB2Yha4NGIYQRE-GTtF_VSAU   \n",
       "3   ChIJFW5JHF5FIYQRogsYTW-KvMI   \n",
       "4   ChIJ9321RV5FIYQRwnf0qJkeIqU   \n",
       "5   ChIJ23uXKGFFIYQRJxkSIttEGfQ   \n",
       "6   ChIJB9b8Ul5FIYQRJilneH52wCE   \n",
       "7   ChIJayo8iWBFIYQRooYalPlLsMc   \n",
       "8   ChIJMzxy515FIYQRhJ1m3Vig1gE   \n",
       "9   ChIJg4FQmYpPIYQRQ99untxWus8   \n",
       "10  ChIJNR9UzWFFIYQRfKudM0sRI0Y   \n",
       "11  ChIJb-1u3mJFIYQRQaRjfONmOJg   \n",
       "12  ChIJzf0oz2NFIYQRuvlEAs6g2Fg   \n",
       "13  ChIJ5aGKjWNFIYQR0_SwG_f_Hg4   \n",
       "15  ChIJT--Qj2RFIYQRCkuXi7C7zKI   \n",
       "16  ChIJ235toodPIYQR5p5YsYiRf2c   \n",
       "18  ChIJGeUor59FIYQRJ4VgrqfrkuU   \n",
       "20  ChIJy_mBfnhPIYQRsV7_1gbsEKs   \n",
       "21  ChIJAzrPL51GIYQRS9aDhqEoK5k   \n",
       "23  ChIJUzRV0j9PIYQRNelxpNI-Pa0   \n",
       "\n",
       "                                            plus_code  rating_x  \\\n",
       "0   {'compound_code': 'MPVG+H8 Jarretaderas, Nayar...       4.6   \n",
       "1   {'compound_code': 'MPRG+R4 Jarretaderas, Nayar...       5.0   \n",
       "2   {'compound_code': 'MPVF+HF Jarretaderas, Nayar...       4.0   \n",
       "3   {'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...       3.9   \n",
       "4   {'compound_code': 'JQFG+2M Puerto Vallarta, Ja...       4.8   \n",
       "5   {'compound_code': 'JQGG+WC Puerto Vallarta, Ja...       4.4   \n",
       "6   {'compound_code': 'JQCG+VV Puerto Vallarta, Ja...       3.8   \n",
       "7   {'compound_code': 'JQGG+5X Puerto Vallarta, Ja...       3.9   \n",
       "8   {'compound_code': 'JQCG+8W Puerto Vallarta, Ja...       3.3   \n",
       "9                                                 NaN       3.3   \n",
       "10  {'compound_code': 'JQHH+4W Puerto Vallarta, Ja...       4.8   \n",
       "11  {'compound_code': 'JQMH+X5 Puerto Vallarta, Ja...       4.5   \n",
       "12  {'compound_code': 'JQJG+HR Puerto Vallarta, Ja...       5.0   \n",
       "13  {'compound_code': 'JQJG+R6 Puerto Vallarta, Ja...       4.3   \n",
       "15  {'compound_code': 'JQMF+CH Puerto Vallarta, Ja...       5.0   \n",
       "16  {'compound_code': 'JQQJ+JR Puerto Vallarta, Ja...       4.8   \n",
       "18  {'compound_code': 'JQQF+GX Puerto Vallarta, Ja...       5.0   \n",
       "20  {'compound_code': 'MQ2J+MW Puerto Vallarta, Ja...       3.7   \n",
       "21  {'compound_code': 'MQ3G+3M Puerto Vallarta, Ja...       4.4   \n",
       "23  {'compound_code': 'MQ2H+RG Puerto Vallarta, Ja...       3.9   \n",
       "\n",
       "                      reference  ... price_level_x international_phone_number  \\\n",
       "0   ChIJIeVYvYNGIYQRh-9bPVK3fCU  ...           NaN           +52 322 102 8516   \n",
       "1   ChIJdSKPg3xHIYQRlZ0pmfgVPiQ  ...           NaN           +52 322 297 0093   \n",
       "2   ChIJB2Yha4NGIYQRE-GTtF_VSAU  ...           NaN           +52 322 135 6145   \n",
       "3   ChIJFW5JHF5FIYQRogsYTW-KvMI  ...           NaN           +52 322 276 4854   \n",
       "4   ChIJ9321RV5FIYQRwnf0qJkeIqU  ...           NaN           +52 322 270 9397   \n",
       "5   ChIJ23uXKGFFIYQRJxkSIttEGfQ  ...           NaN                        NaN   \n",
       "6   ChIJB9b8Ul5FIYQRJilneH52wCE  ...           NaN           +52 322 223 1437   \n",
       "7   ChIJayo8iWBFIYQRooYalPlLsMc  ...           NaN           +52 322 225 0511   \n",
       "8   ChIJMzxy515FIYQRhJ1m3Vig1gE  ...           NaN           +52 322 222 0710   \n",
       "9   ChIJg4FQmYpPIYQRQ99untxWus8  ...           NaN                        NaN   \n",
       "10  ChIJNR9UzWFFIYQRfKudM0sRI0Y  ...           NaN           +52 322 302 9066   \n",
       "11  ChIJb-1u3mJFIYQRQaRjfONmOJg  ...           NaN           +52 322 235 8066   \n",
       "12  ChIJzf0oz2NFIYQRuvlEAs6g2Fg  ...           NaN                        NaN   \n",
       "13  ChIJ5aGKjWNFIYQR0_SwG_f_Hg4  ...           NaN           +52 322 224 3621   \n",
       "15  ChIJT--Qj2RFIYQRCkuXi7C7zKI  ...           NaN                        NaN   \n",
       "16  ChIJ235toodPIYQR5p5YsYiRf2c  ...           NaN           +52 322 151 6119   \n",
       "18  ChIJGeUor59FIYQRJ4VgrqfrkuU  ...           NaN           +52 871 111 5995   \n",
       "20  ChIJy_mBfnhPIYQRsV7_1gbsEKs  ...           NaN           +52 322 224 1882   \n",
       "21  ChIJAzrPL51GIYQRS9aDhqEoK5k  ...           NaN           +52 322 182 0491   \n",
       "23  ChIJUzRV0j9PIYQRNelxpNI-Pa0  ...           NaN           +52 322 293 2182   \n",
       "\n",
       "                                               name_y rating_y  \\\n",
       "0                                      casa LAS PIÑAS      4.6   \n",
       "1                Villas Victoria Confort Jarretaderas      5.0   \n",
       "2                              Hotel Posada Alejandra      4.0   \n",
       "3                                   Hotel Azul Romero      3.9   \n",
       "4   Vacational Apartment Apartamento Vacacional De...      4.8   \n",
       "5                                Condominio Pajaritos      4.4   \n",
       "6                                   HOTEL LIBRAMIENTO      3.8   \n",
       "7                                   Motel Los Angeles      3.9   \n",
       "8                Hotel tunel puerto Vallarta Jalisco.      3.3   \n",
       "9                       Blue Chairs Resort by the Sea      3.3   \n",
       "10                                        Casa Ortega      4.8   \n",
       "11                    Villa Lujosa en Puerto Vallarta      4.5   \n",
       "12                              plaza central sur 150      5.0   \n",
       "13                     Vacation Home Rentals Vallarta      4.3   \n",
       "15                                Apartamentos Lisboa      5.0   \n",
       "16                                    Casa de Ambrose      4.8   \n",
       "18                                      Depa vallarta      5.0   \n",
       "20                               Hotel Maria Cristina      3.7   \n",
       "21                Fontanal Apartments Puerto Vallarta      4.4   \n",
       "23                                           Hotel MR      3.9   \n",
       "\n",
       "                                              reviews user_ratings_total_y  \\\n",
       "0   [{'author_name': 'Jovita Garcia Fernandez', 'a...                  8.0   \n",
       "1   [{'author_name': 'anahi chavez', 'author_url':...                  1.0   \n",
       "2   [{'author_name': 'Juan Carlos Lopez', 'author_...                 54.0   \n",
       "3   [{'author_name': 'Al Reust', 'author_url': 'ht...                 11.0   \n",
       "4   [{'author_name': 'Daniel Chilldres', 'author_u...                 11.0   \n",
       "5   [{'author_name': 'Keith Grohowski', 'author_ur...                 30.0   \n",
       "6   [{'author_name': 'DA AG', 'author_url': 'https...                 75.0   \n",
       "7   [{'author_name': 'Chelo Garnier', 'author_url'...                140.0   \n",
       "8   [{'author_name': 'Diana Monserrat Veliz Renter...                 18.0   \n",
       "9   [{'author_name': 'Shady Bee', 'author_url': 'h...                  3.0   \n",
       "10  [{'author_name': 'Armando OroFra', 'author_url...                  4.0   \n",
       "11  [{'author_name': 'hugo peña', 'author_url': 'h...                 19.0   \n",
       "12  [{'author_name': 'Sebastian Yañez', 'author_ur...                  1.0   \n",
       "13  [{'author_name': 'Gerardo Israel Martínez Álva...                  4.0   \n",
       "15  [{'author_name': 'Joseluis Avila', 'author_url...                  6.0   \n",
       "16  [{'author_name': 'Paul Gekides', 'author_url':...                  5.0   \n",
       "18  [{'author_name': 'Mr Vallarta', 'author_url': ...                  1.0   \n",
       "20  [{'author_name': 'Rocio Suárez Pérez', 'author...                 53.0   \n",
       "21  [{'author_name': 'Karsten Kramer', 'author_url...                 78.0   \n",
       "23  [{'author_name': 'Ryan Warkentin', 'author_url...                 85.0   \n",
       "\n",
       "                                              website      all_ratings  \\\n",
       "0    https://www.facebook.com/departamentos.laspinas/  [5, 5, 5, 5, 5]   \n",
       "1              https://www.villasvictoriacomfort.com/              [5]   \n",
       "2   https://www.google.com/url?sa=t&source=web&rct...  [3, 4, 3, 3, 5]   \n",
       "3                          http://www.azulromero.com/  [3, 4, 5, 4, 1]   \n",
       "4                https://www.airbnb.mx/rooms/23351610  [5, 4, 5, 5, 5]   \n",
       "5                      http://abnb.me/EVmg/3ScTVfRGDz  [5, 5, 5, 4, 4]   \n",
       "6                                                 NaN  [3, 1, 1, 4, 5]   \n",
       "7                                                 NaN  [2, 1, 5, 5, 5]   \n",
       "8                   https://hotel-tunel.negocio.site/  [1, 1, 5, 2, 1]   \n",
       "9   http://www.bluechairsresortbythesea.com/locati...        [4, 5, 1]   \n",
       "10                   https://casaortega.mxhotel.site/     [5, 5, 4, 5]   \n",
       "11                                                NaN  [5, 3, 5, 5, 5]   \n",
       "12                                                NaN              [5]   \n",
       "13                                                NaN     [5, 5, 5, 2]   \n",
       "15                                                NaN  [5, 5, 5, 5, 5]   \n",
       "16                                                NaN  [5, 5, 4, 5, 5]   \n",
       "18                                                NaN              [5]   \n",
       "20     https://www.facebook.com/hotelpitillal?fref=ts  [5, 5, 3, 5, 4]   \n",
       "21       https://fontanal-apartments-pv.negocio.site/  [4, 4, 4, 5, 5]   \n",
       "23                                                NaN  [5, 5, 5, 5, 4]   \n",
       "\n",
       "                                          all_reviews  price_level_y  \n",
       "0   ['An excellent place has all the comforts', 'I...            NaN  \n",
       "1   ['It was more than I expected! Cheap, spacious...            NaN  \n",
       "2   [\"Just for one night it's alright\", 'Discreet'...            NaN  \n",
       "3   ['This is interesting, as it appears to be be ...            NaN  \n",
       "4   ['I loved it here!', 'The place is clean, plea...            NaN  \n",
       "5   ['Great place to stay. Spent time here in an a...            NaN  \n",
       "6   ['Aight', 'Bad attitude of service offensive d...            NaN  \n",
       "7   ['The Motel is... Good for what is worth in \"l...            NaN  \n",
       "8   ['Bad hygiene, torn towels, the air conditioni...            NaN  \n",
       "9   ['Good time. A little close to other guests.',...            NaN  \n",
       "10  ['Very good cost and spacious house for groups...            NaN  \n",
       "11  ['Cool', 'If you are looking for a super quiet...            NaN  \n",
       "12       ['Quiet, humble and very safe neighborhood']            NaN  \n",
       "13  ['We really enjoyed our time at Vacation Home ...            NaN  \n",
       "15  ['Good service and comfortable price', '', '',...            NaN  \n",
       "16  ['Can someone tell me how to contact the hotel...            NaN  \n",
       "18               ['Without fear of ... ... ... life']            NaN  \n",
       "20  ['Super central and inexpensive and everything...            NaN  \n",
       "21  ['OK.', 'Excellent place very nice but the sec...            NaN  \n",
       "23  ['A great hotel with even better prices. Off t...            NaN  \n",
       "\n",
       "[20 rows x 24 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "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_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939009, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 640, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>{'compound_code': 'MPVG+H8 Jarretaderas, Nayar...</td>\n",
       "      <td>4.6</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 102 8516</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>4.6</td>\n",
       "      <td>[{'author_name': 'Jovita Garcia Fernandez', 'a...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>https://www.facebook.com/departamentos.laspinas/</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['An excellent place has all the comforts', 'I...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6920731, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>{'compound_code': 'MPRG+R4 Jarretaderas, Nayar...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 297 0093</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'anahi chavez', 'author_url':...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https://www.villasvictoriacomfort.com/</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['It was more than I expected! Cheap, spacious...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6939068, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 349, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>{'compound_code': 'MPVF+HF Jarretaderas, Nayar...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 135 6145</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[{'author_name': 'Juan Carlos Lopez', 'author_...</td>\n",
       "      <td>54.0</td>\n",
       "      <td>https://www.google.com/url?sa=t&amp;source=web&amp;rct...</td>\n",
       "      <td>[3, 4, 3, 3, 5]</td>\n",
       "      <td>[\"Just for one night it's alright\", 'Discreet'...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6241471, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 3120, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>{'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...</td>\n",
       "      <td>3.9</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 276 4854</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>3.9</td>\n",
       "      <td>[{'author_name': 'Al Reust', 'author_url': 'ht...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>http://www.azulromero.com/</td>\n",
       "      <td>[3, 4, 5, 4, 1]</td>\n",
       "      <td>['This is interesting, as it appears to be be ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'location': {'lat': 20.6225929, 'lng': -105.2...</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 1052, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>{'compound_code': 'JQFG+2M Puerto Vallarta, Ja...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 270 9397</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>[{'author_name': 'Daniel Chilldres', 'author_u...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>https://www.airbnb.mx/rooms/23351610</td>\n",
       "      <td>[5, 4, 5, 5, 5]</td>\n",
       "      <td>['I loved it here!', 'The place is clean, plea...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  business_status                                           geometry  \\\n",
       "0     OPERATIONAL  {'location': {'lat': 20.6939009, 'lng': -105.2...   \n",
       "1     OPERATIONAL  {'location': {'lat': 20.6920731, 'lng': -105.2...   \n",
       "2     OPERATIONAL  {'location': {'lat': 20.6939068, 'lng': -105.2...   \n",
       "3     OPERATIONAL  {'location': {'lat': 20.6241471, 'lng': -105.2...   \n",
       "4     OPERATIONAL  {'location': {'lat': 20.6225929, 'lng': -105.2...   \n",
       "\n",
       "                                                icon  \\\n",
       "0  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "1  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "2  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "3  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "4  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "\n",
       "                                              name_x        opening_hours  \\\n",
       "0                                     casa LAS PIÑAS  {'open_now': False}   \n",
       "1               Villas Victoria Confort Jarretaderas   {'open_now': True}   \n",
       "2                             Hotel Posada Alejandra                  NaN   \n",
       "3                                  Hotel Azul Romero   {'open_now': True}   \n",
       "4  Vacational Apartment Apartamento Vacacional De...                  NaN   \n",
       "\n",
       "                                              photos  \\\n",
       "0  [{'height': 640, 'html_attributions': ['<a hre...   \n",
       "1                                                NaN   \n",
       "2  [{'height': 349, 'html_attributions': ['<a hre...   \n",
       "3  [{'height': 3120, 'html_attributions': ['<a hr...   \n",
       "4  [{'height': 1052, 'html_attributions': ['<a hr...   \n",
       "\n",
       "                      place_id  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ   \n",
       "2  ChIJB2Yha4NGIYQRE-GTtF_VSAU   \n",
       "3  ChIJFW5JHF5FIYQRogsYTW-KvMI   \n",
       "4  ChIJ9321RV5FIYQRwnf0qJkeIqU   \n",
       "\n",
       "                                           plus_code  rating_x  \\\n",
       "0  {'compound_code': 'MPVG+H8 Jarretaderas, Nayar...       4.6   \n",
       "1  {'compound_code': 'MPRG+R4 Jarretaderas, Nayar...       5.0   \n",
       "2  {'compound_code': 'MPVF+HF Jarretaderas, Nayar...       4.0   \n",
       "3  {'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...       3.9   \n",
       "4  {'compound_code': 'JQFG+2M Puerto Vallarta, Ja...       4.8   \n",
       "\n",
       "                     reference  ... price_level_x international_phone_number  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU  ...           NaN           +52 322 102 8516   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ  ...           NaN           +52 322 297 0093   \n",
       "2  ChIJB2Yha4NGIYQRE-GTtF_VSAU  ...           NaN           +52 322 135 6145   \n",
       "3  ChIJFW5JHF5FIYQRogsYTW-KvMI  ...           NaN           +52 322 276 4854   \n",
       "4  ChIJ9321RV5FIYQRwnf0qJkeIqU  ...           NaN           +52 322 270 9397   \n",
       "\n",
       "                                              name_y rating_y  \\\n",
       "0                                     casa LAS PIÑAS      4.6   \n",
       "1               Villas Victoria Confort Jarretaderas      5.0   \n",
       "2                             Hotel Posada Alejandra      4.0   \n",
       "3                                  Hotel Azul Romero      3.9   \n",
       "4  Vacational Apartment Apartamento Vacacional De...      4.8   \n",
       "\n",
       "                                             reviews user_ratings_total_y  \\\n",
       "0  [{'author_name': 'Jovita Garcia Fernandez', 'a...                  8.0   \n",
       "1  [{'author_name': 'anahi chavez', 'author_url':...                  1.0   \n",
       "2  [{'author_name': 'Juan Carlos Lopez', 'author_...                 54.0   \n",
       "3  [{'author_name': 'Al Reust', 'author_url': 'ht...                 11.0   \n",
       "4  [{'author_name': 'Daniel Chilldres', 'author_u...                 11.0   \n",
       "\n",
       "                                             website      all_ratings  \\\n",
       "0   https://www.facebook.com/departamentos.laspinas/  [5, 5, 5, 5, 5]   \n",
       "1             https://www.villasvictoriacomfort.com/              [5]   \n",
       "2  https://www.google.com/url?sa=t&source=web&rct...  [3, 4, 3, 3, 5]   \n",
       "3                         http://www.azulromero.com/  [3, 4, 5, 4, 1]   \n",
       "4               https://www.airbnb.mx/rooms/23351610  [5, 4, 5, 5, 5]   \n",
       "\n",
       "                                         all_reviews  price_level_y  \n",
       "0  ['An excellent place has all the comforts', 'I...            NaN  \n",
       "1  ['It was more than I expected! Cheap, spacious...            NaN  \n",
       "2  [\"Just for one night it's alright\", 'Discreet'...            NaN  \n",
       "3  ['This is interesting, as it appears to be be ...            NaN  \n",
       "4  ['I loved it here!', 'The place is clean, plea...            NaN  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df1.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1['geometry'] = df1['geometry'].str.split(\", 'v\").str[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1['geometry'] = df1['geometry'].str.split(\"location': \").str[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"{'lat': 20.6939009, 'lng': -105.2742384}\""
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.iloc[0].geometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "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_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>price_level_x</th>\n",
       "      <th>international_phone_number</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6939009, 'lng': -105.2742384}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 640, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>{'compound_code': 'MPVG+H8 Jarretaderas, Nayar...</td>\n",
       "      <td>4.6</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 102 8516</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>4.6</td>\n",
       "      <td>[{'author_name': 'Jovita Garcia Fernandez', 'a...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>https://www.facebook.com/departamentos.laspinas/</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['An excellent place has all the comforts', 'I...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6920731, 'lng': -105.2747303}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>{'compound_code': 'MPRG+R4 Jarretaderas, Nayar...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 297 0093</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'anahi chavez', 'author_url':...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https://www.villasvictoriacomfort.com/</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['It was more than I expected! Cheap, spacious...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6939068, 'lng': -105.2763239}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 349, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>{'compound_code': 'MPVF+HF Jarretaderas, Nayar...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 135 6145</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[{'author_name': 'Juan Carlos Lopez', 'author_...</td>\n",
       "      <td>54.0</td>\n",
       "      <td>https://www.google.com/url?sa=t&amp;source=web&amp;rct...</td>\n",
       "      <td>[3, 4, 3, 3, 5]</td>\n",
       "      <td>[\"Just for one night it's alright\", 'Discreet'...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6241471, 'lng': -105.2243218}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 3120, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>{'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...</td>\n",
       "      <td>3.9</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 276 4854</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>3.9</td>\n",
       "      <td>[{'author_name': 'Al Reust', 'author_url': 'ht...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>http://www.azulromero.com/</td>\n",
       "      <td>[3, 4, 5, 4, 1]</td>\n",
       "      <td>['This is interesting, as it appears to be be ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6225929, 'lng': -105.2232518}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 1052, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>{'compound_code': 'JQFG+2M Puerto Vallarta, Ja...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 270 9397</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>[{'author_name': 'Daniel Chilldres', 'author_u...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>https://www.airbnb.mx/rooms/23351610</td>\n",
       "      <td>[5, 4, 5, 5, 5]</td>\n",
       "      <td>['I loved it here!', 'The place is clean, plea...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6769383, 'lng': -105.285772}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Grand Luxxe Punta Tower at Vidanta Nuevo Vallarta</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 3480, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJ7zhNNCNEIYQRDyRrWYr8hLk</td>\n",
       "      <td>{'compound_code': 'MPG7+QM Nuevo Vallarta, Nay...</td>\n",
       "      <td>4.9</td>\n",
       "      <td>ChIJ7zhNNCNEIYQRDyRrWYr8hLk</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+52 322 226 4000</td>\n",
       "      <td>Grand Luxxe Punta Tower at Vidanta Nuevo Vallarta</td>\n",
       "      <td>4.9</td>\n",
       "      <td>[{'author_name': 'John Bittle', 'author_url': ...</td>\n",
       "      <td>64.0</td>\n",
       "      <td>https://www.vidanta.com/en/web/nuevo-vallarta/...</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['Love this resort and hotel.   Best room ever...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6837179, 'lng': -105.2898603}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>R&amp;A - Mayan Island</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 4160, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJL33NqWNFIYQRe3bFJpXgzXw</td>\n",
       "      <td>{'compound_code': 'MPM6+F3 Nuevo Vallarta, Nay...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJL33NqWNFIYQRe3bFJpXgzXw</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>+1 619-346-1652</td>\n",
       "      <td>R&amp;A - Mayan Island</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'alberto torreblanca', 'autho...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>http://rabeachproperties.com/</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['Really nice view']</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6843008, 'lng': -105.2780858}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Torre 6 The Grand Luxxe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 2992, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJo9we6EJFIYQRx9y4RoVO4Bs</td>\n",
       "      <td>{'compound_code': 'MPMC+PQ Jarretaderas, Nayar...</td>\n",
       "      <td>4.6</td>\n",
       "      <td>ChIJo9we6EJFIYQRx9y4RoVO4Bs</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Torre 6 The Grand Luxxe</td>\n",
       "      <td>4.6</td>\n",
       "      <td>[{'author_name': 'Dana Nyborg', 'author_url': ...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[4, 5, 3, 5, 5]</td>\n",
       "      <td>['New accommodations, but landscaping needs to...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.684004, 'lng': -105.290116}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Condominios Mayan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJLz-99m5FIYQRSFgBH-7v6ZI</td>\n",
       "      <td>{'compound_code': 'MPM5+JX Nuevo Vallarta, Nay...</td>\n",
       "      <td>4.3</td>\n",
       "      <td>ChIJLz-99m5FIYQRSFgBH-7v6ZI</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Condominios Mayan</td>\n",
       "      <td>4.3</td>\n",
       "      <td>[{'author_name': 'EN LA BOCA DEL LOBO', 'autho...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[3, 5, 5]</td>\n",
       "      <td>['Cool', '', '']</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.68943789999999, 'lng': -105.2845892}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Recolección Impex</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJH0EAEJ5GIYQRCI8cufdoQJ4</td>\n",
       "      <td>{'compound_code': 'MPQ8+Q5 Jarretaderas, Nayar...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ChIJH0EAEJ5GIYQRCI8cufdoQJ4</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Recolección Impex</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[{'author_name': 'Fabian Cibrian', 'author_url...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[3, 5]</td>\n",
       "      <td>['There was no beef the day I went', '']</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>387 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    business_status                                         geometry  \\\n",
       "0       OPERATIONAL         {'lat': 20.6939009, 'lng': -105.2742384}   \n",
       "1       OPERATIONAL         {'lat': 20.6920731, 'lng': -105.2747303}   \n",
       "2       OPERATIONAL         {'lat': 20.6939068, 'lng': -105.2763239}   \n",
       "3       OPERATIONAL         {'lat': 20.6241471, 'lng': -105.2243218}   \n",
       "4       OPERATIONAL         {'lat': 20.6225929, 'lng': -105.2232518}   \n",
       "..              ...                                              ...   \n",
       "382     OPERATIONAL          {'lat': 20.6769383, 'lng': -105.285772}   \n",
       "383     OPERATIONAL         {'lat': 20.6837179, 'lng': -105.2898603}   \n",
       "384     OPERATIONAL         {'lat': 20.6843008, 'lng': -105.2780858}   \n",
       "385     OPERATIONAL           {'lat': 20.684004, 'lng': -105.290116}   \n",
       "386     OPERATIONAL  {'lat': 20.68943789999999, 'lng': -105.2845892}   \n",
       "\n",
       "                                                  icon  \\\n",
       "0    https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "1    https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "2    https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "3    https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "4    https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "..                                                 ...   \n",
       "382  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "383  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "384  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "385  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "386  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "\n",
       "                                                name_x        opening_hours  \\\n",
       "0                                       casa LAS PIÑAS  {'open_now': False}   \n",
       "1                 Villas Victoria Confort Jarretaderas   {'open_now': True}   \n",
       "2                               Hotel Posada Alejandra                  NaN   \n",
       "3                                    Hotel Azul Romero   {'open_now': True}   \n",
       "4    Vacational Apartment Apartamento Vacacional De...                  NaN   \n",
       "..                                                 ...                  ...   \n",
       "382  Grand Luxxe Punta Tower at Vidanta Nuevo Vallarta   {'open_now': True}   \n",
       "383                                 R&A - Mayan Island                  NaN   \n",
       "384                            Torre 6 The Grand Luxxe                  NaN   \n",
       "385                                  Condominios Mayan                  NaN   \n",
       "386                                  Recolección Impex                  NaN   \n",
       "\n",
       "                                                photos  \\\n",
       "0    [{'height': 640, 'html_attributions': ['<a hre...   \n",
       "1                                                  NaN   \n",
       "2    [{'height': 349, 'html_attributions': ['<a hre...   \n",
       "3    [{'height': 3120, 'html_attributions': ['<a hr...   \n",
       "4    [{'height': 1052, 'html_attributions': ['<a hr...   \n",
       "..                                                 ...   \n",
       "382  [{'height': 3480, 'html_attributions': ['<a hr...   \n",
       "383  [{'height': 4160, 'html_attributions': ['<a hr...   \n",
       "384  [{'height': 2992, 'html_attributions': ['<a hr...   \n",
       "385                                                NaN   \n",
       "386                                                NaN   \n",
       "\n",
       "                        place_id  \\\n",
       "0    ChIJIeVYvYNGIYQRh-9bPVK3fCU   \n",
       "1    ChIJdSKPg3xHIYQRlZ0pmfgVPiQ   \n",
       "2    ChIJB2Yha4NGIYQRE-GTtF_VSAU   \n",
       "3    ChIJFW5JHF5FIYQRogsYTW-KvMI   \n",
       "4    ChIJ9321RV5FIYQRwnf0qJkeIqU   \n",
       "..                           ...   \n",
       "382  ChIJ7zhNNCNEIYQRDyRrWYr8hLk   \n",
       "383  ChIJL33NqWNFIYQRe3bFJpXgzXw   \n",
       "384  ChIJo9we6EJFIYQRx9y4RoVO4Bs   \n",
       "385  ChIJLz-99m5FIYQRSFgBH-7v6ZI   \n",
       "386  ChIJH0EAEJ5GIYQRCI8cufdoQJ4   \n",
       "\n",
       "                                             plus_code  rating_x  \\\n",
       "0    {'compound_code': 'MPVG+H8 Jarretaderas, Nayar...       4.6   \n",
       "1    {'compound_code': 'MPRG+R4 Jarretaderas, Nayar...       5.0   \n",
       "2    {'compound_code': 'MPVF+HF Jarretaderas, Nayar...       4.0   \n",
       "3    {'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...       3.9   \n",
       "4    {'compound_code': 'JQFG+2M Puerto Vallarta, Ja...       4.8   \n",
       "..                                                 ...       ...   \n",
       "382  {'compound_code': 'MPG7+QM Nuevo Vallarta, Nay...       4.9   \n",
       "383  {'compound_code': 'MPM6+F3 Nuevo Vallarta, Nay...       5.0   \n",
       "384  {'compound_code': 'MPMC+PQ Jarretaderas, Nayar...       4.6   \n",
       "385  {'compound_code': 'MPM5+JX Nuevo Vallarta, Nay...       4.3   \n",
       "386  {'compound_code': 'MPQ8+Q5 Jarretaderas, Nayar...       4.0   \n",
       "\n",
       "                       reference  ... price_level_x  \\\n",
       "0    ChIJIeVYvYNGIYQRh-9bPVK3fCU  ...           NaN   \n",
       "1    ChIJdSKPg3xHIYQRlZ0pmfgVPiQ  ...           NaN   \n",
       "2    ChIJB2Yha4NGIYQRE-GTtF_VSAU  ...           NaN   \n",
       "3    ChIJFW5JHF5FIYQRogsYTW-KvMI  ...           NaN   \n",
       "4    ChIJ9321RV5FIYQRwnf0qJkeIqU  ...           NaN   \n",
       "..                           ...  ...           ...   \n",
       "382  ChIJ7zhNNCNEIYQRDyRrWYr8hLk  ...           NaN   \n",
       "383  ChIJL33NqWNFIYQRe3bFJpXgzXw  ...           NaN   \n",
       "384  ChIJo9we6EJFIYQRx9y4RoVO4Bs  ...           NaN   \n",
       "385  ChIJLz-99m5FIYQRSFgBH-7v6ZI  ...           NaN   \n",
       "386  ChIJH0EAEJ5GIYQRCI8cufdoQJ4  ...           NaN   \n",
       "\n",
       "    international_phone_number  \\\n",
       "0             +52 322 102 8516   \n",
       "1             +52 322 297 0093   \n",
       "2             +52 322 135 6145   \n",
       "3             +52 322 276 4854   \n",
       "4             +52 322 270 9397   \n",
       "..                         ...   \n",
       "382           +52 322 226 4000   \n",
       "383            +1 619-346-1652   \n",
       "384                        NaN   \n",
       "385                        NaN   \n",
       "386                        NaN   \n",
       "\n",
       "                                                name_y rating_y  \\\n",
       "0                                       casa LAS PIÑAS      4.6   \n",
       "1                 Villas Victoria Confort Jarretaderas      5.0   \n",
       "2                               Hotel Posada Alejandra      4.0   \n",
       "3                                    Hotel Azul Romero      3.9   \n",
       "4    Vacational Apartment Apartamento Vacacional De...      4.8   \n",
       "..                                                 ...      ...   \n",
       "382  Grand Luxxe Punta Tower at Vidanta Nuevo Vallarta      4.9   \n",
       "383                                 R&A - Mayan Island      5.0   \n",
       "384                            Torre 6 The Grand Luxxe      4.6   \n",
       "385                                  Condominios Mayan      4.3   \n",
       "386                                  Recolección Impex      4.0   \n",
       "\n",
       "                                               reviews user_ratings_total_y  \\\n",
       "0    [{'author_name': 'Jovita Garcia Fernandez', 'a...                  8.0   \n",
       "1    [{'author_name': 'anahi chavez', 'author_url':...                  1.0   \n",
       "2    [{'author_name': 'Juan Carlos Lopez', 'author_...                 54.0   \n",
       "3    [{'author_name': 'Al Reust', 'author_url': 'ht...                 11.0   \n",
       "4    [{'author_name': 'Daniel Chilldres', 'author_u...                 11.0   \n",
       "..                                                 ...                  ...   \n",
       "382  [{'author_name': 'John Bittle', 'author_url': ...                 64.0   \n",
       "383  [{'author_name': 'alberto torreblanca', 'autho...                  2.0   \n",
       "384  [{'author_name': 'Dana Nyborg', 'author_url': ...                 15.0   \n",
       "385  [{'author_name': 'EN LA BOCA DEL LOBO', 'autho...                  3.0   \n",
       "386  [{'author_name': 'Fabian Cibrian', 'author_url...                  2.0   \n",
       "\n",
       "                                               website      all_ratings  \\\n",
       "0     https://www.facebook.com/departamentos.laspinas/  [5, 5, 5, 5, 5]   \n",
       "1               https://www.villasvictoriacomfort.com/              [5]   \n",
       "2    https://www.google.com/url?sa=t&source=web&rct...  [3, 4, 3, 3, 5]   \n",
       "3                           http://www.azulromero.com/  [3, 4, 5, 4, 1]   \n",
       "4                 https://www.airbnb.mx/rooms/23351610  [5, 4, 5, 5, 5]   \n",
       "..                                                 ...              ...   \n",
       "382  https://www.vidanta.com/en/web/nuevo-vallarta/...  [5, 5, 5, 5, 5]   \n",
       "383                      http://rabeachproperties.com/              [5]   \n",
       "384                                                NaN  [4, 5, 3, 5, 5]   \n",
       "385                                                NaN        [3, 5, 5]   \n",
       "386                                                NaN           [3, 5]   \n",
       "\n",
       "                                           all_reviews  price_level_y  \n",
       "0    ['An excellent place has all the comforts', 'I...            NaN  \n",
       "1    ['It was more than I expected! Cheap, spacious...            NaN  \n",
       "2    [\"Just for one night it's alright\", 'Discreet'...            NaN  \n",
       "3    ['This is interesting, as it appears to be be ...            NaN  \n",
       "4    ['I loved it here!', 'The place is clean, plea...            NaN  \n",
       "..                                                 ...            ...  \n",
       "382  ['Love this resort and hotel.   Best room ever...            NaN  \n",
       "383                               ['Really nice view']            NaN  \n",
       "384  ['New accommodations, but landscaping needs to...            NaN  \n",
       "385                                   ['Cool', '', '']            NaN  \n",
       "386           ['There was no beef the day I went', '']            NaN  \n",
       "\n",
       "[387 rows x 24 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_geo = df1['geometry'].map(eval).apply(pd.Series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20.693901</td>\n",
       "      <td>-105.274238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20.692073</td>\n",
       "      <td>-105.274730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20.693907</td>\n",
       "      <td>-105.276324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20.624147</td>\n",
       "      <td>-105.224322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20.622593</td>\n",
       "      <td>-105.223252</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "         lat         lng\n",
       "0  20.693901 -105.274238\n",
       "1  20.692073 -105.274730\n",
       "2  20.693907 -105.276324\n",
       "3  20.624147 -105.224322\n",
       "4  20.622593 -105.223252"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_geo.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6939009, 'lng': -105.2742384}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>{'open_now': False}</td>\n",
       "      <td>[{'height': 640, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>{'compound_code': 'MPVG+H8 Jarretaderas, Nayar...</td>\n",
       "      <td>4.6</td>\n",
       "      <td>ChIJIeVYvYNGIYQRh-9bPVK3fCU</td>\n",
       "      <td>...</td>\n",
       "      <td>casa LAS PIÑAS</td>\n",
       "      <td>4.6</td>\n",
       "      <td>[{'author_name': 'Jovita Garcia Fernandez', 'a...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>https://www.facebook.com/departamentos.laspinas/</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>['An excellent place has all the comforts', 'I...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.693901</td>\n",
       "      <td>-105.274238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6920731, 'lng': -105.2747303}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>{'compound_code': 'MPRG+R4 Jarretaderas, Nayar...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJdSKPg3xHIYQRlZ0pmfgVPiQ</td>\n",
       "      <td>...</td>\n",
       "      <td>Villas Victoria Confort Jarretaderas</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'anahi chavez', 'author_url':...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https://www.villasvictoriacomfort.com/</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['It was more than I expected! Cheap, spacious...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.692073</td>\n",
       "      <td>-105.274730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6939068, 'lng': -105.2763239}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 349, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>{'compound_code': 'MPVF+HF Jarretaderas, Nayar...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ChIJB2Yha4NGIYQRE-GTtF_VSAU</td>\n",
       "      <td>...</td>\n",
       "      <td>Hotel Posada Alejandra</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[{'author_name': 'Juan Carlos Lopez', 'author_...</td>\n",
       "      <td>54.0</td>\n",
       "      <td>https://www.google.com/url?sa=t&amp;source=web&amp;rct...</td>\n",
       "      <td>[3, 4, 3, 3, 5]</td>\n",
       "      <td>[\"Just for one night it's alright\", 'Discreet'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.693907</td>\n",
       "      <td>-105.276324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6241471, 'lng': -105.2243218}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 3120, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>{'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...</td>\n",
       "      <td>3.9</td>\n",
       "      <td>ChIJFW5JHF5FIYQRogsYTW-KvMI</td>\n",
       "      <td>...</td>\n",
       "      <td>Hotel Azul Romero</td>\n",
       "      <td>3.9</td>\n",
       "      <td>[{'author_name': 'Al Reust', 'author_url': 'ht...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>http://www.azulromero.com/</td>\n",
       "      <td>[3, 4, 5, 4, 1]</td>\n",
       "      <td>['This is interesting, as it appears to be be ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.624147</td>\n",
       "      <td>-105.224322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.6225929, 'lng': -105.2232518}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 1052, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>{'compound_code': 'JQFG+2M Puerto Vallarta, Ja...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>ChIJ9321RV5FIYQRwnf0qJkeIqU</td>\n",
       "      <td>...</td>\n",
       "      <td>Vacational Apartment Apartamento Vacacional De...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>[{'author_name': 'Daniel Chilldres', 'author_u...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>https://www.airbnb.mx/rooms/23351610</td>\n",
       "      <td>[5, 4, 5, 5, 5]</td>\n",
       "      <td>['I loved it here!', 'The place is clean, plea...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.622593</td>\n",
       "      <td>-105.223252</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  business_status                                  geometry  \\\n",
       "0     OPERATIONAL  {'lat': 20.6939009, 'lng': -105.2742384}   \n",
       "1     OPERATIONAL  {'lat': 20.6920731, 'lng': -105.2747303}   \n",
       "2     OPERATIONAL  {'lat': 20.6939068, 'lng': -105.2763239}   \n",
       "3     OPERATIONAL  {'lat': 20.6241471, 'lng': -105.2243218}   \n",
       "4     OPERATIONAL  {'lat': 20.6225929, 'lng': -105.2232518}   \n",
       "\n",
       "                                                icon  \\\n",
       "0  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "1  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "2  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "3  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "4  https://maps.gstatic.com/mapfiles/place_api/ic...   \n",
       "\n",
       "                                              name_x        opening_hours  \\\n",
       "0                                     casa LAS PIÑAS  {'open_now': False}   \n",
       "1               Villas Victoria Confort Jarretaderas   {'open_now': True}   \n",
       "2                             Hotel Posada Alejandra                  NaN   \n",
       "3                                  Hotel Azul Romero   {'open_now': True}   \n",
       "4  Vacational Apartment Apartamento Vacacional De...                  NaN   \n",
       "\n",
       "                                              photos  \\\n",
       "0  [{'height': 640, 'html_attributions': ['<a hre...   \n",
       "1                                                NaN   \n",
       "2  [{'height': 349, 'html_attributions': ['<a hre...   \n",
       "3  [{'height': 3120, 'html_attributions': ['<a hr...   \n",
       "4  [{'height': 1052, 'html_attributions': ['<a hr...   \n",
       "\n",
       "                      place_id  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ   \n",
       "2  ChIJB2Yha4NGIYQRE-GTtF_VSAU   \n",
       "3  ChIJFW5JHF5FIYQRogsYTW-KvMI   \n",
       "4  ChIJ9321RV5FIYQRwnf0qJkeIqU   \n",
       "\n",
       "                                           plus_code  rating_x  \\\n",
       "0  {'compound_code': 'MPVG+H8 Jarretaderas, Nayar...       4.6   \n",
       "1  {'compound_code': 'MPRG+R4 Jarretaderas, Nayar...       5.0   \n",
       "2  {'compound_code': 'MPVF+HF Jarretaderas, Nayar...       4.0   \n",
       "3  {'compound_code': 'JQFG+M7 Puerto Vallarta, Ja...       3.9   \n",
       "4  {'compound_code': 'JQFG+2M Puerto Vallarta, Ja...       4.8   \n",
       "\n",
       "                     reference  ...  \\\n",
       "0  ChIJIeVYvYNGIYQRh-9bPVK3fCU  ...   \n",
       "1  ChIJdSKPg3xHIYQRlZ0pmfgVPiQ  ...   \n",
       "2  ChIJB2Yha4NGIYQRE-GTtF_VSAU  ...   \n",
       "3  ChIJFW5JHF5FIYQRogsYTW-KvMI  ...   \n",
       "4  ChIJ9321RV5FIYQRwnf0qJkeIqU  ...   \n",
       "\n",
       "                                              name_y rating_y  \\\n",
       "0                                     casa LAS PIÑAS      4.6   \n",
       "1               Villas Victoria Confort Jarretaderas      5.0   \n",
       "2                             Hotel Posada Alejandra      4.0   \n",
       "3                                  Hotel Azul Romero      3.9   \n",
       "4  Vacational Apartment Apartamento Vacacional De...      4.8   \n",
       "\n",
       "                                             reviews user_ratings_total_y  \\\n",
       "0  [{'author_name': 'Jovita Garcia Fernandez', 'a...                  8.0   \n",
       "1  [{'author_name': 'anahi chavez', 'author_url':...                  1.0   \n",
       "2  [{'author_name': 'Juan Carlos Lopez', 'author_...                 54.0   \n",
       "3  [{'author_name': 'Al Reust', 'author_url': 'ht...                 11.0   \n",
       "4  [{'author_name': 'Daniel Chilldres', 'author_u...                 11.0   \n",
       "\n",
       "                                             website      all_ratings  \\\n",
       "0   https://www.facebook.com/departamentos.laspinas/  [5, 5, 5, 5, 5]   \n",
       "1             https://www.villasvictoriacomfort.com/              [5]   \n",
       "2  https://www.google.com/url?sa=t&source=web&rct...  [3, 4, 3, 3, 5]   \n",
       "3                         http://www.azulromero.com/  [3, 4, 5, 4, 1]   \n",
       "4               https://www.airbnb.mx/rooms/23351610  [5, 4, 5, 5, 5]   \n",
       "\n",
       "                                         all_reviews  price_level_y  \\\n",
       "0  ['An excellent place has all the comforts', 'I...            NaN   \n",
       "1  ['It was more than I expected! Cheap, spacious...            NaN   \n",
       "2  [\"Just for one night it's alright\", 'Discreet'...            NaN   \n",
       "3  ['This is interesting, as it appears to be be ...            NaN   \n",
       "4  ['I loved it here!', 'The place is clean, plea...            NaN   \n",
       "\n",
       "         lat         lng  \n",
       "0  20.693901 -105.274238  \n",
       "1  20.692073 -105.274730  \n",
       "2  20.693907 -105.276324  \n",
       "3  20.624147 -105.224322  \n",
       "4  20.622593 -105.223252  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df1.merge(df_geo, how='outer', left_index=True, right_index=True)\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>387</td>\n",
       "      <td>387</td>\n",
       "      <td>387</td>\n",
       "      <td>387</td>\n",
       "      <td>183</td>\n",
       "      <td>361</td>\n",
       "      <td>387</td>\n",
       "      <td>386</td>\n",
       "      <td>387.000000</td>\n",
       "      <td>387</td>\n",
       "      <td>...</td>\n",
       "      <td>387</td>\n",
       "      <td>387.000000</td>\n",
       "      <td>387</td>\n",
       "      <td>387.000000</td>\n",
       "      <td>265</td>\n",
       "      <td>387</td>\n",
       "      <td>387</td>\n",
       "      <td>1.0</td>\n",
       "      <td>387.000000</td>\n",
       "      <td>387.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>1</td>\n",
       "      <td>384</td>\n",
       "      <td>4</td>\n",
       "      <td>383</td>\n",
       "      <td>2</td>\n",
       "      <td>361</td>\n",
       "      <td>387</td>\n",
       "      <td>372</td>\n",
       "      <td>NaN</td>\n",
       "      <td>387</td>\n",
       "      <td>...</td>\n",
       "      <td>383</td>\n",
       "      <td>NaN</td>\n",
       "      <td>387</td>\n",
       "      <td>NaN</td>\n",
       "      <td>259</td>\n",
       "      <td>204</td>\n",
       "      <td>387</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.65340699999999, 'lng': -105.2253316}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Casa Corazon</td>\n",
       "      <td>{'open_now': True}</td>\n",
       "      <td>[{'height': 766, 'html_attributions': ['&lt;a hre...</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJH07bwLxFIYQRwnD_-wmnVPE</td>\n",
       "      <td>...</td>\n",
       "      <td>Casa Corazon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'author_name': 'Luis Alberto Morales Sanchez...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.vidanta.com/web/nuevo-vallarta</td>\n",
       "      <td>[5, 5, 5, 5, 5]</td>\n",
       "      <td>[\"Should be zero stars if at all possible. Dur...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>387</td>\n",
       "      <td>3</td>\n",
       "      <td>364</td>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.425065</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.424031</td>\n",
       "      <td>NaN</td>\n",
       "      <td>368.801034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.621220</td>\n",
       "      <td>-105.241150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.501673</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.501207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>859.683515</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.034350</td>\n",
       "      <td>0.016784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.532667</td>\n",
       "      <td>-105.291951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.600570</td>\n",
       "      <td>-105.246316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.615105</td>\n",
       "      <td>-105.236038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.648100</td>\n",
       "      <td>-105.230990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6217.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.693907</td>\n",
       "      <td>-105.214793</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       business_status                                         geometry  \\\n",
       "count              387                                              387   \n",
       "unique               1                                              384   \n",
       "top        OPERATIONAL  {'lat': 20.65340699999999, 'lng': -105.2253316}   \n",
       "freq               387                                                3   \n",
       "mean               NaN                                              NaN   \n",
       "std                NaN                                              NaN   \n",
       "min                NaN                                              NaN   \n",
       "25%                NaN                                              NaN   \n",
       "50%                NaN                                              NaN   \n",
       "75%                NaN                                              NaN   \n",
       "max                NaN                                              NaN   \n",
       "\n",
       "                                                     icon        name_x  \\\n",
       "count                                                 387           387   \n",
       "unique                                                  4           383   \n",
       "top     https://maps.gstatic.com/mapfiles/place_api/ic...  Casa Corazon   \n",
       "freq                                                  364             2   \n",
       "mean                                                  NaN           NaN   \n",
       "std                                                   NaN           NaN   \n",
       "min                                                   NaN           NaN   \n",
       "25%                                                   NaN           NaN   \n",
       "50%                                                   NaN           NaN   \n",
       "75%                                                   NaN           NaN   \n",
       "max                                                   NaN           NaN   \n",
       "\n",
       "             opening_hours                                             photos  \\\n",
       "count                  183                                                361   \n",
       "unique                   2                                                361   \n",
       "top     {'open_now': True}  [{'height': 766, 'html_attributions': ['<a hre...   \n",
       "freq                   140                                                  1   \n",
       "mean                   NaN                                                NaN   \n",
       "std                    NaN                                                NaN   \n",
       "min                    NaN                                                NaN   \n",
       "25%                    NaN                                                NaN   \n",
       "50%                    NaN                                                NaN   \n",
       "75%                    NaN                                                NaN   \n",
       "max                    NaN                                                NaN   \n",
       "\n",
       "                           place_id  \\\n",
       "count                           387   \n",
       "unique                          387   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE   \n",
       "freq                              1   \n",
       "mean                            NaN   \n",
       "std                             NaN   \n",
       "min                             NaN   \n",
       "25%                             NaN   \n",
       "50%                             NaN   \n",
       "75%                             NaN   \n",
       "max                             NaN   \n",
       "\n",
       "                                                plus_code    rating_x  \\\n",
       "count                                                 386  387.000000   \n",
       "unique                                                372         NaN   \n",
       "top     {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...         NaN   \n",
       "freq                                                    4         NaN   \n",
       "mean                                                  NaN    4.425065   \n",
       "std                                                   NaN    0.501673   \n",
       "min                                                   NaN    1.000000   \n",
       "25%                                                   NaN    4.200000   \n",
       "50%                                                   NaN    4.500000   \n",
       "75%                                                   NaN    4.800000   \n",
       "max                                                   NaN    5.000000   \n",
       "\n",
       "                          reference  ...        name_y    rating_y  \\\n",
       "count                           387  ...           387  387.000000   \n",
       "unique                          387  ...           383         NaN   \n",
       "top     ChIJH07bwLxFIYQRwnD_-wmnVPE  ...  Casa Corazon         NaN   \n",
       "freq                              1  ...             2         NaN   \n",
       "mean                            NaN  ...           NaN    4.424031   \n",
       "std                             NaN  ...           NaN    0.501207   \n",
       "min                             NaN  ...           NaN    1.000000   \n",
       "25%                             NaN  ...           NaN    4.200000   \n",
       "50%                             NaN  ...           NaN    4.500000   \n",
       "75%                             NaN  ...           NaN    4.800000   \n",
       "max                             NaN  ...           NaN    5.000000   \n",
       "\n",
       "                                                  reviews  \\\n",
       "count                                                 387   \n",
       "unique                                                387   \n",
       "top     [{'author_name': 'Luis Alberto Morales Sanchez...   \n",
       "freq                                                    1   \n",
       "mean                                                  NaN   \n",
       "std                                                   NaN   \n",
       "min                                                   NaN   \n",
       "25%                                                   NaN   \n",
       "50%                                                   NaN   \n",
       "75%                                                   NaN   \n",
       "max                                                   NaN   \n",
       "\n",
       "       user_ratings_total_y                                     website  \\\n",
       "count            387.000000                                         265   \n",
       "unique                  NaN                                         259   \n",
       "top                     NaN  https://www.vidanta.com/web/nuevo-vallarta   \n",
       "freq                    NaN                                           3   \n",
       "mean             368.801034                                         NaN   \n",
       "std              859.683515                                         NaN   \n",
       "min                1.000000                                         NaN   \n",
       "25%                7.000000                                         NaN   \n",
       "50%               33.000000                                         NaN   \n",
       "75%              190.000000                                         NaN   \n",
       "max             6217.000000                                         NaN   \n",
       "\n",
       "            all_ratings                                        all_reviews  \\\n",
       "count               387                                                387   \n",
       "unique              204                                                387   \n",
       "top     [5, 5, 5, 5, 5]  [\"Should be zero stars if at all possible. Dur...   \n",
       "freq                 68                                                  1   \n",
       "mean                NaN                                                NaN   \n",
       "std                 NaN                                                NaN   \n",
       "min                 NaN                                                NaN   \n",
       "25%                 NaN                                                NaN   \n",
       "50%                 NaN                                                NaN   \n",
       "75%                 NaN                                                NaN   \n",
       "max                 NaN                                                NaN   \n",
       "\n",
       "        price_level_y         lat         lng  \n",
       "count             1.0  387.000000  387.000000  \n",
       "unique            NaN         NaN         NaN  \n",
       "top               NaN         NaN         NaN  \n",
       "freq              NaN         NaN         NaN  \n",
       "mean              2.0   20.621220 -105.241150  \n",
       "std               NaN    0.034350    0.016784  \n",
       "min               2.0   20.532667 -105.291951  \n",
       "25%               2.0   20.600570 -105.246316  \n",
       "50%               2.0   20.615105 -105.236038  \n",
       "75%               2.0   20.648100 -105.230990  \n",
       "max               2.0   20.693907 -105.214793  \n",
       "\n",
       "[11 rows x 26 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_status</th>\n",
       "      <th>geometry</th>\n",
       "      <th>icon</th>\n",
       "      <th>name_x</th>\n",
       "      <th>opening_hours</th>\n",
       "      <th>photos</th>\n",
       "      <th>place_id</th>\n",
       "      <th>plus_code</th>\n",
       "      <th>rating_x</th>\n",
       "      <th>reference</th>\n",
       "      <th>...</th>\n",
       "      <th>name_y</th>\n",
       "      <th>rating_y</th>\n",
       "      <th>reviews</th>\n",
       "      <th>user_ratings_total_y</th>\n",
       "      <th>website</th>\n",
       "      <th>all_ratings</th>\n",
       "      <th>all_reviews</th>\n",
       "      <th>price_level_y</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.65340699999999, 'lng': -105.2253316}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Hard rock hotel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 3024, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJq0pp-CxFIYQRFGcrW0jD2YU</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>3.8</td>\n",
       "      <td>ChIJq0pp-CxFIYQRFGcrW0jD2YU</td>\n",
       "      <td>...</td>\n",
       "      <td>Hard rock hotel</td>\n",
       "      <td>3.8</td>\n",
       "      <td>[{'author_name': 'Lucho Gutierrez', 'author_ur...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5, 1, 5, 4]</td>\n",
       "      <td>['Love it,  a friendly treatment by all the st...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.653407</td>\n",
       "      <td>-105.225332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.65340699999999, 'lng': -105.2253316}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Puerto Vallarta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'height': 1280, 'html_attributions': ['&lt;a hr...</td>\n",
       "      <td>ChIJJ7hW4RNFIYQReKCg-JvCd5w</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ChIJJ7hW4RNFIYQReKCg-JvCd5w</td>\n",
       "      <td>...</td>\n",
       "      <td>Puerto Vallarta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[{'author_name': 'IXOTECUTLI ZIGEINER', 'autho...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5]</td>\n",
       "      <td>['Cool place PAL shitter']</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.653407</td>\n",
       "      <td>-105.225332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>OPERATIONAL</td>\n",
       "      <td>{'lat': 20.65340699999999, 'lng': -105.2253316}</td>\n",
       "      <td>https://maps.gstatic.com/mapfiles/place_api/ic...</td>\n",
       "      <td>Sunscape</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ChIJVVVVVYFFIYQRdJ6i5dBNWPA</td>\n",
       "      <td>{'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...</td>\n",
       "      <td>3.7</td>\n",
       "      <td>ChIJVVVVVYFFIYQRdJ6i5dBNWPA</td>\n",
       "      <td>...</td>\n",
       "      <td>Sunscape</td>\n",
       "      <td>3.7</td>\n",
       "      <td>[{'author_name': 'Alma Delia Chàvez Amezcua', ...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>https://www.sunscaperesorts.mx/</td>\n",
       "      <td>[5, 1, 5]</td>\n",
       "      <td>['Cool', \"I had a reservation and they wouldn'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.653407</td>\n",
       "      <td>-105.225332</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   business_status                                         geometry  \\\n",
       "30     OPERATIONAL  {'lat': 20.65340699999999, 'lng': -105.2253316}   \n",
       "31     OPERATIONAL  {'lat': 20.65340699999999, 'lng': -105.2253316}   \n",
       "32     OPERATIONAL  {'lat': 20.65340699999999, 'lng': -105.2253316}   \n",
       "\n",
       "                                                 icon           name_x  \\\n",
       "30  https://maps.gstatic.com/mapfiles/place_api/ic...  Hard rock hotel   \n",
       "31  https://maps.gstatic.com/mapfiles/place_api/ic...  Puerto Vallarta   \n",
       "32  https://maps.gstatic.com/mapfiles/place_api/ic...         Sunscape   \n",
       "\n",
       "   opening_hours                                             photos  \\\n",
       "30           NaN  [{'height': 3024, 'html_attributions': ['<a hr...   \n",
       "31           NaN  [{'height': 1280, 'html_attributions': ['<a hr...   \n",
       "32           NaN                                                NaN   \n",
       "\n",
       "                       place_id  \\\n",
       "30  ChIJq0pp-CxFIYQRFGcrW0jD2YU   \n",
       "31  ChIJJ7hW4RNFIYQReKCg-JvCd5w   \n",
       "32  ChIJVVVVVYFFIYQRdJ6i5dBNWPA   \n",
       "\n",
       "                                            plus_code  rating_x  \\\n",
       "30  {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...       3.8   \n",
       "31  {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...       5.0   \n",
       "32  {'compound_code': 'MQ3F+9V Puerto Vallarta, Ja...       3.7   \n",
       "\n",
       "                      reference  ...           name_y rating_y  \\\n",
       "30  ChIJq0pp-CxFIYQRFGcrW0jD2YU  ...  Hard rock hotel      3.8   \n",
       "31  ChIJJ7hW4RNFIYQReKCg-JvCd5w  ...  Puerto Vallarta      5.0   \n",
       "32  ChIJVVVVVYFFIYQRdJ6i5dBNWPA  ...         Sunscape      3.7   \n",
       "\n",
       "                                              reviews user_ratings_total_y  \\\n",
       "30  [{'author_name': 'Lucho Gutierrez', 'author_ur...                  4.0   \n",
       "31  [{'author_name': 'IXOTECUTLI ZIGEINER', 'autho...                  1.0   \n",
       "32  [{'author_name': 'Alma Delia Chàvez Amezcua', ...                  3.0   \n",
       "\n",
       "                            website   all_ratings  \\\n",
       "30                              NaN  [5, 1, 5, 4]   \n",
       "31                              NaN           [5]   \n",
       "32  https://www.sunscaperesorts.mx/     [5, 1, 5]   \n",
       "\n",
       "                                          all_reviews  price_level_y  \\\n",
       "30  ['Love it,  a friendly treatment by all the st...            NaN   \n",
       "31                         ['Cool place PAL shitter']            NaN   \n",
       "32  ['Cool', \"I had a reservation and they wouldn'...            NaN   \n",
       "\n",
       "          lat         lng  \n",
       "30  20.653407 -105.225332  \n",
       "31  20.653407 -105.225332  \n",
       "32  20.653407 -105.225332  \n",
       "\n",
       "[3 rows x 26 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[df1['geometry']==\"{'lat': 20.65340699999999, 'lng': -105.2253316}\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"['This is interesting, as it appears to be be under new ownership. It has a new paint job on the front, I have not taken time to speak with the new managers. In the past few years I know of people who have did extended vacations as the prices were reasonable. Access in the local community offers many things (I live across the street).  There is a Bus Route to Centro up the hill and return from Centro down the hill. They have a few rooms for Family or Long Term. I have seen Buses unload and many people take over the Hotel in the past. Time will tell.', 'Comfortable and decent, it is 10 minutes from the beach\\\\nThe water heater does not work and neither does the internet, but good for spending the night', 'Very good cows in Guadalajara', 'Very good', 'Change of administration and they did not make the deposit valid according to why the past administration did not give it to them 😒 I had no other choice than to stay there since according to what I had booked and I had about 50 people obviously I would not find a hotel elsewhere\\\\nWe did not pull the boiler, the minisplit, the wifi, they left only the maintenance man who could not cope with 10 rented rooms that all had problems and to finish there were lizards all over the hotel 😐 it is not close to the beach and The closest is private and not close to the main avenue, I just went on July 14 and what I am sure I will not return again, maybe it was my fault for wanting something cheaper\\\\nBetter for the other one even if it is something more expensive but worth it']\""
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.iloc[3].all_reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(387, 26)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.to_csv(r'df1csv.csv', index=True, header=True, index_label=False)"
   ]
  }
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