Merging.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_todo=pd.read_csv(\"dataset_indo.csv\")\n",
    "df_hotel_flight=pd.read_csv(\"datasetindo_hotel_flight.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Checking</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>['Tur (204)', 'Spa &amp; Kebugaran (164)', 'Aktivi...</td>\n",
       "      <td>Kecamatan Kuta, Indonesia</td>\n",
       "      <td>451212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bali</td>\n",
       "      <td>Bali</td>\n",
       "      <td>['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2998882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...</td>\n",
       "      <td>Gianyar Regency, Indonesia</td>\n",
       "      <td>610495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>['Tur (168)', 'Tempat Belanja (148)', 'Spa &amp; K...</td>\n",
       "      <td>Jawa, Indonesia</td>\n",
       "      <td>339358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>616</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>['Tur (5)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Nusa Penida, Indonesia</td>\n",
       "      <td>742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>619</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>['Spa &amp; Kebugaran (2)', 'Tur (2)', 'Kursus &amp; S...</td>\n",
       "      <td>Ubud, Indonesia</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>621</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Cocok untuk Pasan...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>627</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>['Tur (1)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>643</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>326 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0 Country Name Travel Destination         Checking  \\\n",
       "0             0    Indonesia             Bintan           Bintan   \n",
       "1             2    Indonesia           Seminyak         Seminyak   \n",
       "2             3    Indonesia               Bali             Bali   \n",
       "3             4    Indonesia               Ubud             Ubud   \n",
       "4             5    Indonesia            Jakarta          Jakarta   \n",
       "..          ...          ...                ...              ...   \n",
       "321         616    Indonesia          Toyapakeh        Toyapakeh   \n",
       "322         619    Indonesia         Singakerta       Singakerta   \n",
       "323         621    Indonesia             Guwang           Guwang   \n",
       "324         627    Indonesia    Singapadu Kaler  Singapadu Kaler   \n",
       "325         643    Indonesia         Batu Karas       Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "1    ['Tur (204)', 'Spa & Kebugaran (164)', 'Aktivi...   \n",
       "2    ['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...   \n",
       "3    ['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...   \n",
       "4    ['Tur (168)', 'Tempat Belanja (148)', 'Spa & K...   \n",
       "..                                                 ...   \n",
       "321  ['Tur (5)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "322  ['Spa & Kebugaran (2)', 'Tur (2)', 'Kursus & S...   \n",
       "323  ['Wisata Alam & Taman (1)', 'Cocok untuk Pasan...   \n",
       "324  ['Tur (1)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "325  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \n",
       "0     Bintan Regency, Indonesia        25006  \n",
       "1     Kecamatan Kuta, Indonesia       451212  \n",
       "2                     Indonesia      2998882  \n",
       "3    Gianyar Regency, Indonesia       610495  \n",
       "4               Jawa, Indonesia       339358  \n",
       "..                          ...          ...  \n",
       "321      Nusa Penida, Indonesia          742  \n",
       "322             Ubud, Indonesia         2019  \n",
       "323         Sukawati, Indonesia          343  \n",
       "324         Sukawati, Indonesia          309  \n",
       "325       Jawa Barat, Indonesia          206  \n",
       "\n",
       "[326 rows x 7 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_todo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_todo=df_todo.drop(\"Unnamed: 0\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_hotel_flight=df_hotel_flight.drop(\"Unnamed: 0\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>Rp 1.740.182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g469404-S...</td>\n",
       "      <td>Rp 2.331.874</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g469404-...</td>\n",
       "      <td>Rp 1.305.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Bali</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294226-B...</td>\n",
       "      <td>Rp 656.190</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294226-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297701-U...</td>\n",
       "      <td>Rp 2.865.927</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297701-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294229-J...</td>\n",
       "      <td>Rp 360.563</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294229-...</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>20</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g14115586...</td>\n",
       "      <td>Rp 663.636</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1411558...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>21</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g15880600...</td>\n",
       "      <td>Rp 661.107</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1588060...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>22</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>23</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g20116867...</td>\n",
       "      <td>Rp 627.097</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g2011686...</td>\n",
       "      <td>Rp 1.197.735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>24</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>Rp 208.333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>322 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0 Travel Destination  \\\n",
       "0             0             Bintan   \n",
       "1             1           Seminyak   \n",
       "2             2               Bali   \n",
       "3             3               Ubud   \n",
       "4             4            Jakarta   \n",
       "..          ...                ...   \n",
       "317          20          Toyapakeh   \n",
       "318          21         Singakerta   \n",
       "319          22             Guwang   \n",
       "320          23    Singapadu Kaler   \n",
       "321          24         Batu Karas   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...    Rp 1.740.182   \n",
       "1    https://www.tripadvisor.co.id/Hotels-g469404-S...    Rp 2.331.874   \n",
       "2    https://www.tripadvisor.co.id/Hotels-g294226-B...      Rp 656.190   \n",
       "3    https://www.tripadvisor.co.id/Hotels-g297701-U...    Rp 2.865.927   \n",
       "4    https://www.tripadvisor.co.id/Hotels-g294229-J...      Rp 360.563   \n",
       "..                                                 ...             ...   \n",
       "317  https://www.tripadvisor.co.id/Hotels-g14115586...      Rp 663.636   \n",
       "318  https://www.tripadvisor.co.id/Hotels-g15880600...      Rp 661.107   \n",
       "319                                                NaN             NaN   \n",
       "320  https://www.tripadvisor.co.id/Hotels-g20116867...      Rp 627.097   \n",
       "321  https://www.tripadvisor.co.id/Hotels-g6677749-...      Rp 208.333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "1    https://www.tripadvisor.co.id/Flights-g469404-...     Rp 1.305.700  \n",
       "2    https://www.tripadvisor.co.id/Flights-g294226-...     Rp 1.145.870  \n",
       "3    https://www.tripadvisor.co.id/Flights-g297701-...     Rp 1.145.870  \n",
       "4    https://www.tripadvisor.co.id/Flights-g294229-...              NaN  \n",
       "..                                                 ...              ...  \n",
       "317  https://www.tripadvisor.co.id/Flights-g1411558...     Rp 1.752.927  \n",
       "318  https://www.tripadvisor.co.id/Flights-g1588060...     Rp 1.752.927  \n",
       "319                                                NaN              NaN  \n",
       "320  https://www.tripadvisor.co.id/Flights-g2011686...     Rp 1.197.735  \n",
       "321  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[322 rows x 6 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_hotel_flight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "tes=pd.merge(df_todo, df_hotel_flight, on=\"Travel Destination\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "dropping all duplications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "tes=tes.drop_duplicates(subset=\"Travel Destination\", keep=\"first\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Checking</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>Rp 1.740.182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>['Tur (204)', 'Spa &amp; Kebugaran (164)', 'Aktivi...</td>\n",
       "      <td>Kecamatan Kuta, Indonesia</td>\n",
       "      <td>451212</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g469404-S...</td>\n",
       "      <td>Rp 2.331.874</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g469404-...</td>\n",
       "      <td>Rp 1.305.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bali</td>\n",
       "      <td>Bali</td>\n",
       "      <td>['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2998882</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294226-B...</td>\n",
       "      <td>Rp 656.190</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294226-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...</td>\n",
       "      <td>Gianyar Regency, Indonesia</td>\n",
       "      <td>610495</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297701-U...</td>\n",
       "      <td>Rp 2.865.927</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297701-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>['Tur (168)', 'Tempat Belanja (148)', 'Spa &amp; K...</td>\n",
       "      <td>Jawa, Indonesia</td>\n",
       "      <td>339358</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294229-J...</td>\n",
       "      <td>Rp 360.563</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294229-...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>['Tur (5)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Nusa Penida, Indonesia</td>\n",
       "      <td>742</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g14115586...</td>\n",
       "      <td>Rp 663.636</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1411558...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>['Spa &amp; Kebugaran (2)', 'Tur (2)', 'Kursus &amp; S...</td>\n",
       "      <td>Ubud, Indonesia</td>\n",
       "      <td>2019</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g15880600...</td>\n",
       "      <td>Rp 661.107</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1588060...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Cocok untuk Pasan...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>343</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>['Tur (1)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>309</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g20116867...</td>\n",
       "      <td>Rp 627.097</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g2011686...</td>\n",
       "      <td>Rp 1.197.735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>Rp 208.333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>320 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country Name Travel Destination         Checking  \\\n",
       "0      Indonesia             Bintan           Bintan   \n",
       "1      Indonesia           Seminyak         Seminyak   \n",
       "2      Indonesia               Bali             Bali   \n",
       "3      Indonesia               Ubud             Ubud   \n",
       "4      Indonesia            Jakarta          Jakarta   \n",
       "..           ...                ...              ...   \n",
       "325    Indonesia          Toyapakeh        Toyapakeh   \n",
       "326    Indonesia         Singakerta       Singakerta   \n",
       "327    Indonesia             Guwang           Guwang   \n",
       "328    Indonesia    Singapadu Kaler  Singapadu Kaler   \n",
       "329    Indonesia         Batu Karas       Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "1    ['Tur (204)', 'Spa & Kebugaran (164)', 'Aktivi...   \n",
       "2    ['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...   \n",
       "3    ['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...   \n",
       "4    ['Tur (168)', 'Tempat Belanja (148)', 'Spa & K...   \n",
       "..                                                 ...   \n",
       "325  ['Tur (5)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "326  ['Spa & Kebugaran (2)', 'Tur (2)', 'Kursus & S...   \n",
       "327  ['Wisata Alam & Taman (1)', 'Cocok untuk Pasan...   \n",
       "328  ['Tur (1)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "329  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "1     Kecamatan Kuta, Indonesia       451212   \n",
       "2                     Indonesia      2998882   \n",
       "3    Gianyar Regency, Indonesia       610495   \n",
       "4               Jawa, Indonesia       339358   \n",
       "..                          ...          ...   \n",
       "325      Nusa Penida, Indonesia          742   \n",
       "326             Ubud, Indonesia         2019   \n",
       "327         Sukawati, Indonesia          343   \n",
       "328         Sukawati, Indonesia          309   \n",
       "329       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...    Rp 1.740.182   \n",
       "1    https://www.tripadvisor.co.id/Hotels-g469404-S...    Rp 2.331.874   \n",
       "2    https://www.tripadvisor.co.id/Hotels-g294226-B...      Rp 656.190   \n",
       "3    https://www.tripadvisor.co.id/Hotels-g297701-U...    Rp 2.865.927   \n",
       "4    https://www.tripadvisor.co.id/Hotels-g294229-J...      Rp 360.563   \n",
       "..                                                 ...             ...   \n",
       "325  https://www.tripadvisor.co.id/Hotels-g14115586...      Rp 663.636   \n",
       "326  https://www.tripadvisor.co.id/Hotels-g15880600...      Rp 661.107   \n",
       "327                                                NaN             NaN   \n",
       "328  https://www.tripadvisor.co.id/Hotels-g20116867...      Rp 627.097   \n",
       "329  https://www.tripadvisor.co.id/Hotels-g6677749-...      Rp 208.333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "1    https://www.tripadvisor.co.id/Flights-g469404-...     Rp 1.305.700  \n",
       "2    https://www.tripadvisor.co.id/Flights-g294226-...     Rp 1.145.870  \n",
       "3    https://www.tripadvisor.co.id/Flights-g297701-...     Rp 1.145.870  \n",
       "4    https://www.tripadvisor.co.id/Flights-g294229-...              NaN  \n",
       "..                                                 ...              ...  \n",
       "325  https://www.tripadvisor.co.id/Flights-g1411558...     Rp 1.752.927  \n",
       "326  https://www.tripadvisor.co.id/Flights-g1588060...     Rp 1.752.927  \n",
       "327                                                NaN              NaN  \n",
       "328  https://www.tripadvisor.co.id/Flights-g2011686...     Rp 1.197.735  \n",
       "329  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[320 rows x 10 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "tes.to_csv(\"dataset_indo_forhtml.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"dataset_indo_forhtml.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Checking</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>Rp 1.740.182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>['Tur (204)', 'Spa &amp; Kebugaran (164)', 'Aktivi...</td>\n",
       "      <td>Kecamatan Kuta, Indonesia</td>\n",
       "      <td>451212</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g469404-S...</td>\n",
       "      <td>Rp 2.331.874</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g469404-...</td>\n",
       "      <td>Rp 1.305.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bali</td>\n",
       "      <td>Bali</td>\n",
       "      <td>['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2998882</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294226-B...</td>\n",
       "      <td>Rp 656.190</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294226-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...</td>\n",
       "      <td>Gianyar Regency, Indonesia</td>\n",
       "      <td>610495</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297701-U...</td>\n",
       "      <td>Rp 2.865.927</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297701-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>['Tur (168)', 'Tempat Belanja (148)', 'Spa &amp; K...</td>\n",
       "      <td>Jawa, Indonesia</td>\n",
       "      <td>339358</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294229-J...</td>\n",
       "      <td>Rp 360.563</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294229-...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>325</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>['Tur (5)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Nusa Penida, Indonesia</td>\n",
       "      <td>742</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g14115586...</td>\n",
       "      <td>Rp 663.636</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1411558...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>326</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>['Spa &amp; Kebugaran (2)', 'Tur (2)', 'Kursus &amp; S...</td>\n",
       "      <td>Ubud, Indonesia</td>\n",
       "      <td>2019</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g15880600...</td>\n",
       "      <td>Rp 661.107</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1588060...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>327</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Cocok untuk Pasan...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>343</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>328</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>['Tur (1)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>309</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g20116867...</td>\n",
       "      <td>Rp 627.097</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g2011686...</td>\n",
       "      <td>Rp 1.197.735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>329</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>Rp 208.333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>320 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0 Country Name Travel Destination         Checking  \\\n",
       "0             0    Indonesia             Bintan           Bintan   \n",
       "1             1    Indonesia           Seminyak         Seminyak   \n",
       "2             2    Indonesia               Bali             Bali   \n",
       "3             3    Indonesia               Ubud             Ubud   \n",
       "4             4    Indonesia            Jakarta          Jakarta   \n",
       "..          ...          ...                ...              ...   \n",
       "315         325    Indonesia          Toyapakeh        Toyapakeh   \n",
       "316         326    Indonesia         Singakerta       Singakerta   \n",
       "317         327    Indonesia             Guwang           Guwang   \n",
       "318         328    Indonesia    Singapadu Kaler  Singapadu Kaler   \n",
       "319         329    Indonesia         Batu Karas       Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "1    ['Tur (204)', 'Spa & Kebugaran (164)', 'Aktivi...   \n",
       "2    ['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...   \n",
       "3    ['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...   \n",
       "4    ['Tur (168)', 'Tempat Belanja (148)', 'Spa & K...   \n",
       "..                                                 ...   \n",
       "315  ['Tur (5)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "316  ['Spa & Kebugaran (2)', 'Tur (2)', 'Kursus & S...   \n",
       "317  ['Wisata Alam & Taman (1)', 'Cocok untuk Pasan...   \n",
       "318  ['Tur (1)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "319  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "1     Kecamatan Kuta, Indonesia       451212   \n",
       "2                     Indonesia      2998882   \n",
       "3    Gianyar Regency, Indonesia       610495   \n",
       "4               Jawa, Indonesia       339358   \n",
       "..                          ...          ...   \n",
       "315      Nusa Penida, Indonesia          742   \n",
       "316             Ubud, Indonesia         2019   \n",
       "317         Sukawati, Indonesia          343   \n",
       "318         Sukawati, Indonesia          309   \n",
       "319       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...    Rp 1.740.182   \n",
       "1    https://www.tripadvisor.co.id/Hotels-g469404-S...    Rp 2.331.874   \n",
       "2    https://www.tripadvisor.co.id/Hotels-g294226-B...      Rp 656.190   \n",
       "3    https://www.tripadvisor.co.id/Hotels-g297701-U...    Rp 2.865.927   \n",
       "4    https://www.tripadvisor.co.id/Hotels-g294229-J...      Rp 360.563   \n",
       "..                                                 ...             ...   \n",
       "315  https://www.tripadvisor.co.id/Hotels-g14115586...      Rp 663.636   \n",
       "316  https://www.tripadvisor.co.id/Hotels-g15880600...      Rp 661.107   \n",
       "317                                                NaN             NaN   \n",
       "318  https://www.tripadvisor.co.id/Hotels-g20116867...      Rp 627.097   \n",
       "319  https://www.tripadvisor.co.id/Hotels-g6677749-...      Rp 208.333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "1    https://www.tripadvisor.co.id/Flights-g469404-...     Rp 1.305.700  \n",
       "2    https://www.tripadvisor.co.id/Flights-g294226-...     Rp 1.145.870  \n",
       "3    https://www.tripadvisor.co.id/Flights-g297701-...     Rp 1.145.870  \n",
       "4    https://www.tripadvisor.co.id/Flights-g294229-...              NaN  \n",
       "..                                                 ...              ...  \n",
       "315  https://www.tripadvisor.co.id/Flights-g1411558...     Rp 1.752.927  \n",
       "316  https://www.tripadvisor.co.id/Flights-g1588060...     Rp 1.752.927  \n",
       "317                                                NaN              NaN  \n",
       "318  https://www.tripadvisor.co.id/Flights-g2011686...     Rp 1.197.735  \n",
       "319  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[320 rows x 11 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 11 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Unnamed: 0          320 non-null    int64 \n",
      " 1   Country Name        320 non-null    object\n",
      " 2   Travel Destination  320 non-null    object\n",
      " 3   Checking            320 non-null    object\n",
      " 4   Things to Do        320 non-null    object\n",
      " 5   location            320 non-null    object\n",
      " 6   reviewcount         320 non-null    int64 \n",
      " 7   Hotel Link          311 non-null    object\n",
      " 8   Hotel Best Deal     304 non-null    object\n",
      " 9   Flight Link         311 non-null    object\n",
      " 10  Flight Best Deal    186 non-null    object\n",
      "dtypes: int64(2), object(9)\n",
      "memory usage: 27.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Terdapat beberapa data null di Hotel Link, Hotel Best Deal, Flight Link, dan Flight Best Deal. Untuk Link, akan dicoba dilihat terlebih dahulu apakah ada kesalahan saat scraping (kendala teknis) yang menyebabkan data tidak tertangkap dalam prosesnya atau memang datanya tidak tersedia dalam website Trip Advisor. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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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>Unnamed: 0</th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Checking</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>250</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Celuk</td>\n",
       "      <td>Celuk</td>\n",
       "      <td>['Tempat Belanja (5)', 'Tur (3)', 'Pemandangan...</td>\n",
       "      <td>Bali, Indonesia</td>\n",
       "      <td>176</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>265</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Prambanan</td>\n",
       "      <td>Prambanan</td>\n",
       "      <td>['Pemandangan &amp; Tengara (5)', 'Tur (4)', 'Akti...</td>\n",
       "      <td>Jawa Tengah, Indonesia</td>\n",
       "      <td>6641</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>272</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Kayuputih</td>\n",
       "      <td>Kayuputih</td>\n",
       "      <td>['Tur (2)', 'Aktivitas Luar Ruangan (2)', 'Tra...</td>\n",
       "      <td>Sukasada, Indonesia</td>\n",
       "      <td>432</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>282</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Imogiri</td>\n",
       "      <td>Imogiri</td>\n",
       "      <td>['Wisata Alam &amp; Taman (2)', 'Tempat Belanja (1...</td>\n",
       "      <td>Yogyakarta, Indonesia</td>\n",
       "      <td>305</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>284</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Rinca</td>\n",
       "      <td>Rinca</td>\n",
       "      <td>['Tur (1)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Taman Nasional Komodo, Indonesia</td>\n",
       "      <td>727</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>286</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Sangeh</td>\n",
       "      <td>Sangeh</td>\n",
       "      <td>['Pemandangan &amp; Tengara (2)', 'Tempat Belanja ...</td>\n",
       "      <td>Bali, Indonesia</td>\n",
       "      <td>535</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>292</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Manggar</td>\n",
       "      <td>Manggar</td>\n",
       "      <td>['Pemandangan &amp; Tengara (2)', 'Wisata Alam &amp; T...</td>\n",
       "      <td>Pulau Belitung, Indonesia</td>\n",
       "      <td>190</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>305</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Nungnung</td>\n",
       "      <td>Nungnung</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Cocok untuk Pasan...</td>\n",
       "      <td>Bali, Indonesia</td>\n",
       "      <td>334</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>317</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Cocok untuk Pasan...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>343</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0 Country Name Travel Destination   Checking  \\\n",
       "250         250    Indonesia              Celuk      Celuk   \n",
       "265         265    Indonesia          Prambanan  Prambanan   \n",
       "272         272    Indonesia          Kayuputih  Kayuputih   \n",
       "282         282    Indonesia            Imogiri    Imogiri   \n",
       "284         284    Indonesia              Rinca      Rinca   \n",
       "286         286    Indonesia             Sangeh     Sangeh   \n",
       "292         292    Indonesia            Manggar    Manggar   \n",
       "305         305    Indonesia           Nungnung   Nungnung   \n",
       "317         317    Indonesia             Guwang     Guwang   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "250  ['Tempat Belanja (5)', 'Tur (3)', 'Pemandangan...   \n",
       "265  ['Pemandangan & Tengara (5)', 'Tur (4)', 'Akti...   \n",
       "272  ['Tur (2)', 'Aktivitas Luar Ruangan (2)', 'Tra...   \n",
       "282  ['Wisata Alam & Taman (2)', 'Tempat Belanja (1...   \n",
       "284  ['Tur (1)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "286  ['Pemandangan & Tengara (2)', 'Tempat Belanja ...   \n",
       "292  ['Pemandangan & Tengara (2)', 'Wisata Alam & T...   \n",
       "305  ['Wisata Alam & Taman (1)', 'Cocok untuk Pasan...   \n",
       "317  ['Wisata Alam & Taman (1)', 'Cocok untuk Pasan...   \n",
       "\n",
       "                             location  reviewcount Hotel Link Hotel Best Deal  \\\n",
       "250                   Bali, Indonesia          176        NaN             NaN   \n",
       "265            Jawa Tengah, Indonesia         6641        NaN             NaN   \n",
       "272               Sukasada, Indonesia          432        NaN             NaN   \n",
       "282             Yogyakarta, Indonesia          305        NaN             NaN   \n",
       "284  Taman Nasional Komodo, Indonesia          727        NaN             NaN   \n",
       "286                   Bali, Indonesia          535        NaN             NaN   \n",
       "292         Pulau Belitung, Indonesia          190        NaN             NaN   \n",
       "305                   Bali, Indonesia          334        NaN             NaN   \n",
       "317               Sukawati, Indonesia          343        NaN             NaN   \n",
       "\n",
       "    Flight Link Flight Best Deal  \n",
       "250         NaN              NaN  \n",
       "265         NaN              NaN  \n",
       "272         NaN              NaN  \n",
       "282         NaN              NaN  \n",
       "284         NaN              NaN  \n",
       "286         NaN              NaN  \n",
       "292         NaN              NaN  \n",
       "305         NaN              NaN  \n",
       "317         NaN              NaN  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Hotel Link\"].isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "karena datanya hanya sedikit, dapat kita lakukan imputasi manual saja (tidak efektif menggunakan algoritma python untuk mendapatkan data-data yang hilang ini)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df.at[250,\"Hotel Link\"]=\"https://www.tripadvisor.com/Hotels-g1592991-Celuk_Bali-Hotels.html\"\n",
    "df.at[250,\"Hotel Best Deal\"]=\"Rp 684.167\"\n",
    "df.at[250,\"Flight Link\"]=\"https://www.tripadvisor.com/CheapFlightsSearchResults-g297694-a_airport0.JKT-a_airport1.DPS-a_cos.0-a_date0.20201029-a_date1.20201030-a_formImp.21ff92a6__2D__e799__2D__48b9__2D__853e__2D__013fa661adbf__2E__5683-a_nearby0.no-a_nearby1.no-a_nonstop.no-a_pax0.a-a_travelers.1-Denpasar_Bali.html\"\n",
    "df.at[250,\"Flight Best Deal\"]=\"Rp 1.273.077\"\n",
    "\n",
    "df.at[265,\"Hotel Link\"]=\"https://www.tripadvisor.com/Hotels-g8067878-Prambanan_Central_Java_Java-Hotels.html\"\n",
    "df.at[265,\"Hotel Best Deal\"]=\"Rp 937.191\"\n",
    "df.at[265,\"Flight Link\"]=\"https://www.tripadvisor.com/CheapFlightsSearchResults-g294230-a_airport0.JKT-a_airport1.JOG-a_cos.0-a_date0.20201029-a_date1.20201030-a_nearby0.no-a_nearby1.no-a_nonstop.no-a_pax0.a-a_travelers.1-Yogyakarta_Region_Java.html\"\n",
    "df.at[265,\"Flight Best Deal\"]=\"Rp 1.724.800\"\n",
    "\n",
    "df.at[272,\"Hotel Link\"]=\"https://www.tripadvisor.com/Hotels-g11435643-Kayuputih_Sukasada_Buleleng_Regency_Bali-Hotels.html\"\n",
    "df.at[272,\"Hotel Best Deal\"]=\"Rp 1.239.669\"\n",
    "df.at[272,\"Flight Link\"]=\"https://www.tripadvisor.com/CheapFlightsSearchResults-g297694-a_airport0.JKT-a_airport1.DPS-a_cos.0-a_date0.20201029-a_date1.20201030-a_formImp.21ff92a6__2D__e799__2D__48b9__2D__853e__2D__013fa661adbf__2E__5683-a_nearby0.no-a_nearby1.no-a_nonstop.no-a_pax0.a-a_travelers.1-Denpasar_Bali.html\"\n",
    "df.at[272,\"Flight Best Deal\"]=\"Rp 1.273.077\"\n",
    "\n",
    "df.at[282,\"Hotel Link\"]=\"https://www.tripadvisor.com/Hotels-g3333916-Imogiri_Yogyakarta_Region_Java-Hotels.html\"\n",
    "df.at[282,\"Hotel Best Deal\"]=\"Rp 172.702\"\n",
    "df.at[282,\"Flight Link\"]=\"https://www.tripadvisor.com/CheapFlightsSearchResults-g294230-a_airport0.JKT-a_airport1.JOG-a_cos.0-a_date0.20201029-a_date1.20201030-a_nearby0.no-a_nearby1.no-a_nonstop.no-a_pax0.a-a_travelers.1-Yogyakarta_Region_Java.html\"\n",
    "df.at[282,\"Flight Best Deal\"]=\"Rp 1.724.800\"\n",
    "\n",
    "df.at[286,\"Hotel Link\"]=\"https://www.tripadvisor.com/Hotels-g9723252-Sangeh_Bali-Hotels.html\"\n",
    "df.at[286,\"Hotel Best Deal\"]=\"Rp 750.000\"\n",
    "df.at[286,\"Flight Link\"]=\"https://www.tripadvisor.com/CheapFlightsSearchResults-g297694-a_airport0.JKT-a_airport1.DPS-a_cos.0-a_date0.20201029-a_date1.20201030-a_formImp.21ff92a6__2D__e799__2D__48b9__2D__853e__2D__013fa661adbf__2E__5683-a_nearby0.no-a_nearby1.no-a_nonstop.no-a_pax0.a-a_travelers.1-Denpasar_Bali.html\"\n",
    "df.at[286,\"Flight Best Deal\"]=\"Rp 1.724.800\"\n",
    "\n",
    "df.at[284,\"Hotel Link\"]=\"https://www.tripadvisor.com/Hotels-g1820452-Rinca_Komodo_National_Park_Komodo_East_Nusa_Tenggara-Hotels.html\"\n",
    "df.at[284,\"Hotel Best Deal\"]=\"Rp 624.732\"\n",
    "df.at[284,\"Flight Link\"]=\"https://www.tripadvisor.com/CheapFlightsSearchResults-g297728-a_airport0.JKT-a_airport1.TMC-a_cos.0-a_date0.20201029-a_date1.20201030-a_nearby0.no-a_nearby1.no-a_nonstop.no-a_pax0.a-a_travelers.1-East_Nusa_Tenggara.html\"\n",
    "df.at[284,\"Flight Best Deal\"]=\"Rp 3.763.200\"\n",
    "\n",
    "df.at[292,\"Hotel Link\"]=\"https://www.tripadvisor.com/Hotels-g3396933-Manggar_Belitung_Island_Bangka_Belitung_Islands_Sumatra-Hotels.html\"\n",
    "df.at[292,\"Hotel Best Deal\"]=\"Rp 134.883\"\n",
    "df.at[292,\"Flight Link\"]=\"https://www.tripadvisor.com/CheapFlightsSearchResults-g668845-a_airport0.JKT-a_airport1.TJQ-a_cos.0-a_date0.20201029-a_date1.20201030-a_formImp.88f2e0f0__2D__54ca__2D__4250__2D__b37a__2D__27975e20eb67__2E__7499-a_nearby0.no-a_nearby1.no-a_nonstop.no-a_pax0.a-a_travelers.1-Belitung_Island_Bangka_Belitung_Islands_Sumatra.html\"\n",
    "df.at[292,\"Flight Best Deal\"]=\"Rp 739.470\"\n",
    "\n",
    "df.at[305,\"Hotel Link\"]=\"https://www.tripadvisor.com/Hotels-g9856222-Nungnung_Bali-Hotels.html\"\n",
    "df.at[305,\"Hotel Best Deal\"]=\"Rp 629.256\"\n",
    "df.at[305,\"Flight Link\"]=\"https://www.tripadvisor.com/CheapFlightsSearchResults-g297694-a_airport0.JKT-a_airport1.DPS-a_cos.0-a_date0.20201029-a_date1.20201030-a_formImp.21ff92a6__2D__e799__2D__48b9__2D__853e__2D__013fa661adbf__2E__5683-a_nearby0.no-a_nearby1.no-a_nonstop.no-a_pax0.a-a_travelers.1-Denpasar_Bali.html\"\n",
    "df.at[305,\"Flight Best Deal\"]=\"Rp 1.724.800\"\n",
    "\n",
    "df.at[317,\"Hotel Link\"]=\"https://www.tripadvisor.com/Hotels-g19140131-Guwang_Sukawati_Gianyar_Regency_Bali-Hotels.html\"\n",
    "df.at[317,\"Hotel Best Deal\"]=\"Rp 235.636\"\n",
    "df.at[317,\"Flight Link\"]=\"https://www.tripadvisor.com/CheapFlightsSearchResults-g297694-a_airport0.JKT-a_airport1.DPS-a_cos.0-a_date0.20201029-a_date1.20201030-a_formImp.21ff92a6__2D__e799__2D__48b9__2D__853e__2D__013fa661adbf__2E__5683-a_nearby0.no-a_nearby1.no-a_nonstop.no-a_pax0.a-a_travelers.1-Denpasar_Bali.html\"\n",
    "df.at[317,\"Flight Best Deal\"]=\"Rp 1.724.800\"\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "checking if there is any null values remain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "Empty DataFrame\n",
       "Columns: [Unnamed: 0, Country Name, Travel Destination, Checking, Things to Do, location, reviewcount, Hotel Link, Hotel Best Deal, Flight Link, Flight Best Deal]\n",
       "Index: []"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Hotel Link\"].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 11 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Unnamed: 0          320 non-null    int64 \n",
      " 1   Country Name        320 non-null    object\n",
      " 2   Travel Destination  320 non-null    object\n",
      " 3   Checking            320 non-null    object\n",
      " 4   Things to Do        320 non-null    object\n",
      " 5   location            320 non-null    object\n",
      " 6   reviewcount         320 non-null    int64 \n",
      " 7   Hotel Link          320 non-null    object\n",
      " 8   Hotel Best Deal     313 non-null    object\n",
      " 9   Flight Link         320 non-null    object\n",
      " 10  Flight Best Deal    195 non-null    object\n",
      "dtypes: int64(2), object(9)\n",
      "memory usage: 27.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "142    https://www.tripadvisor.co.id/Hotels-g3400865-...\n",
       "151    https://www.tripadvisor.co.id/Hotels-g2444699-...\n",
       "158    https://www.tripadvisor.co.id/Hotels-g1600794-...\n",
       "180    https://www.tripadvisor.co.id/Hotels-g3398689-...\n",
       "193    https://www.tripadvisor.co.id/Hotels-g1600180-...\n",
       "232    https://www.tripadvisor.co.id/Hotels-g3381380-...\n",
       "289    https://www.tripadvisor.co.id/Hotels-g2444661-...\n",
       "Name: Hotel Link, dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Hotel Best Deal\"].isnull()][\"Hotel Link\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.tripadvisor.co.id/Hotels-g3400865-Anambas_Islands_Riau_Islands_Province-Hotels.html\n",
      "https://www.tripadvisor.co.id/Hotels-g2444699-Banda_Neira_Maluku_Islands-Hotels.html\n",
      "https://www.tripadvisor.co.id/Hotels-g1600794-Alor_Island_East_Nusa_Tenggara-Hotels.html\n",
      "https://www.tripadvisor.co.id/Hotels-g3398689-Payakumbuh_West_Sumatra_Sumatra-Hotels.html\n",
      "https://www.tripadvisor.co.id/Hotels-g1600180-Seram_Island_Maluku_Islands-Hotels.html\n",
      "https://www.tripadvisor.co.id/Hotels-g3381380-Bayah_Banten_Province_Java-Hotels.html\n",
      "https://www.tripadvisor.co.id/Hotels-g2444661-Kalabahi_Alor_Island_East_Nusa_Tenggara-Hotels.html\n"
     ]
    }
   ],
   "source": [
    "for i in df[df[\"Hotel Best Deal\"].isnull()][\"Hotel Link\"]:\n",
    "    print (i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "setelah dilakukan pengecekan, data harga hotel untuk tempat-tempat tersebut memang tidak ditampilkan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Bintan Regency, Indonesia', 'Jawa, Indonesia',\n",
       "       'Jawa Barat, Indonesia', 'Jawa Tengah, Indonesia',\n",
       "       'Banten Province, Indonesia', 'Jawa Timur, Indonesia',\n",
       "       'Nusa Tenggara Timur, Indonesia', 'Papua Barat, Indonesia',\n",
       "       'Aceh, Indonesia', 'Sulawesi Selatan, Indonesia',\n",
       "       'Kalimantan Timur, Indonesia', 'Sulawesi Tengah, Indonesia',\n",
       "       'Bintan, Indonesia', 'Labuhan, Indonesia', 'Indonesia',\n",
       "       'Kepulauan Bangka Belitung, Indonesia',\n",
       "       'Kalimantan Tengah, Indonesia', 'Sulawesi Utara, Indonesia',\n",
       "       'Yogyakarta, Indonesia', 'Riau Archipelago, Indonesia',\n",
       "       'Pulau Weh, Indonesia', 'Kabupaten Karawang, Indonesia',\n",
       "       'Riau, Indonesia', 'Kepulauan Maluku, Indonesia',\n",
       "       'Nusa Tenggara Barat, Indonesia', 'Raja Ampat, Indonesia',\n",
       "       'Bitung, Indonesia', 'Kepulauan Togian, Indonesia',\n",
       "       'Sulawesi, Indonesia', 'Sumatra Selatan, Indonesia',\n",
       "       'Maluku, Indonesia', 'Papua, Indonesia',\n",
       "       'Kepulauan Kai, Indonesia', 'Bogor Regency, Indonesia',\n",
       "       'Babakan Madang, Indonesia'], dtype=object)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Flight Best Deal\"].isnull()][\"location\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"dataset_indo_forhtml.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"dataset_indo_forhtml.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 9 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   Country Name        320 non-null    object \n",
      " 1   Travel Destination  320 non-null    object \n",
      " 2   Things to Do        320 non-null    object \n",
      " 3   location            320 non-null    object \n",
      " 4   reviewcount         320 non-null    int64  \n",
      " 5   Hotel Link          320 non-null    object \n",
      " 6   Hotel Best Deal     313 non-null    float64\n",
      " 7   Flight Link         320 non-null    object \n",
      " 8   Flight Best Deal    195 non-null    object \n",
      "dtypes: float64(1), int64(1), object(7)\n",
      "memory usage: 22.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "null_flight=df[df[\"Flight Best Deal\"].isnull()][\"Travel Destination\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Bintan', 'Jakarta', 'Bogor', 'Puncak', 'Purwokerto', 'Anyer',\n",
       "       'Tangerang', 'Batu', 'Garut', 'Pangandaran', 'Sumba', 'Cirebon',\n",
       "       'Malang', 'Cisarua', 'Sukabumi', 'Raja Ampat', 'Lembang',\n",
       "       'Tawangmangu', 'Serpong', 'Pulau Weh', 'Jepara', 'Rantepao',\n",
       "       'Samarinda', 'Tegal', 'Salatiga', 'Kepulauan Togian', 'Jember',\n",
       "       'Lagoi', 'Kediri', 'Jawa Barat', 'Jawa Timur', 'Situbondo',\n",
       "       'Mojokerto', 'Carita', 'Pasuruan', 'Nusa Tenggara Barat',\n",
       "       'Cianjur', 'Pulau Bangka', 'Pangkalan Bun', 'Bitung', 'Wonosobo',\n",
       "       'Trawas', 'Prigen', 'Jawa Tengah', 'Bantul', 'Gunung Kidul',\n",
       "       'Pulau Komodo', 'Pulau Karimun', 'Cilacap', 'Pacitan', 'Sidoarjo',\n",
       "       'Ungaran', 'Sabang', 'Pekalongan', 'Karawang', 'Purwakarta',\n",
       "       'Kepulauan Anambas', 'Cipanas', 'Temanggung', 'Baturaden',\n",
       "       'Bandar Neira', 'Kebumen', 'Kudus', 'Tulungagung', 'Tomohon',\n",
       "       'Pulau Moyo', 'Jombang', 'Waisai', 'Pulau Simeulue',\n",
       "       'Pulau Lembeh', 'Pulau Malenge', 'Nganjuk', 'Takengon',\n",
       "       'Pandeglang', 'Trenggalek', 'Pakem', 'Kaliurang', 'Sengkang',\n",
       "       'Bondowoso', 'Sukapura', 'Ponorogo', 'Bojonegoro', 'Pulau Seram',\n",
       "       'Sulawesi Utara', 'Pulau Pef', 'Riau Archipelago', 'Pandaan',\n",
       "       'Galang', 'Purwodadi', 'Sragen', 'Ciamis', 'Kepulauan Kai',\n",
       "       'Cimahi', 'Lahat', 'Teluk Bakau', 'Saparua', 'Bayah',\n",
       "       'Tana Toraja', 'Purbalingga', 'Sukoharjo', 'Sentani', 'Purworejo',\n",
       "       'Tual', 'Banyumas', 'Cijulang', 'Pulau Una Una', 'South Tangerang',\n",
       "       'Katupat', 'Karanganyar', 'Ranowangko', 'Bintan Regency', 'Ngawi',\n",
       "       'Sewon', 'Majalengka', 'Megamendung', 'Sumur Batu',\n",
       "       'Babakan Madang', 'Bogor Regency', 'Gunung Kijang',\n",
       "       'Pulau Kakaban', 'Mendut', 'Labuhan', 'Cihideung', 'Pulau Kri',\n",
       "       'Batu Karas'], dtype=object)"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "null_flight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "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>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>1740182.0</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>['Tur (168)', 'Tempat Belanja (148)', 'Spa &amp; K...</td>\n",
       "      <td>Jawa, Indonesia</td>\n",
       "      <td>339358</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294229-J...</td>\n",
       "      <td>360563.0</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294229-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bogor</td>\n",
       "      <td>['Wisata Alam &amp; Taman (42)', 'Aktivitas Luar R...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>38424</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297706-B...</td>\n",
       "      <td>970043.0</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297706-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Puncak</td>\n",
       "      <td>['Tur (2)', 'Pemandangan &amp; Tengara (2)', 'Wisa...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>8282</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g844506-P...</td>\n",
       "      <td>611207.0</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g844506-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Purwokerto</td>\n",
       "      <td>['Wisata Alam &amp; Taman (10)', 'Pemandangan &amp; Te...</td>\n",
       "      <td>Jawa Tengah, Indonesia</td>\n",
       "      <td>3635</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g790290-P...</td>\n",
       "      <td>428430.0</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g790290-...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Mendut</td>\n",
       "      <td>['Tempat Belanja (2)', 'Tur (1)', 'Pemandangan...</td>\n",
       "      <td>Jawa Tengah, Indonesia</td>\n",
       "      <td>294</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3373423-...</td>\n",
       "      <td>306908.0</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3373423...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Labuhan</td>\n",
       "      <td>['Tur (7)', 'Aktivitas Luar Ruangan (7)', 'Tur...</td>\n",
       "      <td>Banten Province, Indonesia</td>\n",
       "      <td>195</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3320215-...</td>\n",
       "      <td>836621.0</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3320215...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Cihideung</td>\n",
       "      <td>['Wisata Alam &amp; Taman (2)', 'Kebun Binatang &amp; ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>171</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g13219542...</td>\n",
       "      <td>119884.0</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1321954...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Pulau Kri</td>\n",
       "      <td>['Tur (4)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Raja Ampat, Indonesia</td>\n",
       "      <td>131</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g15024679...</td>\n",
       "      <td>578999.0</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1502467...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>208333.0</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>125 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country Name Travel Destination  \\\n",
       "0      Indonesia             Bintan   \n",
       "4      Indonesia            Jakarta   \n",
       "17     Indonesia              Bogor   \n",
       "18     Indonesia             Puncak   \n",
       "25     Indonesia         Purwokerto   \n",
       "..           ...                ...   \n",
       "296    Indonesia             Mendut   \n",
       "306    Indonesia            Labuhan   \n",
       "308    Indonesia          Cihideung   \n",
       "311    Indonesia          Pulau Kri   \n",
       "319    Indonesia         Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "4    ['Tur (168)', 'Tempat Belanja (148)', 'Spa & K...   \n",
       "17   ['Wisata Alam & Taman (42)', 'Aktivitas Luar R...   \n",
       "18   ['Tur (2)', 'Pemandangan & Tengara (2)', 'Wisa...   \n",
       "25   ['Wisata Alam & Taman (10)', 'Pemandangan & Te...   \n",
       "..                                                 ...   \n",
       "296  ['Tempat Belanja (2)', 'Tur (1)', 'Pemandangan...   \n",
       "306  ['Tur (7)', 'Aktivitas Luar Ruangan (7)', 'Tur...   \n",
       "308  ['Wisata Alam & Taman (2)', 'Kebun Binatang & ...   \n",
       "311  ['Tur (4)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "319  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "4               Jawa, Indonesia       339358   \n",
       "17        Jawa Barat, Indonesia        38424   \n",
       "18        Jawa Barat, Indonesia         8282   \n",
       "25       Jawa Tengah, Indonesia         3635   \n",
       "..                          ...          ...   \n",
       "296      Jawa Tengah, Indonesia          294   \n",
       "306  Banten Province, Indonesia          195   \n",
       "308       Jawa Barat, Indonesia          171   \n",
       "311       Raja Ampat, Indonesia          131   \n",
       "319       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link  Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...        1740182.0   \n",
       "4    https://www.tripadvisor.co.id/Hotels-g294229-J...         360563.0   \n",
       "17   https://www.tripadvisor.co.id/Hotels-g297706-B...         970043.0   \n",
       "18   https://www.tripadvisor.co.id/Hotels-g844506-P...         611207.0   \n",
       "25   https://www.tripadvisor.co.id/Hotels-g790290-P...         428430.0   \n",
       "..                                                 ...              ...   \n",
       "296  https://www.tripadvisor.co.id/Hotels-g3373423-...         306908.0   \n",
       "306  https://www.tripadvisor.co.id/Hotels-g3320215-...         836621.0   \n",
       "308  https://www.tripadvisor.co.id/Hotels-g13219542...         119884.0   \n",
       "311  https://www.tripadvisor.co.id/Hotels-g15024679...         578999.0   \n",
       "319  https://www.tripadvisor.co.id/Hotels-g6677749-...         208333.0   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "4    https://www.tripadvisor.co.id/Flights-g294229-...              NaN  \n",
       "17   https://www.tripadvisor.co.id/Flights-g297706-...              NaN  \n",
       "18   https://www.tripadvisor.co.id/Flights-g844506-...              NaN  \n",
       "25   https://www.tripadvisor.co.id/Flights-g790290-...              NaN  \n",
       "..                                                 ...              ...  \n",
       "296  https://www.tripadvisor.co.id/Flights-g3373423...              NaN  \n",
       "306  https://www.tripadvisor.co.id/Flights-g3320215...              NaN  \n",
       "308  https://www.tripadvisor.co.id/Flights-g1321954...              NaN  \n",
       "311  https://www.tripadvisor.co.id/Flights-g1502467...              NaN  \n",
       "319  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[125 rows x 9 columns]"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Flight Best Deal\"].isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "for places near jakarta (no need to take flight, we impute \"0\" as the \"Flight Best Deal\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  after removing the cwd from sys.path.\n"
     ]
    }
   ],
   "source": [
    "df[\"Flight Best Deal\"][4]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][17]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][18]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][32]=\"Rp 0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Checking</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>Rp 1.740.182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Purwokerto</td>\n",
       "      <td>Purwokerto</td>\n",
       "      <td>['Wisata Alam &amp; Taman (10)', 'Pemandangan &amp; Te...</td>\n",
       "      <td>Jawa Tengah, Indonesia</td>\n",
       "      <td>3635</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g790290-P...</td>\n",
       "      <td>Rp 428.430</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g790290-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>33</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Anyer</td>\n",
       "      <td>Anyer</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Aktivitas Luar Ru...</td>\n",
       "      <td>Banten Province, Indonesia</td>\n",
       "      <td>2735</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3400871-...</td>\n",
       "      <td>Rp 668.000</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3400871...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>38</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu</td>\n",
       "      <td>Batu</td>\n",
       "      <td>['Wisata Alam &amp; Taman (23)', 'Pemandangan &amp; Te...</td>\n",
       "      <td>Jawa Timur, Indonesia</td>\n",
       "      <td>16754</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g1237079-...</td>\n",
       "      <td>Rp 594.247</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1237079...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>39</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Garut</td>\n",
       "      <td>Garut</td>\n",
       "      <td>['Wisata Alam &amp; Taman (18)', 'Aktivitas Luar R...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>2936</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g1137840-...</td>\n",
       "      <td>Rp 377.686</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1137840...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>296</td>\n",
       "      <td>305</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Mendut</td>\n",
       "      <td>Mendut</td>\n",
       "      <td>['Tempat Belanja (2)', 'Tur (1)', 'Pemandangan...</td>\n",
       "      <td>Jawa Tengah, Indonesia</td>\n",
       "      <td>294</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3373423-...</td>\n",
       "      <td>Rp 306.908</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3373423...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>306</td>\n",
       "      <td>316</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Labuhan</td>\n",
       "      <td>Labuhan</td>\n",
       "      <td>['Tur (7)', 'Aktivitas Luar Ruangan (7)', 'Tur...</td>\n",
       "      <td>Banten Province, Indonesia</td>\n",
       "      <td>195</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3320215-...</td>\n",
       "      <td>Rp 836.621</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3320215...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>308</td>\n",
       "      <td>318</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Cihideung</td>\n",
       "      <td>Cihideung</td>\n",
       "      <td>['Wisata Alam &amp; Taman (2)', 'Kebun Binatang &amp; ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>171</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g13219542...</td>\n",
       "      <td>Rp 119.884</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1321954...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>311</td>\n",
       "      <td>321</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Pulau Kri</td>\n",
       "      <td>Pulau Kri</td>\n",
       "      <td>['Tur (4)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Raja Ampat, Indonesia</td>\n",
       "      <td>131</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g15024679...</td>\n",
       "      <td>Rp 578.999</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1502467...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>319</td>\n",
       "      <td>329</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>Rp 208.333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>121 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Unnamed: 0.1 Country Name Travel Destination    Checking  \\\n",
       "0             0             0    Indonesia             Bintan      Bintan   \n",
       "25           25            29    Indonesia         Purwokerto  Purwokerto   \n",
       "29           29            33    Indonesia              Anyer       Anyer   \n",
       "34           34            38    Indonesia               Batu        Batu   \n",
       "35           35            39    Indonesia              Garut       Garut   \n",
       "..          ...           ...          ...                ...         ...   \n",
       "296         296           305    Indonesia             Mendut      Mendut   \n",
       "306         306           316    Indonesia            Labuhan     Labuhan   \n",
       "308         308           318    Indonesia          Cihideung   Cihideung   \n",
       "311         311           321    Indonesia          Pulau Kri   Pulau Kri   \n",
       "319         319           329    Indonesia         Batu Karas  Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "25   ['Wisata Alam & Taman (10)', 'Pemandangan & Te...   \n",
       "29   ['Wisata Alam & Taman (1)', 'Aktivitas Luar Ru...   \n",
       "34   ['Wisata Alam & Taman (23)', 'Pemandangan & Te...   \n",
       "35   ['Wisata Alam & Taman (18)', 'Aktivitas Luar R...   \n",
       "..                                                 ...   \n",
       "296  ['Tempat Belanja (2)', 'Tur (1)', 'Pemandangan...   \n",
       "306  ['Tur (7)', 'Aktivitas Luar Ruangan (7)', 'Tur...   \n",
       "308  ['Wisata Alam & Taman (2)', 'Kebun Binatang & ...   \n",
       "311  ['Tur (4)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "319  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "25       Jawa Tengah, Indonesia         3635   \n",
       "29   Banten Province, Indonesia         2735   \n",
       "34        Jawa Timur, Indonesia        16754   \n",
       "35        Jawa Barat, Indonesia         2936   \n",
       "..                          ...          ...   \n",
       "296      Jawa Tengah, Indonesia          294   \n",
       "306  Banten Province, Indonesia          195   \n",
       "308       Jawa Barat, Indonesia          171   \n",
       "311       Raja Ampat, Indonesia          131   \n",
       "319       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...    Rp 1.740.182   \n",
       "25   https://www.tripadvisor.co.id/Hotels-g790290-P...      Rp 428.430   \n",
       "29   https://www.tripadvisor.co.id/Hotels-g3400871-...      Rp 668.000   \n",
       "34   https://www.tripadvisor.co.id/Hotels-g1237079-...      Rp 594.247   \n",
       "35   https://www.tripadvisor.co.id/Hotels-g1137840-...      Rp 377.686   \n",
       "..                                                 ...             ...   \n",
       "296  https://www.tripadvisor.co.id/Hotels-g3373423-...      Rp 306.908   \n",
       "306  https://www.tripadvisor.co.id/Hotels-g3320215-...      Rp 836.621   \n",
       "308  https://www.tripadvisor.co.id/Hotels-g13219542...      Rp 119.884   \n",
       "311  https://www.tripadvisor.co.id/Hotels-g15024679...      Rp 578.999   \n",
       "319  https://www.tripadvisor.co.id/Hotels-g6677749-...      Rp 208.333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "25   https://www.tripadvisor.co.id/Flights-g790290-...              NaN  \n",
       "29   https://www.tripadvisor.co.id/Flights-g3400871...              NaN  \n",
       "34   https://www.tripadvisor.co.id/Flights-g1237079...              NaN  \n",
       "35   https://www.tripadvisor.co.id/Flights-g1137840...              NaN  \n",
       "..                                                 ...              ...  \n",
       "296  https://www.tripadvisor.co.id/Flights-g3373423...              NaN  \n",
       "306  https://www.tripadvisor.co.id/Flights-g3320215...              NaN  \n",
       "308  https://www.tripadvisor.co.id/Flights-g1321954...              NaN  \n",
       "311  https://www.tripadvisor.co.id/Flights-g1502467...              NaN  \n",
       "319  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[121 rows x 12 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Flight Best Deal\"].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 Bintan ---- https://www.tripadvisor.co.id/Flights-g297718-Bintan_Island_Bintan_Regency_Riau_Archipelago_Riau_Islands_Province-Cheap_Discount_Airfares.html\n",
      "4 Jakarta ---- https://www.tripadvisor.co.id/Flights-g294229-Jakarta_Java-Cheap_Discount_Airfares.html\n",
      "17 Bogor ---- https://www.tripadvisor.co.id/Flights-g297706-Bogor_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "18 Puncak ---- https://www.tripadvisor.co.id/Flights-g844506-Puncak_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "25 Purwokerto ---- https://www.tripadvisor.co.id/Flights-g790290-Purwokerto_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "29 Anyer ---- https://www.tripadvisor.co.id/Flights-g3400871-Anyer_Banten_Province_Java-Cheap_Discount_Airfares.html\n",
      "32 Tangerang ---- https://www.tripadvisor.co.id/Flights-g1493703-Tangerang_Banten_Province_Java-Cheap_Discount_Airfares.html\n",
      "34 Batu ---- https://www.tripadvisor.co.id/Flights-g1237079-Batu_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "35 Garut ---- https://www.tripadvisor.co.id/Flights-g1137840-Garut_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "36 Pangandaran ---- https://www.tripadvisor.co.id/Flights-g1137814-Pangandaran_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "46 Sumba ---- https://www.tripadvisor.co.id/Flights-g297731-Sumba_East_Nusa_Tenggara-Cheap_Discount_Airfares.html\n",
      "47 Cirebon ---- https://www.tripadvisor.co.id/Flights-g297707-Cirebon_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "48 Malang ---- https://www.tripadvisor.co.id/Flights-g297710-Malang_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "52 Cisarua ---- https://www.tripadvisor.co.id/Flights-g644045-Cisarua_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "60 Sukabumi ---- https://www.tripadvisor.co.id/Flights-g297714-Sukabumi_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "64 Raja Ampat ---- https://www.tripadvisor.co.id/Flights-g2303999-Raja_Ampat_West_Papua-Cheap_Discount_Airfares.html\n",
      "65 Lembang ---- https://www.tripadvisor.co.id/Flights-g7187358-Lembang_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "68 Tawangmangu ---- https://www.tripadvisor.co.id/Flights-g3175991-Tawangmangu_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "71 Serpong ---- https://www.tripadvisor.co.id/Flights-g3574346-Serpong_Banten_Province_Java-Cheap_Discount_Airfares.html\n",
      "72 Pulau Weh ---- https://www.tripadvisor.co.id/Flights-g1787388-Pulau_Weh_Aceh_Sumatra-Cheap_Discount_Airfares.html\n",
      "74 Jepara ---- https://www.tripadvisor.co.id/Flights-g1189712-Jepara_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "76 Rantepao ---- https://www.tripadvisor.co.id/Flights-g317108-Rantepao_South_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "77 Samarinda ---- https://www.tripadvisor.co.id/Flights-g317102-Samarinda_East_Kalimantan_Kalimantan-Cheap_Discount_Airfares.html\n",
      "84 Tegal ---- https://www.tripadvisor.co.id/Flights-g790289-Tegal_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "85 Salatiga ---- https://www.tripadvisor.co.id/Flights-g1012818-Salatiga_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "86 Kepulauan Togian ---- https://www.tripadvisor.co.id/Flights-g1025046-Togian_Islands_Central_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "87 Jember ---- https://www.tripadvisor.co.id/Flights-g1052738-Jember_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "89 Lagoi ---- https://www.tripadvisor.co.id/Flights-g1096248-Lagoi_Bintan_Island_Bintan_Regency_Riau_Archipelago_Riau_Islands_Province-Cheap_Discount_Airfares.html\n",
      "93 Kediri ---- https://www.tripadvisor.co.id/Flights-g311297-Kediri_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "94 Jawa Barat ---- https://www.tripadvisor.co.id/Flights-g2301792-West_Java_Java-Cheap_Discount_Airfares.html\n",
      "95 Jawa Timur ---- https://www.tripadvisor.co.id/Flights-g2301797-East_Java_Java-Cheap_Discount_Airfares.html\n",
      "99 Situbondo ---- https://www.tripadvisor.co.id/Flights-g303955-Situbondo_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "100 Mojokerto ---- https://www.tripadvisor.co.id/Flights-g303954-Mojokerto_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "101 Carita ---- https://www.tripadvisor.co.id/Flights-g317104-Carita_Labuhan_Banten_Province_Java-Cheap_Discount_Airfares.html\n",
      "104 Pasuruan ---- https://www.tripadvisor.co.id/Flights-g297711-Pasuruan_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "105 Nusa Tenggara Barat ---- https://www.tripadvisor.co.id/Flights-g297732-West_Nusa_Tenggara-Cheap_Discount_Airfares.html\n",
      "106 Cianjur ---- https://www.tripadvisor.co.id/Flights-g1006216-Cianjur_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "107 Pulau Bangka ---- https://www.tripadvisor.co.id/Flights-g1234795-Bangka_Island_Bangka_Belitung_Islands_Sumatra-Cheap_Discount_Airfares.html\n",
      "110 Pangkalan Bun ---- https://www.tripadvisor.co.id/Flights-g680187-Pangkalan_Bun_Central_Kalimantan_Kalimantan-Cheap_Discount_Airfares.html\n",
      "111 Bitung ---- https://www.tripadvisor.co.id/Flights-g680020-Bitung_North_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "114 Wonosobo ---- https://www.tripadvisor.co.id/Flights-g1137818-Wonosobo_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "115 Trawas ---- https://www.tripadvisor.co.id/Flights-g2698863-Trawas_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "116 Prigen ---- https://www.tripadvisor.co.id/Flights-g2699971-Prigen_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "120 Jawa Tengah ---- https://www.tripadvisor.co.id/Flights-g2301793-Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "121 Bantul ---- https://www.tripadvisor.co.id/Flights-g2304084-Bantul_Yogyakarta_Region_Java-Cheap_Discount_Airfares.html\n",
      "122 Gunung Kidul ---- https://www.tripadvisor.co.id/Flights-g2304083-Gunung_Kidul_Java-Cheap_Discount_Airfares.html\n",
      "124 Pulau Komodo ---- https://www.tripadvisor.co.id/Flights-g2311506-Komodo_East_Nusa_Tenggara-Cheap_Discount_Airfares.html\n",
      "125 Pulau Karimun ---- https://www.tripadvisor.co.id/Flights-g2347651-Karimun_Island_Riau_Archipelago_Riau_Islands_Province-Cheap_Discount_Airfares.html\n",
      "126 Cilacap ---- https://www.tripadvisor.co.id/Flights-g317105-Cilacap_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "129 Pacitan ---- https://www.tripadvisor.co.id/Flights-g3175993-Pacitan_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "131 Sidoarjo ---- https://www.tripadvisor.co.id/Flights-g3175994-Sidoarjo_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "133 Ungaran ---- https://www.tripadvisor.co.id/Flights-g3207850-Ungaran_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "134 Sabang ---- https://www.tripadvisor.co.id/Flights-g2540440-Sabang_Pulau_Weh_Aceh_Sumatra-Cheap_Discount_Airfares.html\n",
      "135 Pekalongan ---- https://www.tripadvisor.co.id/Flights-g2040542-Pekalongan_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "136 Karawang ---- https://www.tripadvisor.co.id/Flights-g2048660-Karawang_Karawang_Regency_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "139 Purwakarta ---- https://www.tripadvisor.co.id/Flights-g1823197-Purwakarta_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "142 Kepulauan Anambas ---- https://www.tripadvisor.co.id/Flights-g3400865-Anambas_Islands_Riau_Islands_Province-Cheap_Discount_Airfares.html\n",
      "143 Cipanas ---- https://www.tripadvisor.co.id/Flights-g5970498-Cipanas_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "145 Temanggung ---- https://www.tripadvisor.co.id/Flights-g3576942-Temanggung_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "150 Baturaden ---- https://www.tripadvisor.co.id/Flights-g1062752-Baturaden_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "151 Bandar Neira ---- https://www.tripadvisor.co.id/Flights-g2444699-Banda_Neira_Maluku_Islands-Cheap_Discount_Airfares.html\n",
      "152 Kebumen ---- https://www.tripadvisor.co.id/Flights-g3576937-Kebumen_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "155 Kudus ---- https://www.tripadvisor.co.id/Flights-g1966182-Kudus_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "164 Tulungagung ---- https://www.tripadvisor.co.id/Flights-g3207852-Tulungagung_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "166 Tomohon ---- https://www.tripadvisor.co.id/Flights-g680013-Tomohon_North_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "167 Pulau Moyo ---- https://www.tripadvisor.co.id/Flights-g1820453-Moyo_Island_West_Nusa_Tenggara-Cheap_Discount_Airfares.html\n",
      "168 Jombang ---- https://www.tripadvisor.co.id/Flights-g3561625-Jombang_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "169 Waisai ---- https://www.tripadvisor.co.id/Flights-g3632533-Waisai_Raja_Ampat_West_Papua-Cheap_Discount_Airfares.html\n",
      "170 Pulau Simeulue ---- https://www.tripadvisor.co.id/Flights-g3648972-Pulau_Simeulue_Aceh_Sumatra-Cheap_Discount_Airfares.html\n",
      "172 Pulau Lembeh ---- https://www.tripadvisor.co.id/Flights-g1071667-Pulau_Lembeh_Bitung_North_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "174 Pulau Malenge ---- https://www.tripadvisor.co.id/Flights-g12834203-Malenge_Island_Togian_Islands_Central_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "177 Nganjuk ---- https://www.tripadvisor.co.id/Flights-g1472380-Nganjuk_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "178 Takengon ---- https://www.tripadvisor.co.id/Flights-g2373422-Takengon_Aceh_Sumatra-Cheap_Discount_Airfares.html\n",
      "179 Pandeglang ---- https://www.tripadvisor.co.id/Flights-g3396006-Pandeglang_Banten_Province_Java-Cheap_Discount_Airfares.html\n",
      "181 Trenggalek ---- https://www.tripadvisor.co.id/Flights-g3932216-Trenggalek_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "182 Pakem ---- https://www.tripadvisor.co.id/Flights-g4475689-Pakem_Yogyakarta_Region_Java-Cheap_Discount_Airfares.html\n",
      "183 Kaliurang ---- https://www.tripadvisor.co.id/Flights-g2698839-Kaliurang_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "184 Sengkang ---- https://www.tripadvisor.co.id/Flights-g3178762-Sengkang_South_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "186 Bondowoso ---- https://www.tripadvisor.co.id/Flights-g3200172-Bondowoso_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "188 Sukapura ---- https://www.tripadvisor.co.id/Flights-g3199127-Sukapura_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "189 Ponorogo ---- https://www.tripadvisor.co.id/Flights-g2654170-Ponorogo_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "190 Bojonegoro ---- https://www.tripadvisor.co.id/Flights-g3733889-Bojonegoro_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "193 Pulau Seram ---- https://www.tripadvisor.co.id/Flights-g1600180-Seram_Island_Maluku_Islands-Cheap_Discount_Airfares.html\n",
      "194 Sulawesi Utara ---- https://www.tripadvisor.co.id/Flights-g2301803-North_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "205 Pulau Pef ---- https://www.tripadvisor.co.id/Flights-g2690061-Pulau_Pef_Raja_Ampat_West_Papua-Cheap_Discount_Airfares.html\n",
      "206 Riau Archipelago ---- https://www.tripadvisor.co.id/Flights-g2347741-Riau_Archipelago_Riau_Islands_Province-Cheap_Discount_Airfares.html\n",
      "209 Pandaan ---- https://www.tripadvisor.co.id/Flights-g3185086-Pandaan_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "213 Galang ---- https://www.tripadvisor.co.id/Flights-g3359611-Galang_Riau_Archipelago_Riau_Islands_Province-Cheap_Discount_Airfares.html\n",
      "214 Purwodadi ---- https://www.tripadvisor.co.id/Flights-g3389996-Purwodadi_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "218 Sragen ---- https://www.tripadvisor.co.id/Flights-g3312574-Sragen_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "219 Ciamis ---- https://www.tripadvisor.co.id/Flights-g3310650-Ciamis_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "222 Kepulauan Kai ---- https://www.tripadvisor.co.id/Flights-g3334605-Kai_Islands_Maluku_Islands-Cheap_Discount_Airfares.html\n",
      "223 Cimahi ---- https://www.tripadvisor.co.id/Flights-g1784984-Cimahi_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "226 Lahat ---- https://www.tripadvisor.co.id/Flights-g1233750-Lahat_South_Sumatra_Sumatra-Cheap_Discount_Airfares.html\n",
      "228 Teluk Bakau ---- https://www.tripadvisor.co.id/Flights-g3223519-Telukbakau_Bintan_Island_Bintan_Regency_Riau_Archipelago_Riau_Islands_Province-Cheap_Discount_Airfares.html\n",
      "230 Saparua ---- https://www.tripadvisor.co.id/Flights-g3793647-Saparua_Maluku_Maluku_Islands-Cheap_Discount_Airfares.html\n",
      "232 Bayah ---- https://www.tripadvisor.co.id/Flights-g3381380-Bayah_Banten_Province_Java-Cheap_Discount_Airfares.html\n",
      "236 Tana Toraja ---- https://www.tripadvisor.co.id/Flights-g8838499-Tana_Toraja_South_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "238 Purbalingga ---- https://www.tripadvisor.co.id/Flights-g6215328-Purbalingga_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "239 Sukoharjo ---- https://www.tripadvisor.co.id/Flights-g6368992-Sukoharjo_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "241 Sentani ---- https://www.tripadvisor.co.id/Flights-g6208762-Sentani_Papua-Cheap_Discount_Airfares.html\n",
      "242 Purworejo ---- https://www.tripadvisor.co.id/Flights-g6215339-Purworejo_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "243 Tual ---- https://www.tripadvisor.co.id/Flights-g6592999-Tual_Kai_Islands_Maluku_Islands-Cheap_Discount_Airfares.html\n",
      "246 Banyumas ---- https://www.tripadvisor.co.id/Flights-g6502019-Banyumas_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "251 Cijulang ---- https://www.tripadvisor.co.id/Flights-g1773315-Cijulang_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "255 Pulau Una Una ---- https://www.tripadvisor.co.id/Flights-g12719069-Una_Una_Island_Togian_Islands_Central_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "256 South Tangerang ---- https://www.tripadvisor.co.id/Flights-g12719085-South_Tangerang_Banten_Province_Java-Cheap_Discount_Airfares.html\n",
      "257 Katupat ---- https://www.tripadvisor.co.id/Flights-g12719055-Katupat_Togian_Islands_Central_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "258 Karanganyar ---- https://www.tripadvisor.co.id/Flights-g12564917-Karanganyar_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "261 Ranowangko ---- https://www.tripadvisor.co.id/Flights-g12700479-Ranowangko_North_Sulawesi_Sulawesi-Cheap_Discount_Airfares.html\n",
      "262 Bintan Regency ---- https://www.tripadvisor.co.id/Flights-g12811408-Bintan_Regency_Riau_Archipelago_Riau_Islands_Province-Cheap_Discount_Airfares.html\n",
      "268 Ngawi ---- https://www.tripadvisor.co.id/Flights-g8300003-Ngawi_East_Java_Java-Cheap_Discount_Airfares.html\n",
      "269 Sewon ---- https://www.tripadvisor.co.id/Flights-g4283430-Sewon_Yogyakarta_Region_Java-Cheap_Discount_Airfares.html\n",
      "270 Majalengka ---- https://www.tripadvisor.co.id/Flights-g6487157-Majalengka_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "273 Megamendung ---- https://www.tripadvisor.co.id/Flights-g12033986-Megamendung_Bogor_Regency_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "274 Sumur Batu ---- https://www.tripadvisor.co.id/Flights-g12388634-Sumur_Batu_Babakan_Madang_Bogor_Regency_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "275 Babakan Madang ---- https://www.tripadvisor.co.id/Flights-g12388629-Babakan_Madang_Bogor_Regency_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "276 Bogor Regency ---- https://www.tripadvisor.co.id/Flights-g12388606-Bogor_Regency_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "278 Gunung Kijang ---- https://www.tripadvisor.co.id/Flights-g12119576-Gunung_Kijang_Bintan_Island_Bintan_Regency_Riau_Archipelago_Riau_Islands_Province-Cheap_Discount_Airfares.html\n",
      "290 Pulau Kakaban ---- https://www.tripadvisor.co.id/Flights-g3346467-Pulau_Kakaban_East_Kalimantan_Kalimantan-Cheap_Discount_Airfares.html\n",
      "296 Mendut ---- https://www.tripadvisor.co.id/Flights-g3373423-Mendut_Central_Java_Java-Cheap_Discount_Airfares.html\n",
      "306 Labuhan ---- https://www.tripadvisor.co.id/Flights-g3320215-Labuhan_Banten_Province_Java-Cheap_Discount_Airfares.html\n",
      "308 Cihideung ---- https://www.tripadvisor.co.id/Flights-g13219542-Cihideung_West_Java_Java-Cheap_Discount_Airfares.html\n",
      "311 Pulau Kri ---- https://www.tripadvisor.co.id/Flights-g15024679-Kri_Island_Raja_Ampat_West_Papua-Cheap_Discount_Airfares.html\n",
      "319 Batu Karas ---- https://www.tripadvisor.co.id/Flights-g6677749-Batu_Karas_West_Java_Java-Cheap_Discount_Airfares.html\n"
     ]
    }
   ],
   "source": [
    "for i in null_flight:\n",
    "    for j in range(len(df)):\n",
    "        if df[\"Travel Destination\"][j]==i:\n",
    "            print(j,i,\"----\",df[\"Flight Link\"][j])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "manual imputation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  after removing the cwd from sys.path.\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  import sys\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  if __name__ == '__main__':\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  del sys.path[0]\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:15: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  from ipykernel import kernelapp as app\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:16: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  app.launch_new_instance()\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:17: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:21: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:22: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:23: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:25: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    }
   ],
   "source": [
    "df[\"Flight Best Deal\"][36]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][46]=\"Rp 3.113.200\"\n",
    "df[\"Flight Best Deal\"][47]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][48]=\"Rp 857.217\"\n",
    "df[\"Flight Best Deal\"][52]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][60]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][65]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][71]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][72]=\"Rp 3.269.374\"\n",
    "df[\"Flight Best Deal\"][76]=\"Rp 3.039.298\"\n",
    "df[\"Flight Best Deal\"][87]=\"Rp 2.311.390\"\n",
    "df[\"Flight Best Deal\"][107]=\"Rp 1.201.700\"\n",
    "df[\"Flight Best Deal\"][124]=\"Rp 3.741.300\"\n",
    "df[\"Flight Best Deal\"][134]=\"Rp 3.269.374\"\n",
    "df[\"Flight Best Deal\"][136]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][139]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][182]=\"Rp 1.724.800\"\n",
    "df[\"Flight Best Deal\"][184]=\"Rp 4.460.849\"\n",
    "df[\"Flight Best Deal\"][223]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][311]=\"Rp 4.339.113\"\n",
    "df[\"Flight Best Deal\"][256]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][269]=\"Rp 2.875.300\"\n",
    "df[\"Flight Best Deal\"][273]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][274]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][276]=\"Rp 0\"\n",
    "df[\"Flight Best Deal\"][290]=\"Rp 3.708.400\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Country Name</th>\n",
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       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
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       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
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       "      <th>0</th>\n",
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       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>Rp 1.740.182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>25</th>\n",
       "      <td>25</td>\n",
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       "      <td>Purwokerto</td>\n",
       "      <td>Purwokerto</td>\n",
       "      <td>['Wisata Alam &amp; Taman (10)', 'Pemandangan &amp; Te...</td>\n",
       "      <td>Jawa Tengah, Indonesia</td>\n",
       "      <td>3635</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g790290-P...</td>\n",
       "      <td>Rp 428.430</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g790290-...</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>33</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Anyer</td>\n",
       "      <td>Anyer</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Aktivitas Luar Ru...</td>\n",
       "      <td>Banten Province, Indonesia</td>\n",
       "      <td>2735</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3400871-...</td>\n",
       "      <td>Rp 668.000</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3400871...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>38</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu</td>\n",
       "      <td>Batu</td>\n",
       "      <td>['Wisata Alam &amp; Taman (23)', 'Pemandangan &amp; Te...</td>\n",
       "      <td>Jawa Timur, Indonesia</td>\n",
       "      <td>16754</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g1237079-...</td>\n",
       "      <td>Rp 594.247</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1237079...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>39</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Garut</td>\n",
       "      <td>Garut</td>\n",
       "      <td>['Wisata Alam &amp; Taman (18)', 'Aktivitas Luar R...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>2936</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g1137840-...</td>\n",
       "      <td>Rp 377.686</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1137840...</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",
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       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>278</td>\n",
       "      <td>287</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Gunung Kijang</td>\n",
       "      <td>Gunung Kijang</td>\n",
       "      <td>['Tur (1)', 'Pemandangan &amp; Tengara (1)', 'Tur ...</td>\n",
       "      <td>Bintan, Indonesia</td>\n",
       "      <td>364</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g12119576...</td>\n",
       "      <td>Rp 1.740.182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1211957...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>296</td>\n",
       "      <td>305</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Mendut</td>\n",
       "      <td>Mendut</td>\n",
       "      <td>['Tempat Belanja (2)', 'Tur (1)', 'Pemandangan...</td>\n",
       "      <td>Jawa Tengah, Indonesia</td>\n",
       "      <td>294</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3373423-...</td>\n",
       "      <td>Rp 306.908</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3373423...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>306</td>\n",
       "      <td>316</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Labuhan</td>\n",
       "      <td>Labuhan</td>\n",
       "      <td>['Tur (7)', 'Aktivitas Luar Ruangan (7)', 'Tur...</td>\n",
       "      <td>Banten Province, Indonesia</td>\n",
       "      <td>195</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3320215-...</td>\n",
       "      <td>Rp 836.621</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3320215...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>308</td>\n",
       "      <td>318</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Cihideung</td>\n",
       "      <td>Cihideung</td>\n",
       "      <td>['Wisata Alam &amp; Taman (2)', 'Kebun Binatang &amp; ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>171</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g13219542...</td>\n",
       "      <td>Rp 119.884</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1321954...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>319</td>\n",
       "      <td>329</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>Rp 208.333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>95 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Unnamed: 0.1 Country Name Travel Destination       Checking  \\\n",
       "0             0             0    Indonesia             Bintan         Bintan   \n",
       "25           25            29    Indonesia         Purwokerto     Purwokerto   \n",
       "29           29            33    Indonesia              Anyer          Anyer   \n",
       "34           34            38    Indonesia               Batu           Batu   \n",
       "35           35            39    Indonesia              Garut          Garut   \n",
       "..          ...           ...          ...                ...            ...   \n",
       "278         278           287    Indonesia      Gunung Kijang  Gunung Kijang   \n",
       "296         296           305    Indonesia             Mendut         Mendut   \n",
       "306         306           316    Indonesia            Labuhan        Labuhan   \n",
       "308         308           318    Indonesia          Cihideung      Cihideung   \n",
       "319         319           329    Indonesia         Batu Karas     Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "25   ['Wisata Alam & Taman (10)', 'Pemandangan & Te...   \n",
       "29   ['Wisata Alam & Taman (1)', 'Aktivitas Luar Ru...   \n",
       "34   ['Wisata Alam & Taman (23)', 'Pemandangan & Te...   \n",
       "35   ['Wisata Alam & Taman (18)', 'Aktivitas Luar R...   \n",
       "..                                                 ...   \n",
       "278  ['Tur (1)', 'Pemandangan & Tengara (1)', 'Tur ...   \n",
       "296  ['Tempat Belanja (2)', 'Tur (1)', 'Pemandangan...   \n",
       "306  ['Tur (7)', 'Aktivitas Luar Ruangan (7)', 'Tur...   \n",
       "308  ['Wisata Alam & Taman (2)', 'Kebun Binatang & ...   \n",
       "319  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "25       Jawa Tengah, Indonesia         3635   \n",
       "29   Banten Province, Indonesia         2735   \n",
       "34        Jawa Timur, Indonesia        16754   \n",
       "35        Jawa Barat, Indonesia         2936   \n",
       "..                          ...          ...   \n",
       "278           Bintan, Indonesia          364   \n",
       "296      Jawa Tengah, Indonesia          294   \n",
       "306  Banten Province, Indonesia          195   \n",
       "308       Jawa Barat, Indonesia          171   \n",
       "319       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...    Rp 1.740.182   \n",
       "25   https://www.tripadvisor.co.id/Hotels-g790290-P...      Rp 428.430   \n",
       "29   https://www.tripadvisor.co.id/Hotels-g3400871-...      Rp 668.000   \n",
       "34   https://www.tripadvisor.co.id/Hotels-g1237079-...      Rp 594.247   \n",
       "35   https://www.tripadvisor.co.id/Hotels-g1137840-...      Rp 377.686   \n",
       "..                                                 ...             ...   \n",
       "278  https://www.tripadvisor.co.id/Hotels-g12119576...    Rp 1.740.182   \n",
       "296  https://www.tripadvisor.co.id/Hotels-g3373423-...      Rp 306.908   \n",
       "306  https://www.tripadvisor.co.id/Hotels-g3320215-...      Rp 836.621   \n",
       "308  https://www.tripadvisor.co.id/Hotels-g13219542...      Rp 119.884   \n",
       "319  https://www.tripadvisor.co.id/Hotels-g6677749-...      Rp 208.333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "25   https://www.tripadvisor.co.id/Flights-g790290-...              NaN  \n",
       "29   https://www.tripadvisor.co.id/Flights-g3400871...              NaN  \n",
       "34   https://www.tripadvisor.co.id/Flights-g1237079...              NaN  \n",
       "35   https://www.tripadvisor.co.id/Flights-g1137840...              NaN  \n",
       "..                                                 ...              ...  \n",
       "278  https://www.tripadvisor.co.id/Flights-g1211957...              NaN  \n",
       "296  https://www.tripadvisor.co.id/Flights-g3373423...              NaN  \n",
       "306  https://www.tripadvisor.co.id/Flights-g3320215...              NaN  \n",
       "308  https://www.tripadvisor.co.id/Flights-g1321954...              NaN  \n",
       "319  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[95 rows x 12 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Flight Best Deal\"].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"dataset_indo_forhtml.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop([\"Unnamed: 0\", \"Unnamed: 0.1\"], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Seminyak</td>\n",
       "      <td>['Tur (204)', 'Spa &amp; Kebugaran (164)', 'Aktivi...</td>\n",
       "      <td>Kecamatan Kuta, Indonesia</td>\n",
       "      <td>451212</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g469404-S...</td>\n",
       "      <td>Rp 2.331.874</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g469404-...</td>\n",
       "      <td>Rp 1.305.700</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bali</td>\n",
       "      <td>Bali</td>\n",
       "      <td>['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2998882</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294226-B...</td>\n",
       "      <td>Rp 656.190</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294226-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...</td>\n",
       "      <td>Gianyar Regency, Indonesia</td>\n",
       "      <td>610495</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297701-U...</td>\n",
       "      <td>Rp 2.865.927</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297701-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>['Tur (168)', 'Tempat Belanja (148)', 'Spa &amp; K...</td>\n",
       "      <td>Jawa, Indonesia</td>\n",
       "      <td>339358</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294229-J...</td>\n",
       "      <td>Rp 360.563</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294229-...</td>\n",
       "      <td>Rp 0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>['Tur (5)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Nusa Penida, Indonesia</td>\n",
       "      <td>742</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g14115586...</td>\n",
       "      <td>Rp 663.636</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1411558...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>['Spa &amp; Kebugaran (2)', 'Tur (2)', 'Kursus &amp; S...</td>\n",
       "      <td>Ubud, Indonesia</td>\n",
       "      <td>2019</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g15880600...</td>\n",
       "      <td>Rp 661.107</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1588060...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Cocok untuk Pasan...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>343</td>\n",
       "      <td>https://www.tripadvisor.com/Hotels-g19140131-G...</td>\n",
       "      <td>Rp 235.636</td>\n",
       "      <td>https://www.tripadvisor.com/CheapFlightsSearch...</td>\n",
       "      <td>Rp 1.724.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>['Tur (1)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>309</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g20116867...</td>\n",
       "      <td>Rp 627.097</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g2011686...</td>\n",
       "      <td>Rp 1.197.735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>Rp 208.333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>320 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country Name Travel Destination         Checking  \\\n",
       "0      Indonesia             Bintan           Bintan   \n",
       "1      Indonesia           Seminyak         Seminyak   \n",
       "2      Indonesia               Bali             Bali   \n",
       "3      Indonesia               Ubud             Ubud   \n",
       "4      Indonesia            Jakarta          Jakarta   \n",
       "..           ...                ...              ...   \n",
       "315    Indonesia          Toyapakeh        Toyapakeh   \n",
       "316    Indonesia         Singakerta       Singakerta   \n",
       "317    Indonesia             Guwang           Guwang   \n",
       "318    Indonesia    Singapadu Kaler  Singapadu Kaler   \n",
       "319    Indonesia         Batu Karas       Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "1    ['Tur (204)', 'Spa & Kebugaran (164)', 'Aktivi...   \n",
       "2    ['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...   \n",
       "3    ['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...   \n",
       "4    ['Tur (168)', 'Tempat Belanja (148)', 'Spa & K...   \n",
       "..                                                 ...   \n",
       "315  ['Tur (5)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "316  ['Spa & Kebugaran (2)', 'Tur (2)', 'Kursus & S...   \n",
       "317  ['Wisata Alam & Taman (1)', 'Cocok untuk Pasan...   \n",
       "318  ['Tur (1)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "319  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "1     Kecamatan Kuta, Indonesia       451212   \n",
       "2                     Indonesia      2998882   \n",
       "3    Gianyar Regency, Indonesia       610495   \n",
       "4               Jawa, Indonesia       339358   \n",
       "..                          ...          ...   \n",
       "315      Nusa Penida, Indonesia          742   \n",
       "316             Ubud, Indonesia         2019   \n",
       "317         Sukawati, Indonesia          343   \n",
       "318         Sukawati, Indonesia          309   \n",
       "319       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...    Rp 1.740.182   \n",
       "1    https://www.tripadvisor.co.id/Hotels-g469404-S...    Rp 2.331.874   \n",
       "2    https://www.tripadvisor.co.id/Hotels-g294226-B...      Rp 656.190   \n",
       "3    https://www.tripadvisor.co.id/Hotels-g297701-U...    Rp 2.865.927   \n",
       "4    https://www.tripadvisor.co.id/Hotels-g294229-J...      Rp 360.563   \n",
       "..                                                 ...             ...   \n",
       "315  https://www.tripadvisor.co.id/Hotels-g14115586...      Rp 663.636   \n",
       "316  https://www.tripadvisor.co.id/Hotels-g15880600...      Rp 661.107   \n",
       "317  https://www.tripadvisor.com/Hotels-g19140131-G...      Rp 235.636   \n",
       "318  https://www.tripadvisor.co.id/Hotels-g20116867...      Rp 627.097   \n",
       "319  https://www.tripadvisor.co.id/Hotels-g6677749-...      Rp 208.333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "1    https://www.tripadvisor.co.id/Flights-g469404-...     Rp 1.305.700  \n",
       "2    https://www.tripadvisor.co.id/Flights-g294226-...     Rp 1.145.870  \n",
       "3    https://www.tripadvisor.co.id/Flights-g297701-...     Rp 1.145.870  \n",
       "4    https://www.tripadvisor.co.id/Flights-g294229-...             Rp 0  \n",
       "..                                                 ...              ...  \n",
       "315  https://www.tripadvisor.co.id/Flights-g1411558...     Rp 1.752.927  \n",
       "316  https://www.tripadvisor.co.id/Flights-g1588060...     Rp 1.752.927  \n",
       "317  https://www.tripadvisor.com/CheapFlightsSearch...     Rp 1.724.800  \n",
       "318  https://www.tripadvisor.co.id/Flights-g2011686...     Rp 1.197.735  \n",
       "319  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[320 rows x 10 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pertama-tama akan dilakukan perbaikan format harga untuk Hotel dan Flight Best Deal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.740.182'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Hotel Best Deal\"][0][3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Hotel Best Deal\"]=df[\"Hotel Best Deal\"].str[3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Hotel Best Deal\"]=df[\"Hotel Best Deal\"].str.replace(\".\",\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Flight Best Deal\"]=df[\"Flight Best Deal\"].str[3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Flight Best Deal\"]=df[\"Flight Best Deal\"].str.replace(\".\",\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop(\"Checking\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>1740182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>['Tur (204)', 'Spa &amp; Kebugaran (164)', 'Aktivi...</td>\n",
       "      <td>Kecamatan Kuta, Indonesia</td>\n",
       "      <td>451212</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g469404-S...</td>\n",
       "      <td>2331874</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g469404-...</td>\n",
       "      <td>1305700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bali</td>\n",
       "      <td>['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2998882</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294226-B...</td>\n",
       "      <td>656190</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294226-...</td>\n",
       "      <td>1145870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...</td>\n",
       "      <td>Gianyar Regency, Indonesia</td>\n",
       "      <td>610495</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297701-U...</td>\n",
       "      <td>2865927</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297701-...</td>\n",
       "      <td>1145870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>['Tur (168)', 'Tempat Belanja (148)', 'Spa &amp; K...</td>\n",
       "      <td>Jawa, Indonesia</td>\n",
       "      <td>339358</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294229-J...</td>\n",
       "      <td>360563</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294229-...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>['Tur (5)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Nusa Penida, Indonesia</td>\n",
       "      <td>742</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g14115586...</td>\n",
       "      <td>663636</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1411558...</td>\n",
       "      <td>1752927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>['Spa &amp; Kebugaran (2)', 'Tur (2)', 'Kursus &amp; S...</td>\n",
       "      <td>Ubud, Indonesia</td>\n",
       "      <td>2019</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g15880600...</td>\n",
       "      <td>661107</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1588060...</td>\n",
       "      <td>1752927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Cocok untuk Pasan...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>343</td>\n",
       "      <td>https://www.tripadvisor.com/Hotels-g19140131-G...</td>\n",
       "      <td>235636</td>\n",
       "      <td>https://www.tripadvisor.com/CheapFlightsSearch...</td>\n",
       "      <td>1724800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>['Tur (1)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>309</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g20116867...</td>\n",
       "      <td>627097</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g2011686...</td>\n",
       "      <td>1197735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>208333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>320 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country Name Travel Destination  \\\n",
       "0      Indonesia             Bintan   \n",
       "1      Indonesia           Seminyak   \n",
       "2      Indonesia               Bali   \n",
       "3      Indonesia               Ubud   \n",
       "4      Indonesia            Jakarta   \n",
       "..           ...                ...   \n",
       "315    Indonesia          Toyapakeh   \n",
       "316    Indonesia         Singakerta   \n",
       "317    Indonesia             Guwang   \n",
       "318    Indonesia    Singapadu Kaler   \n",
       "319    Indonesia         Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "1    ['Tur (204)', 'Spa & Kebugaran (164)', 'Aktivi...   \n",
       "2    ['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...   \n",
       "3    ['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...   \n",
       "4    ['Tur (168)', 'Tempat Belanja (148)', 'Spa & K...   \n",
       "..                                                 ...   \n",
       "315  ['Tur (5)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "316  ['Spa & Kebugaran (2)', 'Tur (2)', 'Kursus & S...   \n",
       "317  ['Wisata Alam & Taman (1)', 'Cocok untuk Pasan...   \n",
       "318  ['Tur (1)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "319  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "1     Kecamatan Kuta, Indonesia       451212   \n",
       "2                     Indonesia      2998882   \n",
       "3    Gianyar Regency, Indonesia       610495   \n",
       "4               Jawa, Indonesia       339358   \n",
       "..                          ...          ...   \n",
       "315      Nusa Penida, Indonesia          742   \n",
       "316             Ubud, Indonesia         2019   \n",
       "317         Sukawati, Indonesia          343   \n",
       "318         Sukawati, Indonesia          309   \n",
       "319       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...         1740182   \n",
       "1    https://www.tripadvisor.co.id/Hotels-g469404-S...         2331874   \n",
       "2    https://www.tripadvisor.co.id/Hotels-g294226-B...          656190   \n",
       "3    https://www.tripadvisor.co.id/Hotels-g297701-U...         2865927   \n",
       "4    https://www.tripadvisor.co.id/Hotels-g294229-J...          360563   \n",
       "..                                                 ...             ...   \n",
       "315  https://www.tripadvisor.co.id/Hotels-g14115586...          663636   \n",
       "316  https://www.tripadvisor.co.id/Hotels-g15880600...          661107   \n",
       "317  https://www.tripadvisor.com/Hotels-g19140131-G...          235636   \n",
       "318  https://www.tripadvisor.co.id/Hotels-g20116867...          627097   \n",
       "319  https://www.tripadvisor.co.id/Hotels-g6677749-...          208333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "1    https://www.tripadvisor.co.id/Flights-g469404-...          1305700  \n",
       "2    https://www.tripadvisor.co.id/Flights-g294226-...          1145870  \n",
       "3    https://www.tripadvisor.co.id/Flights-g297701-...          1145870  \n",
       "4    https://www.tripadvisor.co.id/Flights-g294229-...                0  \n",
       "..                                                 ...              ...  \n",
       "315  https://www.tripadvisor.co.id/Flights-g1411558...          1752927  \n",
       "316  https://www.tripadvisor.co.id/Flights-g1588060...          1752927  \n",
       "317  https://www.tripadvisor.com/CheapFlightsSearch...          1724800  \n",
       "318  https://www.tripadvisor.co.id/Flights-g2011686...          1197735  \n",
       "319  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[320 rows x 9 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"dataset_indo_redi.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"dataset_indo_forhtml.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Checking</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>Rp 1.740.182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>['Tur (204)', 'Spa &amp; Kebugaran (164)', 'Aktivi...</td>\n",
       "      <td>Kecamatan Kuta, Indonesia</td>\n",
       "      <td>451212</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g469404-S...</td>\n",
       "      <td>Rp 2.331.874</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g469404-...</td>\n",
       "      <td>Rp 1.305.700</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bali</td>\n",
       "      <td>Bali</td>\n",
       "      <td>['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2998882</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294226-B...</td>\n",
       "      <td>Rp 656.190</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294226-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...</td>\n",
       "      <td>Gianyar Regency, Indonesia</td>\n",
       "      <td>610495</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297701-U...</td>\n",
       "      <td>Rp 2.865.927</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297701-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>['Tur (168)', 'Tempat Belanja (148)', 'Spa &amp; K...</td>\n",
       "      <td>Jawa, Indonesia</td>\n",
       "      <td>339358</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294229-J...</td>\n",
       "      <td>Rp 360.563</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294229-...</td>\n",
       "      <td>Rp 0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>['Tur (5)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Nusa Penida, Indonesia</td>\n",
       "      <td>742</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g14115586...</td>\n",
       "      <td>Rp 663.636</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1411558...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>['Spa &amp; Kebugaran (2)', 'Tur (2)', 'Kursus &amp; S...</td>\n",
       "      <td>Ubud, Indonesia</td>\n",
       "      <td>2019</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g15880600...</td>\n",
       "      <td>Rp 661.107</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1588060...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Cocok untuk Pasan...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>343</td>\n",
       "      <td>https://www.tripadvisor.com/Hotels-g19140131-G...</td>\n",
       "      <td>Rp 235.636</td>\n",
       "      <td>https://www.tripadvisor.com/CheapFlightsSearch...</td>\n",
       "      <td>Rp 1.724.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>['Tur (1)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>309</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g20116867...</td>\n",
       "      <td>Rp 627.097</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g2011686...</td>\n",
       "      <td>Rp 1.197.735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>Rp 208.333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>320 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country Name Travel Destination         Checking  \\\n",
       "0      Indonesia             Bintan           Bintan   \n",
       "1      Indonesia           Seminyak         Seminyak   \n",
       "2      Indonesia               Bali             Bali   \n",
       "3      Indonesia               Ubud             Ubud   \n",
       "4      Indonesia            Jakarta          Jakarta   \n",
       "..           ...                ...              ...   \n",
       "315    Indonesia          Toyapakeh        Toyapakeh   \n",
       "316    Indonesia         Singakerta       Singakerta   \n",
       "317    Indonesia             Guwang           Guwang   \n",
       "318    Indonesia    Singapadu Kaler  Singapadu Kaler   \n",
       "319    Indonesia         Batu Karas       Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "1    ['Tur (204)', 'Spa & Kebugaran (164)', 'Aktivi...   \n",
       "2    ['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...   \n",
       "3    ['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...   \n",
       "4    ['Tur (168)', 'Tempat Belanja (148)', 'Spa & K...   \n",
       "..                                                 ...   \n",
       "315  ['Tur (5)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "316  ['Spa & Kebugaran (2)', 'Tur (2)', 'Kursus & S...   \n",
       "317  ['Wisata Alam & Taman (1)', 'Cocok untuk Pasan...   \n",
       "318  ['Tur (1)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "319  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "1     Kecamatan Kuta, Indonesia       451212   \n",
       "2                     Indonesia      2998882   \n",
       "3    Gianyar Regency, Indonesia       610495   \n",
       "4               Jawa, Indonesia       339358   \n",
       "..                          ...          ...   \n",
       "315      Nusa Penida, Indonesia          742   \n",
       "316             Ubud, Indonesia         2019   \n",
       "317         Sukawati, Indonesia          343   \n",
       "318         Sukawati, Indonesia          309   \n",
       "319       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...    Rp 1.740.182   \n",
       "1    https://www.tripadvisor.co.id/Hotels-g469404-S...    Rp 2.331.874   \n",
       "2    https://www.tripadvisor.co.id/Hotels-g294226-B...      Rp 656.190   \n",
       "3    https://www.tripadvisor.co.id/Hotels-g297701-U...    Rp 2.865.927   \n",
       "4    https://www.tripadvisor.co.id/Hotels-g294229-J...      Rp 360.563   \n",
       "..                                                 ...             ...   \n",
       "315  https://www.tripadvisor.co.id/Hotels-g14115586...      Rp 663.636   \n",
       "316  https://www.tripadvisor.co.id/Hotels-g15880600...      Rp 661.107   \n",
       "317  https://www.tripadvisor.com/Hotels-g19140131-G...      Rp 235.636   \n",
       "318  https://www.tripadvisor.co.id/Hotels-g20116867...      Rp 627.097   \n",
       "319  https://www.tripadvisor.co.id/Hotels-g6677749-...      Rp 208.333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "1    https://www.tripadvisor.co.id/Flights-g469404-...     Rp 1.305.700  \n",
       "2    https://www.tripadvisor.co.id/Flights-g294226-...     Rp 1.145.870  \n",
       "3    https://www.tripadvisor.co.id/Flights-g297701-...     Rp 1.145.870  \n",
       "4    https://www.tripadvisor.co.id/Flights-g294229-...             Rp 0  \n",
       "..                                                 ...              ...  \n",
       "315  https://www.tripadvisor.co.id/Flights-g1411558...     Rp 1.752.927  \n",
       "316  https://www.tripadvisor.co.id/Flights-g1588060...     Rp 1.752.927  \n",
       "317  https://www.tripadvisor.com/CheapFlightsSearch...     Rp 1.724.800  \n",
       "318  https://www.tripadvisor.co.id/Flights-g2011686...     Rp 1.197.735  \n",
       "319  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[320 rows x 10 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 10 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Country Name        320 non-null    object\n",
      " 1   Travel Destination  320 non-null    object\n",
      " 2   Checking            320 non-null    object\n",
      " 3   Things to Do        320 non-null    object\n",
      " 4   location            320 non-null    object\n",
      " 5   reviewcount         320 non-null    int64 \n",
      " 6   Hotel Link          320 non-null    object\n",
      " 7   Hotel Best Deal     313 non-null    object\n",
      " 8   Flight Link         320 non-null    object\n",
      " 9   Flight Best Deal    225 non-null    object\n",
      "dtypes: int64(1), object(9)\n",
      "memory usage: 25.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
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       "      <th>151</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bandar Neira</td>\n",
       "      <td>Bandar Neira</td>\n",
       "      <td>['Pemandangan &amp; Tengara (5)', 'Tur (2)', 'Tur ...</td>\n",
       "      <td>Kepulauan Maluku, Indonesia</td>\n",
       "      <td>721</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g2444699-...</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Alor</td>\n",
       "      <td>Alor</td>\n",
       "      <td>['Aktivitas Luar Ruangan (7)', 'Tur (6)', 'Tur...</td>\n",
       "      <td>Nusa Tenggara Timur, Indonesia</td>\n",
       "      <td>684</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g1600794-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1600794...</td>\n",
       "      <td>Rp 6.306.742</td>\n",
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       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Payakumbuh</td>\n",
       "      <td>Payakumbuh</td>\n",
       "      <td>['Pemandangan &amp; Tengara (4)', 'Wisata Alam &amp; T...</td>\n",
       "      <td>West Sumatra, Indonesia</td>\n",
       "      <td>498</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3398689-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3398689...</td>\n",
       "      <td>Rp 1.581.040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Pulau Seram</td>\n",
       "      <td>Pulau Seram</td>\n",
       "      <td>['Wisata Alam &amp; Taman (6)', 'Aktivitas Luar Ru...</td>\n",
       "      <td>Kepulauan Maluku, Indonesia</td>\n",
       "      <td>134</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g1600180-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1600180...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bayah</td>\n",
       "      <td>Bayah</td>\n",
       "      <td>['Aktivitas Luar Ruangan (2)', 'Wisata Alam &amp; ...</td>\n",
       "      <td>Banten Province, Indonesia</td>\n",
       "      <td>207</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3381380-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3381380...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Kalabahi</td>\n",
       "      <td>Kalabahi</td>\n",
       "      <td>['Aktivitas Luar Ruangan (3)', 'Tur (2)', 'Tur...</td>\n",
       "      <td>Alor, Indonesia</td>\n",
       "      <td>189</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g2444661-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g2444661...</td>\n",
       "      <td>Rp 6.044.192</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country Name Travel Destination           Checking  \\\n",
       "142    Indonesia  Kepulauan Anambas  Kepulauan Anambas   \n",
       "151    Indonesia       Bandar Neira       Bandar Neira   \n",
       "158    Indonesia               Alor               Alor   \n",
       "180    Indonesia         Payakumbuh         Payakumbuh   \n",
       "193    Indonesia        Pulau Seram        Pulau Seram   \n",
       "232    Indonesia              Bayah              Bayah   \n",
       "289    Indonesia           Kalabahi           Kalabahi   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "142  ['Wisata Alam & Taman (4)', 'Harga terjangkau ...   \n",
       "151  ['Pemandangan & Tengara (5)', 'Tur (2)', 'Tur ...   \n",
       "158  ['Aktivitas Luar Ruangan (7)', 'Tur (6)', 'Tur...   \n",
       "180  ['Pemandangan & Tengara (4)', 'Wisata Alam & T...   \n",
       "193  ['Wisata Alam & Taman (6)', 'Aktivitas Luar Ru...   \n",
       "232  ['Aktivitas Luar Ruangan (2)', 'Wisata Alam & ...   \n",
       "289  ['Aktivitas Luar Ruangan (3)', 'Tur (2)', 'Tur...   \n",
       "\n",
       "                           location  reviewcount  \\\n",
       "142                 Riau, Indonesia          221   \n",
       "151     Kepulauan Maluku, Indonesia          721   \n",
       "158  Nusa Tenggara Timur, Indonesia          684   \n",
       "180         West Sumatra, Indonesia          498   \n",
       "193     Kepulauan Maluku, Indonesia          134   \n",
       "232      Banten Province, Indonesia          207   \n",
       "289                 Alor, Indonesia          189   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "142  https://www.tripadvisor.co.id/Hotels-g3400865-...             NaN   \n",
       "151  https://www.tripadvisor.co.id/Hotels-g2444699-...             NaN   \n",
       "158  https://www.tripadvisor.co.id/Hotels-g1600794-...             NaN   \n",
       "180  https://www.tripadvisor.co.id/Hotels-g3398689-...             NaN   \n",
       "193  https://www.tripadvisor.co.id/Hotels-g1600180-...             NaN   \n",
       "232  https://www.tripadvisor.co.id/Hotels-g3381380-...             NaN   \n",
       "289  https://www.tripadvisor.co.id/Hotels-g2444661-...             NaN   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "142  https://www.tripadvisor.co.id/Flights-g3400865...              NaN  \n",
       "151  https://www.tripadvisor.co.id/Flights-g2444699...              NaN  \n",
       "158  https://www.tripadvisor.co.id/Flights-g1600794...     Rp 6.306.742  \n",
       "180  https://www.tripadvisor.co.id/Flights-g3398689...     Rp 1.581.040  \n",
       "193  https://www.tripadvisor.co.id/Flights-g1600180...              NaN  \n",
       "232  https://www.tripadvisor.co.id/Flights-g3381380...              NaN  \n",
       "289  https://www.tripadvisor.co.id/Flights-g2444661...     Rp 6.044.192  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Hotel Best Deal\"].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  after removing the cwd from sys.path.\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  import sys\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  if __name__ == '__main__':\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:15: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  from ipykernel import kernelapp as app\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:17: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    }
   ],
   "source": [
    "df[\"Flight Best Deal\"][142]=\"Rp 1.368.300\"\n",
    "df[\"Hotel Best Deal\"][142]=\"Rp 785.375\"\n",
    "\n",
    "df[\"Hotel Best Deal\"][151]=\"Rp 270.000\"\n",
    "df[\"Flight Best Deal\"][151]=\"Rp 3.616.700\"\n",
    "\n",
    "df[\"Hotel Best Deal\"][158]=\"Rp 469.495\"\n",
    "\n",
    "df[\"Hotel Best Deal\"][180]=\"Rp 259.497\"\n",
    "\n",
    "df[\"Hotel Best Deal\"][193]=\"Rp 361.466\"\n",
    "df[\"Flight Best Deal\"][193]=\"Rp 3.616.700\"\n",
    "\n",
    "df[\"Hotel Best Deal\"][232]=\"Rp 469.697\"\n",
    "df[\"Flight Best Deal\"][232]=\"Rp 0\"\n",
    "\n",
    "df[\"Hotel Best Deal\"][289]=\"Rp 469.495\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 10 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Country Name        320 non-null    object\n",
      " 1   Travel Destination  320 non-null    object\n",
      " 2   Checking            320 non-null    object\n",
      " 3   Things to Do        320 non-null    object\n",
      " 4   location            320 non-null    object\n",
      " 5   reviewcount         320 non-null    int64 \n",
      " 6   Hotel Link          320 non-null    object\n",
      " 7   Hotel Best Deal     320 non-null    object\n",
      " 8   Flight Link         320 non-null    object\n",
      " 9   Flight Best Deal    229 non-null    object\n",
      "dtypes: int64(1), object(9)\n",
      "memory usage: 25.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"dataset_indo_forhtml.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "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>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Checking</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>Rp 1.740.182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>['Tur (204)', 'Spa &amp; Kebugaran (164)', 'Aktivi...</td>\n",
       "      <td>Kecamatan Kuta, Indonesia</td>\n",
       "      <td>451212</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g469404-S...</td>\n",
       "      <td>Rp 2.331.874</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g469404-...</td>\n",
       "      <td>Rp 1.305.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bali</td>\n",
       "      <td>Bali</td>\n",
       "      <td>['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2998882</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294226-B...</td>\n",
       "      <td>Rp 656.190</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294226-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...</td>\n",
       "      <td>Gianyar Regency, Indonesia</td>\n",
       "      <td>610495</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297701-U...</td>\n",
       "      <td>Rp 2.865.927</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297701-...</td>\n",
       "      <td>Rp 1.145.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>['Tur (168)', 'Tempat Belanja (148)', 'Spa &amp; K...</td>\n",
       "      <td>Jawa, Indonesia</td>\n",
       "      <td>339358</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294229-J...</td>\n",
       "      <td>Rp 360.563</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294229-...</td>\n",
       "      <td>Rp 0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>['Tur (5)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Nusa Penida, Indonesia</td>\n",
       "      <td>742</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g14115586...</td>\n",
       "      <td>Rp 663.636</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1411558...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>['Spa &amp; Kebugaran (2)', 'Tur (2)', 'Kursus &amp; S...</td>\n",
       "      <td>Ubud, Indonesia</td>\n",
       "      <td>2019</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g15880600...</td>\n",
       "      <td>Rp 661.107</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1588060...</td>\n",
       "      <td>Rp 1.752.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Cocok untuk Pasan...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>343</td>\n",
       "      <td>https://www.tripadvisor.com/Hotels-g19140131-G...</td>\n",
       "      <td>Rp 235.636</td>\n",
       "      <td>https://www.tripadvisor.com/CheapFlightsSearch...</td>\n",
       "      <td>Rp 1.724.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>['Tur (1)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>309</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g20116867...</td>\n",
       "      <td>Rp 627.097</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g2011686...</td>\n",
       "      <td>Rp 1.197.735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>Rp 208.333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>320 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country Name Travel Destination         Checking  \\\n",
       "0      Indonesia             Bintan           Bintan   \n",
       "1      Indonesia           Seminyak         Seminyak   \n",
       "2      Indonesia               Bali             Bali   \n",
       "3      Indonesia               Ubud             Ubud   \n",
       "4      Indonesia            Jakarta          Jakarta   \n",
       "..           ...                ...              ...   \n",
       "315    Indonesia          Toyapakeh        Toyapakeh   \n",
       "316    Indonesia         Singakerta       Singakerta   \n",
       "317    Indonesia             Guwang           Guwang   \n",
       "318    Indonesia    Singapadu Kaler  Singapadu Kaler   \n",
       "319    Indonesia         Batu Karas       Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "1    ['Tur (204)', 'Spa & Kebugaran (164)', 'Aktivi...   \n",
       "2    ['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...   \n",
       "3    ['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...   \n",
       "4    ['Tur (168)', 'Tempat Belanja (148)', 'Spa & K...   \n",
       "..                                                 ...   \n",
       "315  ['Tur (5)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "316  ['Spa & Kebugaran (2)', 'Tur (2)', 'Kursus & S...   \n",
       "317  ['Wisata Alam & Taman (1)', 'Cocok untuk Pasan...   \n",
       "318  ['Tur (1)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "319  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "1     Kecamatan Kuta, Indonesia       451212   \n",
       "2                     Indonesia      2998882   \n",
       "3    Gianyar Regency, Indonesia       610495   \n",
       "4               Jawa, Indonesia       339358   \n",
       "..                          ...          ...   \n",
       "315      Nusa Penida, Indonesia          742   \n",
       "316             Ubud, Indonesia         2019   \n",
       "317         Sukawati, Indonesia          343   \n",
       "318         Sukawati, Indonesia          309   \n",
       "319       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...    Rp 1.740.182   \n",
       "1    https://www.tripadvisor.co.id/Hotels-g469404-S...    Rp 2.331.874   \n",
       "2    https://www.tripadvisor.co.id/Hotels-g294226-B...      Rp 656.190   \n",
       "3    https://www.tripadvisor.co.id/Hotels-g297701-U...    Rp 2.865.927   \n",
       "4    https://www.tripadvisor.co.id/Hotels-g294229-J...      Rp 360.563   \n",
       "..                                                 ...             ...   \n",
       "315  https://www.tripadvisor.co.id/Hotels-g14115586...      Rp 663.636   \n",
       "316  https://www.tripadvisor.co.id/Hotels-g15880600...      Rp 661.107   \n",
       "317  https://www.tripadvisor.com/Hotels-g19140131-G...      Rp 235.636   \n",
       "318  https://www.tripadvisor.co.id/Hotels-g20116867...      Rp 627.097   \n",
       "319  https://www.tripadvisor.co.id/Hotels-g6677749-...      Rp 208.333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "1    https://www.tripadvisor.co.id/Flights-g469404-...     Rp 1.305.700  \n",
       "2    https://www.tripadvisor.co.id/Flights-g294226-...     Rp 1.145.870  \n",
       "3    https://www.tripadvisor.co.id/Flights-g297701-...     Rp 1.145.870  \n",
       "4    https://www.tripadvisor.co.id/Flights-g294229-...             Rp 0  \n",
       "..                                                 ...              ...  \n",
       "315  https://www.tripadvisor.co.id/Flights-g1411558...     Rp 1.752.927  \n",
       "316  https://www.tripadvisor.co.id/Flights-g1588060...     Rp 1.752.927  \n",
       "317  https://www.tripadvisor.com/CheapFlightsSearch...     Rp 1.724.800  \n",
       "318  https://www.tripadvisor.co.id/Flights-g2011686...     Rp 1.197.735  \n",
       "319  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[320 rows x 10 columns]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv(\"dataset_indo_forhtml.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 10 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Country Name        320 non-null    object\n",
      " 1   Travel Destination  320 non-null    object\n",
      " 2   Checking            320 non-null    object\n",
      " 3   Things to Do        320 non-null    object\n",
      " 4   location            320 non-null    object\n",
      " 5   reviewcount         320 non-null    int64 \n",
      " 6   Hotel Link          320 non-null    object\n",
      " 7   Hotel Best Deal     320 non-null    object\n",
      " 8   Flight Link         320 non-null    object\n",
      " 9   Flight Best Deal    229 non-null    object\n",
      "dtypes: int64(1), object(9)\n",
      "memory usage: 25.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Formatting Hotel and Flight Best Deal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will first reformat the hotel and flight price data into int for filling up the rest of Flight null values. Why I do this will be clear soon as we go through the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.740.182'"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Hotel Best Deal\"][0][3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Hotel Best Deal\"]=df[\"Hotel Best Deal\"].str[3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Hotel Best Deal\"]=df[\"Hotel Best Deal\"].str.replace(\".\",\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Flight Best Deal\"]=df[\"Flight Best Deal\"].str[3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Flight Best Deal\"]=df[\"Flight Best Deal\"].str.replace(\".\",\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop(\"Checking\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>1740182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>['Tur (204)', 'Spa &amp; Kebugaran (164)', 'Aktivi...</td>\n",
       "      <td>Kecamatan Kuta, Indonesia</td>\n",
       "      <td>451212</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g469404-S...</td>\n",
       "      <td>2331874</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g469404-...</td>\n",
       "      <td>1305700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bali</td>\n",
       "      <td>['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2998882</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294226-B...</td>\n",
       "      <td>656190</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294226-...</td>\n",
       "      <td>1145870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...</td>\n",
       "      <td>Gianyar Regency, Indonesia</td>\n",
       "      <td>610495</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297701-U...</td>\n",
       "      <td>2865927</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297701-...</td>\n",
       "      <td>1145870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>['Tur (168)', 'Tempat Belanja (148)', 'Spa &amp; K...</td>\n",
       "      <td>Jawa, Indonesia</td>\n",
       "      <td>339358</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294229-J...</td>\n",
       "      <td>360563</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294229-...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Toyapakeh</td>\n",
       "      <td>['Tur (5)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Nusa Penida, Indonesia</td>\n",
       "      <td>742</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g14115586...</td>\n",
       "      <td>663636</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1411558...</td>\n",
       "      <td>1752927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singakerta</td>\n",
       "      <td>['Spa &amp; Kebugaran (2)', 'Tur (2)', 'Kursus &amp; S...</td>\n",
       "      <td>Ubud, Indonesia</td>\n",
       "      <td>2019</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g15880600...</td>\n",
       "      <td>661107</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1588060...</td>\n",
       "      <td>1752927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Guwang</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Cocok untuk Pasan...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>343</td>\n",
       "      <td>https://www.tripadvisor.com/Hotels-g19140131-G...</td>\n",
       "      <td>235636</td>\n",
       "      <td>https://www.tripadvisor.com/CheapFlightsSearch...</td>\n",
       "      <td>1724800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Singapadu Kaler</td>\n",
       "      <td>['Tur (1)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Sukawati, Indonesia</td>\n",
       "      <td>309</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g20116867...</td>\n",
       "      <td>627097</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g2011686...</td>\n",
       "      <td>1197735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>208333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>320 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country Name Travel Destination  \\\n",
       "0      Indonesia             Bintan   \n",
       "1      Indonesia           Seminyak   \n",
       "2      Indonesia               Bali   \n",
       "3      Indonesia               Ubud   \n",
       "4      Indonesia            Jakarta   \n",
       "..           ...                ...   \n",
       "315    Indonesia          Toyapakeh   \n",
       "316    Indonesia         Singakerta   \n",
       "317    Indonesia             Guwang   \n",
       "318    Indonesia    Singapadu Kaler   \n",
       "319    Indonesia         Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "1    ['Tur (204)', 'Spa & Kebugaran (164)', 'Aktivi...   \n",
       "2    ['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...   \n",
       "3    ['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...   \n",
       "4    ['Tur (168)', 'Tempat Belanja (148)', 'Spa & K...   \n",
       "..                                                 ...   \n",
       "315  ['Tur (5)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "316  ['Spa & Kebugaran (2)', 'Tur (2)', 'Kursus & S...   \n",
       "317  ['Wisata Alam & Taman (1)', 'Cocok untuk Pasan...   \n",
       "318  ['Tur (1)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "319  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "1     Kecamatan Kuta, Indonesia       451212   \n",
       "2                     Indonesia      2998882   \n",
       "3    Gianyar Regency, Indonesia       610495   \n",
       "4               Jawa, Indonesia       339358   \n",
       "..                          ...          ...   \n",
       "315      Nusa Penida, Indonesia          742   \n",
       "316             Ubud, Indonesia         2019   \n",
       "317         Sukawati, Indonesia          343   \n",
       "318         Sukawati, Indonesia          309   \n",
       "319       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...         1740182   \n",
       "1    https://www.tripadvisor.co.id/Hotels-g469404-S...         2331874   \n",
       "2    https://www.tripadvisor.co.id/Hotels-g294226-B...          656190   \n",
       "3    https://www.tripadvisor.co.id/Hotels-g297701-U...         2865927   \n",
       "4    https://www.tripadvisor.co.id/Hotels-g294229-J...          360563   \n",
       "..                                                 ...             ...   \n",
       "315  https://www.tripadvisor.co.id/Hotels-g14115586...          663636   \n",
       "316  https://www.tripadvisor.co.id/Hotels-g15880600...          661107   \n",
       "317  https://www.tripadvisor.com/Hotels-g19140131-G...          235636   \n",
       "318  https://www.tripadvisor.co.id/Hotels-g20116867...          627097   \n",
       "319  https://www.tripadvisor.co.id/Hotels-g6677749-...          208333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "1    https://www.tripadvisor.co.id/Flights-g469404-...          1305700  \n",
       "2    https://www.tripadvisor.co.id/Flights-g294226-...          1145870  \n",
       "3    https://www.tripadvisor.co.id/Flights-g297701-...          1145870  \n",
       "4    https://www.tripadvisor.co.id/Flights-g294229-...                0  \n",
       "..                                                 ...              ...  \n",
       "315  https://www.tripadvisor.co.id/Flights-g1411558...          1752927  \n",
       "316  https://www.tripadvisor.co.id/Flights-g1588060...          1752927  \n",
       "317  https://www.tripadvisor.com/CheapFlightsSearch...          1724800  \n",
       "318  https://www.tripadvisor.co.id/Flights-g2011686...          1197735  \n",
       "319  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[320 rows x 9 columns]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"dataset_indo_redi.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Hotel Best Deal\"]=df[\"Hotel Best Deal\"].astype(\"int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 9 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Country Name        320 non-null    object\n",
      " 1   Travel Destination  320 non-null    object\n",
      " 2   Things to Do        320 non-null    object\n",
      " 3   location            320 non-null    object\n",
      " 4   reviewcount         320 non-null    int64 \n",
      " 5   Hotel Link          320 non-null    object\n",
      " 6   Hotel Best Deal     320 non-null    int32 \n",
      " 7   Flight Link         320 non-null    object\n",
      " 8   Flight Best Deal    229 non-null    object\n",
      "dtypes: int32(1), int64(1), object(7)\n",
      "memory usage: 21.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we will first slice the dataframe for only the not-null flights. I will then fill out the null values using the mean of the Flight Best Deal from the available data, with first group by their location. This is why I need to change them into int first so I can calculate the mean."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "notnull_flight=df[df[\"Flight Best Deal\"].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "notnull_flight[\"Flight Best Deal\"]=notnull_flight[\"Flight Best Deal\"].astype(\"int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "location_data=notnull_flight.groupby(\"location\").mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abang, Indonesia</th>\n",
       "      <td>53876.000000</td>\n",
       "      <td>4.950000e+05</td>\n",
       "      <td>1.145870e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aceh, Indonesia</th>\n",
       "      <td>4617.500000</td>\n",
       "      <td>4.138400e+05</td>\n",
       "      <td>3.048287e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alor, Indonesia</th>\n",
       "      <td>189.000000</td>\n",
       "      <td>4.694950e+05</td>\n",
       "      <td>6.044192e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Babakan Madang, Indonesia</th>\n",
       "      <td>904.000000</td>\n",
       "      <td>1.647934e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bali, Indonesia</th>\n",
       "      <td>95475.037037</td>\n",
       "      <td>1.195130e+06</td>\n",
       "      <td>1.349385e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tejakula, Indonesia</th>\n",
       "      <td>716.000000</td>\n",
       "      <td>9.523200e+05</td>\n",
       "      <td>1.300650e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timor Barat, Indonesia</th>\n",
       "      <td>2160.000000</td>\n",
       "      <td>8.175760e+05</td>\n",
       "      <td>3.764228e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ubud, Indonesia</th>\n",
       "      <td>4964.500000</td>\n",
       "      <td>2.399330e+06</td>\n",
       "      <td>1.349296e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Sumatra, Indonesia</th>\n",
       "      <td>2088.000000</td>\n",
       "      <td>3.679962e+05</td>\n",
       "      <td>1.276954e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yogyakarta, Indonesia</th>\n",
       "      <td>539.714286</td>\n",
       "      <td>3.739274e+05</td>\n",
       "      <td>2.080386e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>87 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            reviewcount  Hotel Best Deal  Flight Best Deal\n",
       "location                                                                  \n",
       "Abang, Indonesia           53876.000000     4.950000e+05      1.145870e+06\n",
       "Aceh, Indonesia             4617.500000     4.138400e+05      3.048287e+06\n",
       "Alor, Indonesia              189.000000     4.694950e+05      6.044192e+06\n",
       "Babakan Madang, Indonesia    904.000000     1.647934e+06      0.000000e+00\n",
       "Bali, Indonesia            95475.037037     1.195130e+06      1.349385e+06\n",
       "...                                 ...              ...               ...\n",
       "Tejakula, Indonesia          716.000000     9.523200e+05      1.300650e+06\n",
       "Timor Barat, Indonesia      2160.000000     8.175760e+05      3.764228e+06\n",
       "Ubud, Indonesia             4964.500000     2.399330e+06      1.349296e+06\n",
       "West Sumatra, Indonesia     2088.000000     3.679962e+05      1.276954e+06\n",
       "Yogyakarta, Indonesia        539.714286     3.739274e+05      2.080386e+06\n",
       "\n",
       "[87 rows x 3 columns]"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "null_flight=df[df[\"Flight Best Deal\"].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>Indonesia</td>\n",
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       "      <td>Indonesia</td>\n",
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       "      <td>Jawa Tengah, Indonesia</td>\n",
       "      <td>3635</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g790290-P...</td>\n",
       "      <td>428430</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g790290-...</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>29</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Anyer</td>\n",
       "      <td>['Wisata Alam &amp; Taman (1)', 'Aktivitas Luar Ru...</td>\n",
       "      <td>Banten Province, Indonesia</td>\n",
       "      <td>2735</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3400871-...</td>\n",
       "      <td>668000</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3400871...</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu</td>\n",
       "      <td>['Wisata Alam &amp; Taman (23)', 'Pemandangan &amp; Te...</td>\n",
       "      <td>Jawa Timur, Indonesia</td>\n",
       "      <td>16754</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g1237079-...</td>\n",
       "      <td>594247</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1237079...</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Garut</td>\n",
       "      <td>['Wisata Alam &amp; Taman (18)', 'Aktivitas Luar R...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>2936</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g1137840-...</td>\n",
       "      <td>377686</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1137840...</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Gunung Kijang</td>\n",
       "      <td>['Tur (1)', 'Pemandangan &amp; Tengara (1)', 'Tur ...</td>\n",
       "      <td>Bintan, Indonesia</td>\n",
       "      <td>364</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g12119576...</td>\n",
       "      <td>1740182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1211957...</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Mendut</td>\n",
       "      <td>['Tempat Belanja (2)', 'Tur (1)', 'Pemandangan...</td>\n",
       "      <td>Jawa Tengah, Indonesia</td>\n",
       "      <td>294</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3373423-...</td>\n",
       "      <td>306908</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3373423...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Labuhan</td>\n",
       "      <td>['Tur (7)', 'Aktivitas Luar Ruangan (7)', 'Tur...</td>\n",
       "      <td>Banten Province, Indonesia</td>\n",
       "      <td>195</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3320215-...</td>\n",
       "      <td>836621</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3320215...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Cihideung</td>\n",
       "      <td>['Wisata Alam &amp; Taman (2)', 'Kebun Binatang &amp; ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>171</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g13219542...</td>\n",
       "      <td>119884</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1321954...</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>['Tur (2)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Jawa Barat, Indonesia</td>\n",
       "      <td>206</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6677749-...</td>\n",
       "      <td>208333</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6677749...</td>\n",
       "      <td>NaN</td>\n",
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      ],
      "text/plain": [
       "    Country Name Travel Destination  \\\n",
       "0      Indonesia             Bintan   \n",
       "25     Indonesia         Purwokerto   \n",
       "29     Indonesia              Anyer   \n",
       "34     Indonesia               Batu   \n",
       "35     Indonesia              Garut   \n",
       "..           ...                ...   \n",
       "278    Indonesia      Gunung Kijang   \n",
       "296    Indonesia             Mendut   \n",
       "306    Indonesia            Labuhan   \n",
       "308    Indonesia          Cihideung   \n",
       "319    Indonesia         Batu Karas   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "25   ['Wisata Alam & Taman (10)', 'Pemandangan & Te...   \n",
       "29   ['Wisata Alam & Taman (1)', 'Aktivitas Luar Ru...   \n",
       "34   ['Wisata Alam & Taman (23)', 'Pemandangan & Te...   \n",
       "35   ['Wisata Alam & Taman (18)', 'Aktivitas Luar R...   \n",
       "..                                                 ...   \n",
       "278  ['Tur (1)', 'Pemandangan & Tengara (1)', 'Tur ...   \n",
       "296  ['Tempat Belanja (2)', 'Tur (1)', 'Pemandangan...   \n",
       "306  ['Tur (7)', 'Aktivitas Luar Ruangan (7)', 'Tur...   \n",
       "308  ['Wisata Alam & Taman (2)', 'Kebun Binatang & ...   \n",
       "319  ['Tur (2)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "\n",
       "                       location  reviewcount  \\\n",
       "0     Bintan Regency, Indonesia        25006   \n",
       "25       Jawa Tengah, Indonesia         3635   \n",
       "29   Banten Province, Indonesia         2735   \n",
       "34        Jawa Timur, Indonesia        16754   \n",
       "35        Jawa Barat, Indonesia         2936   \n",
       "..                          ...          ...   \n",
       "278           Bintan, Indonesia          364   \n",
       "296      Jawa Tengah, Indonesia          294   \n",
       "306  Banten Province, Indonesia          195   \n",
       "308       Jawa Barat, Indonesia          171   \n",
       "319       Jawa Barat, Indonesia          206   \n",
       "\n",
       "                                            Hotel Link  Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...          1740182   \n",
       "25   https://www.tripadvisor.co.id/Hotels-g790290-P...           428430   \n",
       "29   https://www.tripadvisor.co.id/Hotels-g3400871-...           668000   \n",
       "34   https://www.tripadvisor.co.id/Hotels-g1237079-...           594247   \n",
       "35   https://www.tripadvisor.co.id/Hotels-g1137840-...           377686   \n",
       "..                                                 ...              ...   \n",
       "278  https://www.tripadvisor.co.id/Hotels-g12119576...          1740182   \n",
       "296  https://www.tripadvisor.co.id/Hotels-g3373423-...           306908   \n",
       "306  https://www.tripadvisor.co.id/Hotels-g3320215-...           836621   \n",
       "308  https://www.tripadvisor.co.id/Hotels-g13219542...           119884   \n",
       "319  https://www.tripadvisor.co.id/Hotels-g6677749-...           208333   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "25   https://www.tripadvisor.co.id/Flights-g790290-...              NaN  \n",
       "29   https://www.tripadvisor.co.id/Flights-g3400871...              NaN  \n",
       "34   https://www.tripadvisor.co.id/Flights-g1237079...              NaN  \n",
       "35   https://www.tripadvisor.co.id/Flights-g1137840...              NaN  \n",
       "..                                                 ...              ...  \n",
       "278  https://www.tripadvisor.co.id/Flights-g1211957...              NaN  \n",
       "296  https://www.tripadvisor.co.id/Flights-g3373423...              NaN  \n",
       "306  https://www.tripadvisor.co.id/Flights-g3320215...              NaN  \n",
       "308  https://www.tripadvisor.co.id/Flights-g1321954...              NaN  \n",
       "319  https://www.tripadvisor.co.id/Flights-g6677749...              NaN  \n",
       "\n",
       "[91 rows x 9 columns]"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "null_flight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "for i in null_flight.index:\n",
    "    if null_flight[\"location\"][i] in location_data.index:\n",
    "        df[\"Flight Best Deal\"][i]=location_data.loc[df[\"location\"][i]][\"Flight Best Deal\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 91 entries, 0 to 319\n",
      "Data columns (total 9 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Country Name        91 non-null     object\n",
      " 1   Travel Destination  91 non-null     object\n",
      " 2   Things to Do        91 non-null     object\n",
      " 3   location            91 non-null     object\n",
      " 4   reviewcount         91 non-null     int64 \n",
      " 5   Hotel Link          91 non-null     object\n",
      " 6   Hotel Best Deal     91 non-null     int32 \n",
      " 7   Flight Link         91 non-null     object\n",
      " 8   Flight Best Deal    83 non-null     object\n",
      "dtypes: int32(1), int64(1), object(7)\n",
      "memory usage: 9.3+ KB\n"
     ]
    }
   ],
   "source": [
    "null_flight.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 9 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Country Name        320 non-null    object\n",
      " 1   Travel Destination  320 non-null    object\n",
      " 2   Things to Do        320 non-null    object\n",
      " 3   location            320 non-null    object\n",
      " 4   reviewcount         320 non-null    int64 \n",
      " 5   Hotel Link          320 non-null    object\n",
      " 6   Hotel Best Deal     320 non-null    int32 \n",
      " 7   Flight Link         320 non-null    object\n",
      " 8   Flight Best Deal    312 non-null    object\n",
      "dtypes: int32(1), int64(1), object(7)\n",
      "memory usage: 21.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Carita</td>\n",
       "      <td>['Tur (6)', 'Aktivitas Luar Ruangan (6)', 'Tur...</td>\n",
       "      <td>Labuhan, Indonesia</td>\n",
       "      <td>188</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g317104-C...</td>\n",
       "      <td>1307247</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g317104-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Pulau Lembeh</td>\n",
       "      <td>['Wisata Alam &amp; Taman (2)', 'Pemandangan &amp; Ten...</td>\n",
       "      <td>Bitung, Indonesia</td>\n",
       "      <td>1484</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g1071667-...</td>\n",
       "      <td>875000</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1071667...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Pulau Malenge</td>\n",
       "      <td>['Tur (2)', 'Aktivitas Luar Ruangan (2)', 'Tur...</td>\n",
       "      <td>Kepulauan Togian, Indonesia</td>\n",
       "      <td>331</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g12834203...</td>\n",
       "      <td>700000</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1283420...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Saparua</td>\n",
       "      <td>['Pemandangan &amp; Tengara (2)', 'Aktivitas Luar ...</td>\n",
       "      <td>Maluku, Indonesia</td>\n",
       "      <td>138</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g3793647-...</td>\n",
       "      <td>743802</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g3793647...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Tual</td>\n",
       "      <td>['Wisata Alam &amp; Taman (3)', 'Aktivitas Luar Ru...</td>\n",
       "      <td>Kepulauan Kai, Indonesia</td>\n",
       "      <td>214</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g6592999-...</td>\n",
       "      <td>295455</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g6592999...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Pulau Una Una</td>\n",
       "      <td>['Tur (1)', 'Tur dengan Perahu &amp; Olahraga Air ...</td>\n",
       "      <td>Kepulauan Togian, Indonesia</td>\n",
       "      <td>340</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g12719069...</td>\n",
       "      <td>766667</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1271906...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Katupat</td>\n",
       "      <td>['Wisata Alam &amp; Taman (3)', 'Aktivitas Luar Ru...</td>\n",
       "      <td>Kepulauan Togian, Indonesia</td>\n",
       "      <td>168</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g12719055...</td>\n",
       "      <td>318182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g1271905...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country Name Travel Destination  \\\n",
       "0      Indonesia             Bintan   \n",
       "101    Indonesia             Carita   \n",
       "172    Indonesia       Pulau Lembeh   \n",
       "174    Indonesia      Pulau Malenge   \n",
       "230    Indonesia            Saparua   \n",
       "243    Indonesia               Tual   \n",
       "255    Indonesia      Pulau Una Una   \n",
       "257    Indonesia            Katupat   \n",
       "\n",
       "                                          Things to Do  \\\n",
       "0    ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "101  ['Tur (6)', 'Aktivitas Luar Ruangan (6)', 'Tur...   \n",
       "172  ['Wisata Alam & Taman (2)', 'Pemandangan & Ten...   \n",
       "174  ['Tur (2)', 'Aktivitas Luar Ruangan (2)', 'Tur...   \n",
       "230  ['Pemandangan & Tengara (2)', 'Aktivitas Luar ...   \n",
       "243  ['Wisata Alam & Taman (3)', 'Aktivitas Luar Ru...   \n",
       "255  ['Tur (1)', 'Tur dengan Perahu & Olahraga Air ...   \n",
       "257  ['Wisata Alam & Taman (3)', 'Aktivitas Luar Ru...   \n",
       "\n",
       "                        location  reviewcount  \\\n",
       "0      Bintan Regency, Indonesia        25006   \n",
       "101           Labuhan, Indonesia          188   \n",
       "172            Bitung, Indonesia         1484   \n",
       "174  Kepulauan Togian, Indonesia          331   \n",
       "230            Maluku, Indonesia          138   \n",
       "243     Kepulauan Kai, Indonesia          214   \n",
       "255  Kepulauan Togian, Indonesia          340   \n",
       "257  Kepulauan Togian, Indonesia          168   \n",
       "\n",
       "                                            Hotel Link  Hotel Best Deal  \\\n",
       "0    https://www.tripadvisor.co.id/Hotels-g297718-B...          1740182   \n",
       "101  https://www.tripadvisor.co.id/Hotels-g317104-C...          1307247   \n",
       "172  https://www.tripadvisor.co.id/Hotels-g1071667-...           875000   \n",
       "174  https://www.tripadvisor.co.id/Hotels-g12834203...           700000   \n",
       "230  https://www.tripadvisor.co.id/Hotels-g3793647-...           743802   \n",
       "243  https://www.tripadvisor.co.id/Hotels-g6592999-...           295455   \n",
       "255  https://www.tripadvisor.co.id/Hotels-g12719069...           766667   \n",
       "257  https://www.tripadvisor.co.id/Hotels-g12719055...           318182   \n",
       "\n",
       "                                           Flight Link Flight Best Deal  \n",
       "0    https://www.tripadvisor.co.id/Flights-g297718-...              NaN  \n",
       "101  https://www.tripadvisor.co.id/Flights-g317104-...              NaN  \n",
       "172  https://www.tripadvisor.co.id/Flights-g1071667...              NaN  \n",
       "174  https://www.tripadvisor.co.id/Flights-g1283420...              NaN  \n",
       "230  https://www.tripadvisor.co.id/Flights-g3793647...              NaN  \n",
       "243  https://www.tripadvisor.co.id/Flights-g6592999...              NaN  \n",
       "255  https://www.tripadvisor.co.id/Flights-g1271906...              NaN  \n",
       "257  https://www.tripadvisor.co.id/Flights-g1271905...              NaN  "
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Flight Best Deal\"].isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "now, we have reduced quite a lot of null values to only 8 null values left and we can manully fill the NaN values by checking the real supposed flight price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  import sys\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  if __name__ == '__main__':\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  del sys.path[0]\n",
      "C:\\Users\\chiri\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:15: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    }
   ],
   "source": [
    "df[\"Flight Best Deal\"][0]=1048200\n",
    "\n",
    "df[\"Flight Best Deal\"][101]=0\n",
    "\n",
    "df[\"Flight Best Deal\"][172]=2590400\n",
    "\n",
    "df[\"Flight Best Deal\"][174]=2276400\n",
    "\n",
    "df[\"Flight Best Deal\"][230]=3693700\n",
    "\n",
    "df[\"Flight Best Deal\"][243]=3693700\n",
    "\n",
    "df[\"Flight Best Deal\"][255]=2276400\n",
    "\n",
    "df[\"Flight Best Deal\"][257]=2276400"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Flight Best Deal\"]=df[\"Flight Best Deal\"].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 9 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Country Name        320 non-null    object\n",
      " 1   Travel Destination  320 non-null    object\n",
      " 2   Things to Do        320 non-null    object\n",
      " 3   location            320 non-null    object\n",
      " 4   reviewcount         320 non-null    int64 \n",
      " 5   Hotel Link          320 non-null    object\n",
      " 6   Hotel Best Deal     320 non-null    int32 \n",
      " 7   Flight Link         320 non-null    object\n",
      " 8   Flight Best Deal    320 non-null    int32 \n",
      "dtypes: int32(2), int64(1), object(6)\n",
      "memory usage: 20.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"dataset_indo_redi.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "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>reviewcount</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3.200000e+02</td>\n",
       "      <td>3.200000e+02</td>\n",
       "      <td>3.200000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.694844e+04</td>\n",
       "      <td>8.599874e+05</td>\n",
       "      <td>1.744194e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.903758e+05</td>\n",
       "      <td>1.301072e+06</td>\n",
       "      <td>1.407973e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.040000e+02</td>\n",
       "      <td>1.063130e+05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.332500e+02</td>\n",
       "      <td>2.888635e+05</td>\n",
       "      <td>1.121048e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.485000e+03</td>\n",
       "      <td>5.003880e+05</td>\n",
       "      <td>1.305700e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9.158500e+03</td>\n",
       "      <td>9.433748e+05</td>\n",
       "      <td>1.762479e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.998882e+06</td>\n",
       "      <td>1.593223e+07</td>\n",
       "      <td>9.152495e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        reviewcount  Hotel Best Deal  Flight Best Deal\n",
       "count  3.200000e+02     3.200000e+02      3.200000e+02\n",
       "mean   3.694844e+04     8.599874e+05      1.744194e+06\n",
       "std    1.903758e+05     1.301072e+06      1.407973e+06\n",
       "min    1.040000e+02     1.063130e+05      0.000000e+00\n",
       "25%    3.332500e+02     2.888635e+05      1.121048e+06\n",
       "50%    1.485000e+03     5.003880e+05      1.305700e+06\n",
       "75%    9.158500e+03     9.433748e+05      1.762479e+06\n",
       "max    2.998882e+06     1.593223e+07      9.152495e+06"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### format balik jadi Rp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 9 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Country Name        320 non-null    object\n",
      " 1   Travel Destination  320 non-null    object\n",
      " 2   Things to Do        320 non-null    object\n",
      " 3   location            320 non-null    object\n",
      " 4   reviewcount         320 non-null    int64 \n",
      " 5   Hotel Link          320 non-null    object\n",
      " 6   Hotel Best Deal     320 non-null    int32 \n",
      " 7   Flight Link         320 non-null    object\n",
      " 8   Flight Best Deal    320 non-null    int32 \n",
      "dtypes: int32(2), int64(1), object(6)\n",
      "memory usage: 20.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {
    "scrolled": false
   },
   "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>Country Name</th>\n",
       "      <th>Travel Destination</th>\n",
       "      <th>Things to Do</th>\n",
       "      <th>location</th>\n",
       "      <th>reviewcount</th>\n",
       "      <th>Hotel Link</th>\n",
       "      <th>Hotel Best Deal</th>\n",
       "      <th>Flight Link</th>\n",
       "      <th>Flight Best Deal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bintan</td>\n",
       "      <td>['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...</td>\n",
       "      <td>Bintan Regency, Indonesia</td>\n",
       "      <td>25006</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297718-B...</td>\n",
       "      <td>1740182</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297718-...</td>\n",
       "      <td>1048200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Seminyak</td>\n",
       "      <td>['Tur (204)', 'Spa &amp; Kebugaran (164)', 'Aktivi...</td>\n",
       "      <td>Kecamatan Kuta, Indonesia</td>\n",
       "      <td>451212</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g469404-S...</td>\n",
       "      <td>2331874</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g469404-...</td>\n",
       "      <td>1305700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Bali</td>\n",
       "      <td>['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2998882</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294226-B...</td>\n",
       "      <td>656190</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294226-...</td>\n",
       "      <td>1145870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Ubud</td>\n",
       "      <td>['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...</td>\n",
       "      <td>Gianyar Regency, Indonesia</td>\n",
       "      <td>610495</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g297701-U...</td>\n",
       "      <td>2865927</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g297701-...</td>\n",
       "      <td>1145870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>Jakarta</td>\n",
       "      <td>['Tur (168)', 'Tempat Belanja (148)', 'Spa &amp; K...</td>\n",
       "      <td>Jawa, Indonesia</td>\n",
       "      <td>339358</td>\n",
       "      <td>https://www.tripadvisor.co.id/Hotels-g294229-J...</td>\n",
       "      <td>360563</td>\n",
       "      <td>https://www.tripadvisor.co.id/Flights-g294229-...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Country Name Travel Destination  \\\n",
       "0    Indonesia             Bintan   \n",
       "1    Indonesia           Seminyak   \n",
       "2    Indonesia               Bali   \n",
       "3    Indonesia               Ubud   \n",
       "4    Indonesia            Jakarta   \n",
       "\n",
       "                                        Things to Do  \\\n",
       "0  ['Tur (39)', 'Aktivitas Luar Ruangan (30)', 'T...   \n",
       "1  ['Tur (204)', 'Spa & Kebugaran (164)', 'Aktivi...   \n",
       "2  ['Tur (5.854)', 'Aktivitas Luar Ruangan (3.740...   \n",
       "3  ['Tur (884)', 'Aktivitas Luar Ruangan (525)', ...   \n",
       "4  ['Tur (168)', 'Tempat Belanja (148)', 'Spa & K...   \n",
       "\n",
       "                     location  reviewcount  \\\n",
       "0   Bintan Regency, Indonesia        25006   \n",
       "1   Kecamatan Kuta, Indonesia       451212   \n",
       "2                   Indonesia      2998882   \n",
       "3  Gianyar Regency, Indonesia       610495   \n",
       "4             Jawa, Indonesia       339358   \n",
       "\n",
       "                                          Hotel Link  Hotel Best Deal  \\\n",
       "0  https://www.tripadvisor.co.id/Hotels-g297718-B...          1740182   \n",
       "1  https://www.tripadvisor.co.id/Hotels-g469404-S...          2331874   \n",
       "2  https://www.tripadvisor.co.id/Hotels-g294226-B...           656190   \n",
       "3  https://www.tripadvisor.co.id/Hotels-g297701-U...          2865927   \n",
       "4  https://www.tripadvisor.co.id/Hotels-g294229-J...           360563   \n",
       "\n",
       "                                         Flight Link  Flight Best Deal  \n",
       "0  https://www.tripadvisor.co.id/Flights-g297718-...           1048200  \n",
       "1  https://www.tripadvisor.co.id/Flights-g469404-...           1305700  \n",
       "2  https://www.tripadvisor.co.id/Flights-g294226-...           1145870  \n",
       "3  https://www.tripadvisor.co.id/Flights-g297701-...           1145870  \n",
       "4  https://www.tripadvisor.co.id/Flights-g294229-...                 0  "
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Hotel Best Deal\"]=df[\"Hotel Best Deal\"].astype(str)\n",
    "df[\"Flight Best Deal\"]=df[\"Flight Best Deal\"].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rupiah_hotel(x):\n",
    "    if (len(x[\"Hotel Best Deal\"])<=6)&(len(x[\"Hotel Best Deal\"])>3):\n",
    "        return x[\"Hotel Best Deal\"][:-3]+\".\"+x[\"Hotel Best Deal\"][-3:]\n",
    "    elif len(x[\"Hotel Best Deal\"])>=7:\n",
    "        return x[\"Hotel Best Deal\"][:-6]+\".\"+x[\"Hotel Best Deal\"][-6:-3]+\".\"+x[\"Hotel Best Deal\"][-3:]\n",
    "    else:\n",
    "        return x[\"Hotel Best Deal\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Hotel Best Deal\"]=df.apply(rupiah_hotel,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rupiah_flight(x):\n",
    "    if (len(x[\"Flight Best Deal\"])<=6)&(len(x[\"Flight Best Deal\"])>3):\n",
    "        return x[\"Flight Best Deal\"][:-3]+\".\"+x[\"Flight Best Deal\"][-3:]\n",
    "    elif len(x[\"Flight Best Deal\"])>=7:\n",
    "        return x[\"Flight Best Deal\"][:-6]+\".\"+x[\"Flight Best Deal\"][-6:-3]+\".\"+x[\"Flight Best Deal\"][-3:]\n",
    "    else:\n",
    "        return x[\"Flight Best Deal\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Flight Best Deal\"]=df.apply(rupiah_flight,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 320 entries, 0 to 319\n",
      "Data columns (total 9 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   Country Name        320 non-null    object\n",
      " 1   Travel Destination  320 non-null    object\n",
      " 2   Things to Do        320 non-null    object\n",
      " 3   location            320 non-null    object\n",
      " 4   reviewcount         320 non-null    int64 \n",
      " 5   Hotel Link          320 non-null    object\n",
      " 6   Hotel Best Deal     320 non-null    object\n",
      " 7   Flight Link         320 non-null    object\n",
      " 8   Flight Best Deal    320 non-null    object\n",
      "dtypes: int64(1), object(8)\n",
      "memory usage: 22.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Hotel Best Deal\"]=\"Rp \"+df[\"Hotel Best Deal\"]+\",-\"\n",
    "df[\"Flight Best Deal\"]=\"Rp \"+df[\"Flight Best Deal\"]+\",-\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"dataset_indo_forhtml.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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