Dataset Scraping - Destination Spots.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scraping : Destination Spot in Indonesia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "from time import sleep, strftime\n",
    "from random import randint\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "homepage = \"https://www.tripadvisor.co.id/Attraction\"\n",
    "path = r\"C:\\Users\\chiri\\Downloads\\chromedriver.exe\"\n",
    "\n",
    "driver = webdriver.Chrome(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(r\"C:\\Users\\chiri\\Purwadhika\\Final Project\\dataset_indo.csv\")\n",
    "\n",
    "destination=df[\"Travel Destination\"].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.reset_index().drop([\"Unnamed: 0\", \"index\"], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>326 rows × 6 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",
       "321    Indonesia          Toyapakeh        Toyapakeh   \n",
       "322    Indonesia         Singakerta       Singakerta   \n",
       "323    Indonesia             Guwang           Guwang   \n",
       "324    Indonesia    Singapadu Kaler  Singapadu Kaler   \n",
       "325    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 6 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_destiny = []\n",
    "todo = [] \n",
    "rating = []\n",
    "reviewers = []\n",
    "link = []\n",
    "df_todo = [] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Banjarbaru\n",
      "Wisata Alam & Taman (7)\n",
      "Pemandangan & Tengara (5)\n",
      "Aktivitas Luar Ruangan (4)\n",
      "Museum (2)\n",
      "Spa & Kebugaran (1)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Morotai\n",
      "Wisata Alam & Taman (7)\n",
      "Pemandangan & Tengara (4)\n",
      "Aktivitas Luar Ruangan (4)\n",
      "Masuk Gratis (1)\n",
      "Ende\n",
      "Pemandangan & Tengara (8)\n",
      "Wisata Alam & Taman (8)\n",
      "Aktivitas Luar Ruangan (6)\n",
      "Tur (4)\n",
      "Tur dengan Perahu & Olahraga Air (2)\n",
      "Tempat Belanja (1)\n",
      "Museum (1)\n",
      "Cocok untuk Anak-Anak (3)\n",
      "Harga terjangkau (2)\n",
      "Masuk Gratis (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Lokasi bulan madu (1)\n",
      "Jembrana\n",
      "Wisata Alam & Taman (8)\n",
      "Aktivitas Luar Ruangan (8)\n",
      "Pemandangan & Tengara (6)\n",
      "Tur (2)\n",
      "Kebun Binatang & Akuarium (1)\n",
      "Museum (1)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Harga terjangkau (2)\n",
      "Masuk Gratis (2)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Berjiwa petualang (1)\n",
      "Pupuan\n",
      "Tur (2)\n",
      "Aktivitas Luar Ruangan (2)\n",
      "Makanan & Minuman (1)\n",
      "Kursus & Sanggar (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Berjiwa petualang (1)\n",
      "Biak\n",
      "Wisata Alam & Taman (22)\n",
      "Aktivitas Luar Ruangan (12)\n",
      "Pemandangan & Tengara (6)\n",
      "Tempat Belanja (2)\n",
      "Makanan & Minuman (1)\n",
      "Pererenan\n",
      "Kursus & Sanggar (3)\n",
      "Makanan & Minuman (2)\n",
      "Spa & Kebugaran (2)\n",
      "Tur (2)\n",
      "Aktivitas Luar Ruangan (2)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Tarutung\n",
      "Pemandangan & Tengara (2)\n",
      "Spa & Kebugaran (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Wamena\n",
      "Pemandangan & Tengara (8)\n",
      "Tur (4)\n",
      "Wisata Alam & Taman (4)\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Tempat Belanja (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Masuk Gratis (1)\n",
      "Merauke\n",
      "Pemandangan & Tengara (3)\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Tur (2)\n",
      "Wisata Alam & Taman (2)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Masuk Gratis (1)\n",
      "Pulau Pef\n",
      "Tur (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Riau Archipelago\n",
      "Tur (108)\n",
      "Spa & Kebugaran (105)\n",
      "Aktivitas Luar Ruangan (83)\n",
      "Transportasi (71)\n",
      "Tempat Belanja (43)\n",
      "Pemandangan & Tengara (41)\n",
      "Tur dengan Perahu & Olahraga Air (41)\n",
      "Wisata Alam & Taman (38)\n",
      "Hiburan malam (29)\n",
      "Makanan & Minuman (15)\n",
      "Hiburan & Permainan (14)\n",
      "Kursus & Sanggar (5)\n",
      "Taman Air & Taman Hiburan (3)\n",
      "Konser & Pertunjukan (3)\n",
      "Kebun Binatang & Akuarium (2)\n",
      "\n",
      "\n",
      "Bagus Saat Hujan (70)\n",
      "Harga terjangkau (60)\n",
      "Cocok untuk Pasangan (56)\n",
      "Cocok untuk Anak-Anak (42)\n",
      "Cocok untuk Kelompok Besar (41)\n",
      "Masuk Gratis (32)\n",
      "Lokasi bulan madu (16)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (7)\n",
      "Tempat yang Belum Populer (5)\n",
      "Berjiwa petualang (3)\n",
      "Melayang\n",
      "Tur (1)\n",
      "Nembrala\n",
      "Tur (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Transportasi (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Pandaan\n",
      "Tur (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Masuk Gratis (1)\n",
      "Songan\n",
      "Tur (5)\n",
      "Aktivitas Luar Ruangan (5)\n",
      "Pemandangan & Tengara (2)\n",
      "Spa & Kebugaran (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Transportasi (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Kedisan\n",
      "Tur (2)\n",
      "Aktivitas Luar Ruangan (2)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Lokasi bulan madu (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Blahbatuh\n",
      "Tur (14)\n",
      "Aktivitas Luar Ruangan (13)\n",
      "Pemandangan & Tengara (9)\n",
      "Wisata Alam & Taman (6)\n",
      "Spa & Kebugaran (5)\n",
      "Tempat Belanja (4)\n",
      "Makanan & Minuman (4)\n",
      "Kursus & Sanggar (3)\n",
      "Hiburan & Permainan (3)\n",
      "Museum (2)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Konser & Pertunjukan (1)\n",
      "Transportasi (1)\n",
      "Cocok untuk Pasangan (10)\n",
      "Harga terjangkau (8)\n",
      "Cocok untuk Kelompok Besar (8)\n",
      "Cocok untuk Anak-Anak (4)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (4)\n",
      "Bagus Saat Hujan (4)\n",
      "Lokasi bulan madu (2)\n",
      "Tempat yang Belum Populer (2)\n",
      "Masuk Gratis (2)\n",
      "Berjiwa petualang (1)\n",
      "Galang\n",
      "Wisata Alam & Taman (3)\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Tur (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Purwodadi\n",
      "Wisata Alam & Taman (3)\n",
      "Pemandangan & Tengara (2)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Maros\n",
      "Wisata Alam & Taman (3)\n",
      "Pemandangan & Tengara (2)\n",
      "Taman Air & Taman Hiburan (2)\n",
      "Harga terjangkau (4)\n",
      "Cocok untuk Kelompok Besar (4)\n",
      "Cocok untuk Anak-Anak (3)\n",
      "Cocok untuk Pasangan (2)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (2)\n",
      "Berjiwa petualang (2)\n",
      "Lokasi bulan madu (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Penebel\n",
      "Tur (4)\n",
      "Aktivitas Luar Ruangan (4)\n",
      "Makanan & Minuman (3)\n",
      "Kursus & Sanggar (3)\n",
      "Pemandangan & Tengara (2)\n",
      "Spa & Kebugaran (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Transportasi (1)\n",
      "Tempat yang Belum Populer (2)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Masuk Gratis (1)\n",
      "Berjiwa petualang (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Provinsi Riau\n",
      "Tempat Belanja (24)\n",
      "Pemandangan & Tengara (20)\n",
      "Wisata Alam & Taman (17)\n",
      "Spa & Kebugaran (6)\n",
      "Aktivitas Luar Ruangan (6)\n",
      "Hiburan malam (5)\n",
      "Transportasi (5)\n",
      "Makanan & Minuman (4)\n",
      "Taman Air & Taman Hiburan (3)\n",
      "Tur (2)\n",
      "Hiburan & Permainan (2)\n",
      "Kebun Binatang & Akuarium (1)\n",
      "Museum (1)\n",
      "Sumber Informasi Wisatawan (1)\n",
      "Harga terjangkau (8)\n",
      "Cocok untuk Anak-Anak (7)\n",
      "Masuk Gratis (7)\n",
      "Bagus Saat Hujan (6)\n",
      "Cocok untuk Kelompok Besar (5)\n",
      "Sragen\n",
      "Spa & Kebugaran (1)\n",
      "Museum (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Ciamis\n",
      "Pemandangan & Tengara (10)\n",
      "Wisata Alam & Taman (10)\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Tur (2)\n",
      "Tempat Belanja (1)\n",
      "Museum (1)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Harga terjangkau (2)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Cocok untuk Kelompok Besar (2)\n",
      "Masuk Gratis (2)\n",
      "Lokasi bulan madu (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Tenggarong\n",
      "Wisata Alam & Taman (6)\n",
      "Museum (4)\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Pemandangan & Tengara (2)\n",
      "Hiburan & Permainan (2)\n",
      "Tempat Belanja (1)\n",
      "Kebun Binatang & Akuarium (1)\n",
      "Harga terjangkau (2)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Bagus Saat Hujan (1)\n",
      "Makale\n",
      "Pemandangan & Tengara (6)\n",
      "Hiburan & Permainan (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Masuk Gratis (3)\n",
      "Harga terjangkau (2)\n",
      "Cocok untuk Kelompok Besar (2)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Kepulauan Kai\n",
      "Wisata Alam & Taman (6)\n",
      "Aktivitas Luar Ruangan (4)\n",
      "Tur (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Masuk Gratis (3)\n",
      "Cocok untuk Kelompok Besar (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Cimahi\n",
      "Tur (2)\n",
      "Aktivitas Luar Ruangan (2)\n",
      "Tempat Belanja (1)\n",
      "Spa & Kebugaran (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Kaliasem\n",
      "Tur (5)\n",
      "Makanan & Minuman (3)\n",
      "Kursus & Sanggar (3)\n",
      "Transportasi (3)\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Tur dengan Perahu & Olahraga Air (2)\n",
      "Spa & Kebugaran (1)\n",
      "Bagus Saat Hujan (3)\n",
      "Cocok untuk Pasangan (2)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Harga terjangkau (1)\n",
      "Temukus\n",
      "Taman Air & Taman Hiburan (2)\n",
      "Tempat Belanja (1)\n",
      "Tur (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Hiburan & Permainan (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Harga terjangkau (2)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Masuk Gratis (1)\n",
      "Lahat\n",
      "Wisata Alam & Taman (3)\n",
      "Hiburan malam (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Sumbawa Besar\n",
      "Aktivitas Luar Ruangan (5)\n",
      "Wisata Alam & Taman (4)\n",
      "Tur (2)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Teluk Bakau\n",
      "Tur (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Pemenang\n",
      "Aktivitas Luar Ruangan (127)\n",
      "Tur (118)\n",
      "Tur dengan Perahu & Olahraga Air (107)\n",
      "Spa & Kebugaran (34)\n",
      "Transportasi (23)\n",
      "Hiburan malam (13)\n",
      "Wisata Alam & Taman (11)\n",
      "Kursus & Sanggar (9)\n",
      "Hiburan & Permainan (7)\n",
      "Pemandangan & Tengara (6)\n",
      "Tempat Belanja (3)\n",
      "Makanan & Minuman (3)\n",
      "Cocok untuk Pasangan (78)\n",
      "Harga terjangkau (70)\n",
      "Bagus Saat Hujan (70)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (54)\n",
      "Cocok untuk Kelompok Besar (43)\n",
      "Lokasi bulan madu (41)\n",
      "Berjiwa petualang (33)\n",
      "Cocok untuk Anak-Anak (19)\n",
      "Masuk Gratis (14)\n",
      "Tempat yang Belum Populer (6)\n",
      "Saparua\n",
      "Pemandangan & Tengara (2)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Tegal Mengkeb\n",
      "Wisata Alam & Taman (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Bayah\n",
      "Aktivitas Luar Ruangan (2)\n",
      "Wisata Alam & Taman (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Masuk Gratis (1)\n",
      "Tembuku\n",
      "Wisata Alam & Taman (3)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tur (2)\n",
      "Pemandangan & Tengara (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Lokasi bulan madu (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Berjiwa petualang (1)\n",
      "Kalimantan Barat\n",
      "Wisata Alam & Taman (27)\n",
      "Pemandangan & Tengara (26)\n",
      "Aktivitas Luar Ruangan (14)\n",
      "Tempat Belanja (11)\n",
      "Tur (6)\n",
      "Museum (6)\n",
      "Transportasi (5)\n",
      "Makanan & Minuman (4)\n",
      "Spa & Kebugaran (4)\n",
      "Kursus & Sanggar (1)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Hiburan & Permainan (1)\n",
      "Cocok untuk Anak-Anak (15)\n",
      "Harga terjangkau (12)\n",
      "Masuk Gratis (12)\n",
      "Cocok untuk Kelompok Besar (6)\n",
      "Bagus Saat Hujan (5)\n",
      "Cocok untuk Pasangan (2)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Sekotong Barat\n",
      "Aktivitas Luar Ruangan (13)\n",
      "Wisata Alam & Taman (8)\n",
      "Tur (6)\n",
      "Tur dengan Perahu & Olahraga Air (3)\n",
      "Transportasi (1)\n",
      "Cocok untuk Pasangan (4)\n",
      "Harga terjangkau (3)\n",
      "Cocok untuk Anak-Anak (3)\n",
      "Cocok untuk Kelompok Besar (2)\n",
      "Lokasi bulan madu (2)\n",
      "Masuk Gratis (2)\n",
      "Tempat yang Belum Populer (1)\n",
      "Tana Toraja\n",
      "Wisata Alam & Taman (5)\n",
      "Tur (4)\n",
      "Pemandangan & Tengara (4)\n",
      "Transportasi (3)\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Harga terjangkau (2)\n",
      "Cocok untuk Kelompok Besar (2)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Solok\n",
      "Pemandangan & Tengara (6)\n",
      "Wisata Alam & Taman (6)\n",
      "Spa & Kebugaran (2)\n",
      "Aktivitas Luar Ruangan (2)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Masuk Gratis (1)\n",
      "Purbalingga\n",
      "Pemandangan & Tengara (6)\n",
      "Wisata Alam & Taman (3)\n",
      "Hiburan & Permainan (2)\n",
      "Kebun Binatang & Akuarium (1)\n",
      "Museum (1)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Sukoharjo\n",
      "Tempat Belanja (4)\n",
      "Spa & Kebugaran (2)\n",
      "Pemandangan & Tengara (1)\n",
      "Museum (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Muara Enim\n",
      "Hiburan malam (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Sentani\n",
      "Pemandangan & Tengara (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Masuk Gratis (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Purworejo\n",
      "Wisata Alam & Taman (8)\n",
      "Pemandangan & Tengara (3)\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Tur (1)\n",
      "Museum (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Tual\n",
      "Wisata Alam & Taman (3)\n",
      "Aktivitas Luar Ruangan (2)\n",
      "Tur (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Masuk Gratis (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Batu layar\n",
      "Tur (6)\n",
      "Aktivitas Luar Ruangan (4)\n",
      "Spa & Kebugaran (3)\n",
      "Tur dengan Perahu & Olahraga Air (2)\n",
      "Hiburan malam (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Cocok untuk Pasangan (3)\n",
      "Cocok untuk Anak-Anak (3)\n",
      "Cocok untuk Kelompok Besar (3)\n",
      "Lokasi bulan madu (2)\n",
      "Harga terjangkau (1)\n",
      "Masuk Gratis (1)\n",
      "Berjiwa petualang (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Bulukumba\n",
      "Aktivitas Luar Ruangan (8)\n",
      "Wisata Alam & Taman (6)\n",
      "Tur (3)\n",
      "Pemandangan & Tengara (2)\n",
      "Makanan & Minuman (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Transportasi (1)\n",
      "Harga terjangkau (4)\n",
      "Cocok untuk Kelompok Besar (4)\n",
      "Tempat yang Belum Populer (3)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (2)\n",
      "Masuk Gratis (2)\n",
      "Berjiwa petualang (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Lokasi bulan madu (1)\n",
      "Banyumas\n",
      "Wisata Alam & Taman (12)\n",
      "Pemandangan & Tengara (9)\n",
      "Tempat Belanja (2)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Kalimantan Tengah\n",
      "Tur (44)\n",
      "Aktivitas Luar Ruangan (43)\n",
      "Tur dengan Perahu & Olahraga Air (18)\n",
      "Wisata Alam & Taman (18)\n",
      "Pemandangan & Tengara (11)\n",
      "Transportasi (6)\n",
      "Tempat Belanja (4)\n",
      "Hiburan & Permainan (4)\n",
      "Spa & Kebugaran (2)\n",
      "Kursus & Sanggar (1)\n",
      "Museum (1)\n",
      "Cocok untuk Pasangan (21)\n",
      "Cocok untuk Anak-Anak (21)\n",
      "Cocok untuk Kelompok Besar (17)\n",
      "Berjiwa petualang (14)\n",
      "Harga terjangkau (11)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (6)\n",
      "Lokasi bulan madu (4)\n",
      "Tempat yang Belum Populer (4)\n",
      "Bagus Saat Hujan (4)\n",
      "Masuk Gratis (2)\n",
      "Sekupang\n",
      "Pemandangan & Tengara (6)\n",
      "Wisata Alam & Taman (3)\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Spa & Kebugaran (1)\n",
      "Transportasi (1)\n",
      "Harga terjangkau (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Lokasi bulan madu (1)\n",
      "Masuk Gratis (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Abang\n",
      "Tur (82)\n",
      "Aktivitas Luar Ruangan (66)\n",
      "Tur dengan Perahu & Olahraga Air (56)\n",
      "Transportasi (25)\n",
      "Spa & Kebugaran (14)\n",
      "Wisata Alam & Taman (3)\n",
      "Hiburan malam (2)\n",
      "Tempat Belanja (2)\n",
      "Kursus & Sanggar (2)\n",
      "Pemandangan & Tengara (2)\n",
      "Museum (1)\n",
      "Hiburan & Permainan (1)\n",
      "Cocok untuk Pasangan (54)\n",
      "Harga terjangkau (48)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (34)\n",
      "Bagus Saat Hujan (33)\n",
      "Lokasi bulan madu (30)\n",
      "Cocok untuk Anak-Anak (28)\n",
      "Cocok untuk Kelompok Besar (25)\n",
      "Berjiwa petualang (9)\n",
      "Masuk Gratis (4)\n",
      "Tempat yang Belum Populer (2)\n",
      "Celuk\n",
      "Cijulang\n",
      "Pemandangan & Tengara (1)\n",
      "Harga terjangkau (1)\n",
      "Masuk Gratis (1)\n",
      "Tanjung Pandan\n",
      "Aktivitas Luar Ruangan (15)\n",
      "Tur (14)\n",
      "Tur dengan Perahu & Olahraga Air (4)\n",
      "Wisata Alam & Taman (4)\n",
      "Pemandangan & Tengara (3)\n",
      "Tempat Belanja (2)\n",
      "Spa & Kebugaran (2)\n",
      "Museum (1)\n",
      "Transportasi (1)\n",
      "Cocok untuk Anak-Anak (4)\n",
      "Harga terjangkau (3)\n",
      "Cocok untuk Kelompok Besar (3)\n",
      "Masuk Gratis (3)\n",
      "Cocok untuk Pasangan (2)\n",
      "Lokasi bulan madu (2)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Pejarakan\n",
      "Spa & Kebugaran (2)\n",
      "Wanagiri\n",
      "Tur (4)\n",
      "Pemandangan & Tengara (4)\n",
      "Aktivitas Luar Ruangan (4)\n",
      "Wisata Alam & Taman (3)\n",
      "Makanan & Minuman (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Transportasi (1)\n",
      "Cocok untuk Pasangan (6)\n",
      "Harga terjangkau (3)\n",
      "Cocok untuk Kelompok Besar (3)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Lokasi bulan madu (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Berjiwa petualang (1)\n",
      "Pulau Una Una\n",
      "Tur (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "South Tangerang\n",
      "Tempat Belanja (4)\n",
      "Hiburan & Permainan (3)\n",
      "Wisata Alam & Taman (3)\n",
      "Spa & Kebugaran (2)\n",
      "Transportasi (2)\n",
      "Makanan & Minuman (1)\n",
      "Kursus & Sanggar (1)\n",
      "Tur (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Masuk Gratis (2)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Katupat\n",
      "Wisata Alam & Taman (3)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Masuk Gratis (1)\n",
      "Karanganyar\n",
      "Pemandangan & Tengara (5)\n",
      "Wisata Alam & Taman (4)\n",
      "Tur (1)\n",
      "Museum (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Transportasi (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Harga terjangkau (3)\n",
      "Cocok untuk Anak-Anak (3)\n",
      "Cocok untuk Kelompok Besar (3)\n",
      "Tempat yang Belum Populer (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Berjiwa petualang (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Batubulan\n",
      "Tur (23)\n",
      "Aktivitas Luar Ruangan (8)\n",
      "Tur dengan Perahu & Olahraga Air (4)\n",
      "Tempat Belanja (3)\n",
      "Makanan & Minuman (2)\n",
      "Kursus & Sanggar (2)\n",
      "Museum (2)\n",
      "Transportasi (2)\n",
      "Spa & Kebugaran (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Cocok untuk Pasangan (7)\n",
      "Harga terjangkau (5)\n",
      "Cocok untuk Anak-Anak (5)\n",
      "Cocok untuk Kelompok Besar (5)\n",
      "Bagus Saat Hujan (5)\n",
      "Lokasi bulan madu (4)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (4)\n",
      "Tempat yang Belum Populer (2)\n",
      "Masuk Gratis (1)\n",
      "Kutuh\n",
      "Pemandangan & Tengara (4)\n",
      "Wisata Alam & Taman (2)\n",
      "Spa & Kebugaran (1)\n",
      "Ranowangko\n",
      "Tur (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Lokasi bulan madu (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Bintan Regency\n",
      "Tur (40)\n",
      "Aktivitas Luar Ruangan (31)\n",
      "Transportasi (23)\n",
      "Tur dengan Perahu & Olahraga Air (21)\n",
      "Pemandangan & Tengara (16)\n",
      "Spa & Kebugaran (11)\n",
      "Wisata Alam & Taman (9)\n",
      "Hiburan malam (6)\n",
      "Tempat Belanja (4)\n",
      "Kebun Binatang & Akuarium (2)\n",
      "Makanan & Minuman (1)\n",
      "Kursus & Sanggar (1)\n",
      "Museum (1)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Hiburan & Permainan (1)\n",
      "\n",
      "Cocok untuk Pasangan (16)\n",
      "Harga terjangkau (15)\n",
      "Cocok untuk Anak-Anak (14)\n",
      "Cocok untuk Kelompok Besar (13)\n",
      "Masuk Gratis (12)\n",
      "Bagus Saat Hujan (10)\n",
      "Lokasi bulan madu (5)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (3)\n",
      "Tempat yang Belum Populer (3)\n",
      "Berjiwa petualang (2)\n",
      "Batununggul\n",
      "Tur (1)\n",
      "Transportasi (1)\n",
      "Tangkahan\n",
      "Tur (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Transportasi (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Berjiwa petualang (1)\n",
      "Prambanan\n",
      "Tibubeneng\n",
      "Spa & Kebugaran (7)\n",
      "Tur (5)\n",
      "Kursus & Sanggar (4)\n",
      "Aktivitas Luar Ruangan (4)\n",
      "Tur dengan Perahu & Olahraga Air (3)\n",
      "Hiburan & Permainan (2)\n",
      "Tempat Belanja (1)\n",
      "Makanan & Minuman (1)\n",
      "Museum (1)\n",
      "Cocok untuk Pasangan (6)\n",
      "Bagus Saat Hujan (5)\n",
      "Cocok untuk Anak-Anak (3)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (3)\n",
      "Harga terjangkau (2)\n",
      "Cocok untuk Kelompok Besar (2)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tempat yang Belum Populer (1)\n",
      "Berjiwa petualang (1)\n",
      "Nagari Sungai Pinang\n",
      "Museum (1)\n",
      "Ngawi\n",
      "Wisata Alam & Taman (4)\n",
      "Pemandangan & Tengara (3)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Sewon\n",
      "Tempat Belanja (3)\n",
      "Tur (2)\n",
      "Museum (2)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Bagus Saat Hujan (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Lokasi bulan madu (1)\n",
      "Majalengka\n",
      "Wisata Alam & Taman (5)\n",
      "Pemandangan & Tengara (2)\n",
      "Transportasi (2)\n",
      "Hiburan malam (1)\n",
      "Tempat Belanja (1)\n",
      "Makanan & Minuman (1)\n",
      "Kursus & Sanggar (1)\n",
      "Tur (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Hiburan & Permainan (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Tuktuk Siadong\n",
      "Hiburan malam (2)\n",
      "Tur (1)\n",
      "Konser & Pertunjukan (1)\n",
      "Kayuputih\n",
      "Megamendung\n",
      "Wisata Alam & Taman (1)\n",
      "Sumur Batu\n",
      "Spa & Kebugaran (1)\n",
      "Babakan Madang\n",
      "Pemandangan & Tengara (5)\n",
      "Wisata Alam & Taman (5)\n",
      "Spa & Kebugaran (2)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Hiburan & Permainan (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Pasangan (2)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Berjiwa petualang (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Bogor Regency\n",
      "Wisata Alam & Taman (10)\n",
      "Pemandangan & Tengara (6)\n",
      "Spa & Kebugaran (2)\n",
      "Tempat Belanja (1)\n",
      "Taman Air & Taman Hiburan (1)\n",
      "Hiburan & Permainan (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Pasangan (2)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Berjiwa petualang (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Tanah Lot\n",
      "Tur (4)\n",
      "Kursus & Sanggar (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Hiburan & Permainan (1)\n",
      "Transportasi (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Gunung Kijang\n",
      "Tur (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Harga terjangkau (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Masuk Gratis (1)\n",
      "Gianyar Regency\n",
      "Tur (1.179)\n",
      "Aktivitas Luar Ruangan (695)\n",
      "Spa & Kebugaran (325)\n",
      "Tur dengan Perahu & Olahraga Air (255)\n",
      "Transportasi (247)\n",
      "Tempat Belanja (240)\n",
      "Kursus & Sanggar (166)\n",
      "Makanan & Minuman (108)\n",
      "Pemandangan & Tengara (84)\n",
      "Hiburan & Permainan (70)\n",
      "Museum (61)\n",
      "Wisata Alam & Taman (40)\n",
      "Konser & Pertunjukan (27)\n",
      "Hiburan malam (21)\n",
      "Kebun Binatang & Akuarium (4)\n",
      "\n",
      "\n",
      "\n",
      "Cocok untuk Pasangan (544)\n",
      "Harga terjangkau (464)\n",
      "Bagus Saat Hujan (401)\n",
      "Cocok untuk Anak-Anak (331)\n",
      "Cocok untuk Kelompok Besar (301)\n",
      "Lokasi bulan madu (248)\n",
      "Tempat yang Belum Populer (140)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (114)\n",
      "Masuk Gratis (99)\n",
      "Berjiwa petualang (69)\n",
      "Tepus\n",
      "Wisata Alam & Taman (2)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Pasangan (2)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Berjiwa petualang (1)\n",
      "Sanur Kaja\n",
      "Tur (5)\n",
      "Tur dengan Perahu & Olahraga Air (5)\n",
      "Transportasi (5)\n",
      "Aktivitas Luar Ruangan (5)\n",
      "Spa & Kebugaran (1)\n",
      "Imogiri\n",
      "Medahan\n",
      "Tur (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Kelompok Besar (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Masuk Gratis (1)\n",
      "Rinca\n",
      "Provinsi Gorontalo\n",
      "Wisata Alam & Taman (21)\n",
      "Aktivitas Luar Ruangan (15)\n",
      "Tur (5)\n",
      "Pemandangan & Tengara (5)\n",
      "Tur dengan Perahu & Olahraga Air (5)\n",
      "Tempat Belanja (2)\n",
      "Spa & Kebugaran (1)\n",
      "Museum (1)\n",
      "Hiburan & Permainan (1)\n",
      "Harga terjangkau (5)\n",
      "Cocok untuk Kelompok Besar (2)\n",
      "Masuk Gratis (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Berjiwa petualang (1)\n",
      "Sangeh\n",
      "Kubutambahan\n",
      "Pemandangan & Tengara (3)\n",
      "Makanan & Minuman (1)\n",
      "Kursus & Sanggar (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Sakti\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Tur (2)\n",
      "Wisata Alam & Taman (2)\n",
      "Pemandangan & Tengara (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Transportasi (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Lokasi bulan madu (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Masuk Gratis (1)\n",
      "Berjiwa petualang (1)\n",
      "Kalabahi\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Tur (2)\n",
      "Tur dengan Perahu & Olahraga Air (2)\n",
      "Museum (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Cocok untuk Kelompok Besar (2)\n",
      "Masuk Gratis (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Pulau Kakaban\n",
      "Wisata Alam & Taman (2)\n",
      "Harga terjangkau (2)\n",
      "Cocok untuk Kelompok Besar (2)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Tanggamus\n",
      "Wisata Alam & Taman (8)\n",
      "Pemandangan & Tengara (3)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Lokasi bulan madu (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Berjiwa petualang (1)\n",
      "Manggar\n",
      "Semanu\n",
      "Wisata Alam & Taman (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Berjiwa petualang (1)\n",
      "Mayong\n",
      "Tur (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Lokasi bulan madu (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Bukti\n",
      "Pemandangan & Tengara (1)\n",
      "Mendut\n",
      "Tempat Belanja (2)\n",
      "Tur (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Museum (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Subagan\n",
      "Aktivitas Luar Ruangan (2)\n",
      "Hiburan malam (1)\n",
      "Tur (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Ambarita\n",
      "Pemandangan & Tengara (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Tetebatu\n",
      "Tur (13)\n",
      "Aktivitas Luar Ruangan (12)\n",
      "Transportasi (2)\n",
      "Makanan & Minuman (1)\n",
      "Pemandangan & Tengara (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Wisata Alam & Taman (1)\n",
      "Harga terjangkau (4)\n",
      "Cocok untuk Kelompok Besar (4)\n",
      "Cocok untuk Pasangan (2)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (2)\n",
      "Berjiwa petualang (1)\n",
      "Tanjungsari\n",
      "Wisata Alam & Taman (2)\n",
      "Aktivitas Luar Ruangan (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Masuk Gratis (1)\n",
      "Pujut\n",
      "Tur (3)\n",
      "Aktivitas Luar Ruangan (3)\n",
      "Spa & Kebugaran (2)\n",
      "Wisata Alam & Taman (2)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Transportasi (1)\n",
      "Cocok untuk Pasangan (2)\n",
      "Bagus Saat Hujan (2)\n",
      "Kuta Selatan\n",
      "Tur (194)\n",
      "Aktivitas Luar Ruangan (109)\n",
      "Tur dengan Perahu & Olahraga Air (65)\n",
      "Spa & Kebugaran (56)\n",
      "Tempat Belanja (23)\n",
      "Transportasi (22)\n",
      "Makanan & Minuman (11)\n",
      "Kursus & Sanggar (8)\n",
      "Pemandangan & Tengara (7)\n",
      "Hiburan & Permainan (7)\n",
      "Wisata Alam & Taman (3)\n",
      "Hiburan malam (2)\n",
      "Cocok untuk Pasangan (71)\n",
      "Cocok untuk Anak-Anak (58)\n",
      "Harga terjangkau (49)\n",
      "Cocok untuk Kelompok Besar (49)\n",
      "Bagus Saat Hujan (43)\n",
      "Lokasi bulan madu (27)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (22)\n",
      "Masuk Gratis (9)\n",
      "Tempat yang Belum Populer (4)\n",
      "Berjiwa petualang (2)\n",
      "Kuta Selatan\n",
      "Tur (194)\n",
      "Aktivitas Luar Ruangan (109)\n",
      "Tur dengan Perahu & Olahraga Air (65)\n",
      "Spa & Kebugaran (56)\n",
      "Tempat Belanja (23)\n",
      "Transportasi (22)\n",
      "Makanan & Minuman (11)\n",
      "Kursus & Sanggar (8)\n",
      "Pemandangan & Tengara (7)\n",
      "Hiburan & Permainan (7)\n",
      "Wisata Alam & Taman (3)\n",
      "Hiburan malam (2)\n",
      "Cocok untuk Pasangan (71)\n",
      "Cocok untuk Anak-Anak (58)\n",
      "Harga terjangkau (49)\n",
      "Cocok untuk Kelompok Besar (49)\n",
      "Bagus Saat Hujan (43)\n",
      "Lokasi bulan madu (27)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (22)\n",
      "Masuk Gratis (9)\n",
      "Tempat yang Belum Populer (4)\n",
      "Berjiwa petualang (2)\n",
      "Carangsari\n",
      "Tur (3)\n",
      "Tur dengan Perahu & Olahraga Air (2)\n",
      "Aktivitas Luar Ruangan (2)\n",
      "Wisata Alam & Taman (1)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Lokasi bulan madu (1)\n",
      "Provinsi Bengkulu\n",
      "Wisata Alam & Taman (15)\n",
      "Aktivitas Luar Ruangan (11)\n",
      "Pemandangan & Tengara (6)\n",
      "Tur (4)\n",
      "Museum (2)\n",
      "Transportasi (2)\n",
      "Tempat Belanja (1)\n",
      "Acara (1)\n",
      "Harga terjangkau (5)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Cocok untuk Pasangan (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Masuk Gratis (1)\n",
      "Bagus Saat Hujan (1)\n",
      "Nungnung\n",
      "Labuhan\n",
      "Tur (7)\n",
      "Aktivitas Luar Ruangan (7)\n",
      "Tur dengan Perahu & Olahraga Air (3)\n",
      "Wisata Alam & Taman (1)\n",
      "Cocok untuk Pasangan (3)\n",
      "Cocok untuk Anak-Anak (3)\n",
      "Bagus Saat Hujan (2)\n",
      "Sembalun Lawang\n",
      "Aktivitas Luar Ruangan (16)\n",
      "Tur (14)\n",
      "Wisata Alam & Taman (8)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cocok untuk Kelompok Besar (4)\n",
      "Cocok untuk Pasangan (3)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (2)\n",
      "Berjiwa petualang (2)\n",
      "Harga terjangkau (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Cihideung\n",
      "Wisata Alam & Taman (2)\n",
      "Kebun Binatang & Akuarium (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Berjiwa petualang (1)\n",
      "Bedulu\n",
      "Pemandangan & Tengara (3)\n",
      "Spa & Kebugaran (2)\n",
      "Tur (2)\n",
      "Makanan & Minuman (1)\n",
      "Kursus & Sanggar (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Kelompok Besar (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Bangli\n",
      "Tur (122)\n",
      "Aktivitas Luar Ruangan (103)\n",
      "Pemandangan & Tengara (29)\n",
      "Transportasi (15)\n",
      "Wisata Alam & Taman (13)\n",
      "Tur dengan Perahu & Olahraga Air (12)\n",
      "Spa & Kebugaran (3)\n",
      "Tempat Belanja (2)\n",
      "Kursus & Sanggar (2)\n",
      "Makanan & Minuman (1)\n",
      "Museum (1)\n",
      "Hiburan & Permainan (1)\n",
      "Harga terjangkau (42)\n",
      "Cocok untuk Pasangan (40)\n",
      "Cocok untuk Kelompok Besar (34)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (29)\n",
      "Berjiwa petualang (25)\n",
      "Cocok untuk Anak-Anak (19)\n",
      "Lokasi bulan madu (17)\n",
      "Masuk Gratis (10)\n",
      "Tempat yang Belum Populer (7)\n",
      "Bagus Saat Hujan (5)\n",
      "Pulau Kri\n",
      "Tur (4)\n",
      "Tur dengan Perahu & Olahraga Air (4)\n",
      "Aktivitas Luar Ruangan (4)\n",
      "Transportasi (1)\n",
      "Cocok untuk Pasangan (3)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (2)\n",
      "Harga terjangkau (1)\n",
      "Lokasi bulan madu (1)\n",
      "Berjiwa petualang (1)\n",
      "Keliki\n",
      "Spa & Kebugaran (2)\n",
      "Kursus & Sanggar (1)\n",
      "Tur (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Harga terjangkau (1)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Dangin Puri\n",
      "Tur (2)\n",
      "Pemandangan & Tengara (2)\n",
      "Transportasi (2)\n",
      "Museum (1)\n",
      "Cocok untuk Pasangan (1)\n",
      "Sukasada\n",
      "Tur (12)\n",
      "Wisata Alam & Taman (12)\n",
      "Aktivitas Luar Ruangan (12)\n",
      "Pemandangan & Tengara (4)\n",
      "Makanan & Minuman (2)\n",
      "Tur dengan Perahu & Olahraga Air (2)\n",
      "Transportasi (2)\n",
      "Tempat Belanja (1)\n",
      "Spa & Kebugaran (1)\n",
      "Cocok untuk Pasangan (7)\n",
      "Harga terjangkau (5)\n",
      "Cocok untuk Kelompok Besar (4)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (4)\n",
      "Berjiwa petualang (4)\n",
      "Lokasi bulan madu (3)\n",
      "Cocok untuk Anak-Anak (2)\n",
      "Tempat yang Belum Populer (2)\n",
      "Toyapakeh\n",
      "Tur (5)\n",
      "Tur dengan Perahu & Olahraga Air (4)\n",
      "Aktivitas Luar Ruangan (4)\n",
      "Cocok untuk Pasangan (2)\n",
      "Harga terjangkau (2)\n",
      "Cocok untuk Kelompok Besar (2)\n",
      "Cocok untuk Anak-Anak (1)\n",
      "Cocok untuk Penggemar Aktivitas Ekstrem (1)\n",
      "Singakerta\n",
      "Spa & Kebugaran (2)\n",
      "Tur (2)\n",
      "Kursus & Sanggar (1)\n",
      "Hiburan & Permainan (1)\n",
      "Transportasi (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Cocok untuk Pasangan (2)\n",
      "Bagus Saat Hujan (2)\n",
      "Harga terjangkau (1)\n",
      "Lokasi bulan madu (1)\n",
      "Tempat yang Belum Populer (1)\n",
      "Guwang\n",
      "Singapadu Kaler\n",
      "Tur (1)\n",
      "Tur dengan Perahu & Olahraga Air (1)\n",
      "Aktivitas Luar Ruangan (1)\n",
      "Batu Karas\n",
      "Tur (2)\n",
      "Tur dengan Perahu & Olahraga Air (2)\n",
      "Aktivitas Luar Ruangan (2)\n"
     ]
    }
   ],
   "source": [
    "for destiny in destination:\n",
    "    print(destiny)\n",
    "    driver.get(homepage)\n",
    "    sleep(3)\n",
    "    driver.find_element_by_xpath('//*[@id=\"component_1\"]/div/div/form/input[1]').send_keys(destiny)\n",
    "    sleep(2)\n",
    "    driver.find_element_by_class_name('_1dvyiAq4').click()\n",
    "    sleep(2)\n",
    "    \n",
    "    todolist_2 = [] \n",
    "    todolist_link = []\n",
    "    todolist = driver.find_elements_by_class_name('_3S09qsQh._30GXgBoj')\n",
    "    for wtd in todolist:\n",
    "        if wtd.text!=\"Lihat semua\":\n",
    "            todolist_2.append(wtd.text)\n",
    "            todolist_link.append(wtd.get_attribute('href'))\n",
    "    \n",
    "    zipping = list(zip(todolist_2, todolist_link))\n",
    "\n",
    "    #for 1st page\n",
    "    for td, wtd in zipping:\n",
    "        print(td)\n",
    "        driver.get(wtd)\n",
    "        obj = driver.find_elements_by_class_name('_25PvF8uO._2X44Y8hm')\n",
    "        \n",
    "        for card in obj:\n",
    "            todo.append(td)\n",
    "            df_destiny.append(destiny)\n",
    "            df_todo.append(card.find_element_by_class_name('_1QKQOve4').text)\n",
    "            link.append(card.find_element_by_class_name('_1QKQOve4').get_attribute('href'))\n",
    "    \n",
    "            try:\n",
    "                rating.append(card.find_element_by_class_name('_3KcXyP0F.wxkjkcMP._1DZZGRFQ').get_attribute('title'))\n",
    "            except:\n",
    "                rating.append(np.nan)\n",
    "            try:\n",
    "                reviewers.append(card.find_element_by_class_name('HLvj7Lh5._1L-8ZIjh._2s3pPhGm').text)\n",
    "            except:\n",
    "                reviewers.append(np.nan)\n",
    "\n",
    "        #Ini kalo mau pagenya lebih dari 1\n",
    "        try:\n",
    "            for page in range(1,11): #atur mau berapa page, kalo 1 berati ada 2 page totalnya. \n",
    "                driver.find_element_by_class_name('ui_button.nav.next.primary').click()\n",
    "                obj = driver.find_elements_by_class_name('_25PvF8uO._2X44Y8hm')\n",
    "                for card in obj:\n",
    "                    todo.append(td)\n",
    "                    df_destiny.append(destiny)\n",
    "                    df_todo.append(card.find_element_by_class_name('_1QKQOve4').text)\n",
    "                    link.append(card.find_element_by_class_name('_1QKQOve4').get_attribute('href'))\n",
    "                    try:\n",
    "                        rating.append(card.find_element_by_class_name('_3KcXyP0F.wxkjkcMP._1DZZGRFQ').get_attribute('title'))\n",
    "                    except:\n",
    "                        rating.append(np.nan)\n",
    "                    try:\n",
    "                        reviewers.append(card.find_element_by_class_name('HLvj7Lh5._1L-8ZIjh._2s3pPhGm').text)\n",
    "                    except:\n",
    "                        reviewers.append(np.nan)\n",
    "        except:\n",
    "            pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25766\n",
      "25766\n",
      "25766\n",
      "25766\n",
      "25766\n",
      "25766\n"
     ]
    }
   ],
   "source": [
    "print(len(df_todo))\n",
    "print(len(df_destiny))\n",
    "print(len(rating))\n",
    "print(len(reviewers))\n",
    "print(len(link))\n",
    "print(len(todo))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "coba = pd.DataFrame({'destiny': df_destiny,\n",
    "'todo': todo,\n",
    "'todo_lagi': df_todo, \n",
    "'rating': rating,\n",
    "'reviewers': reviewers,\n",
    "'link': link})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>destiny</th>\n",
       "      <th>todo</th>\n",
       "      <th>todo_lagi</th>\n",
       "      <th>rating</th>\n",
       "      <th>reviewers</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bintan</td>\n",
       "      <td>Tur (39)</td>\n",
       "      <td>Air Adventures Flying Club Bintan</td>\n",
       "      <td>5,0 dari 5 lingkaran</td>\n",
       "      <td>64 ulasan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Attraction_Revie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bintan</td>\n",
       "      <td>Tur (39)</td>\n",
       "      <td>Bintan Trip</td>\n",
       "      <td>5,0 dari 5 lingkaran</td>\n",
       "      <td>36 ulasan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Attraction_Revie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bintan</td>\n",
       "      <td>Tur (39)</td>\n",
       "      <td>Bintan Taxi (民丹岛出租车服务）</td>\n",
       "      <td>5,0 dari 5 lingkaran</td>\n",
       "      <td>32 ulasan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Attraction_Revie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bintan</td>\n",
       "      <td>Tur (39)</td>\n",
       "      <td>Bintan taxi adventure</td>\n",
       "      <td>5,0 dari 5 lingkaran</td>\n",
       "      <td>4 ulasan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Attraction_Revie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bintan</td>\n",
       "      <td>Tur (39)</td>\n",
       "      <td>Bintan Adventures</td>\n",
       "      <td>5,0 dari 5 lingkaran</td>\n",
       "      <td>26 ulasan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Attraction_Revie...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25761</th>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Tur (2)</td>\n",
       "      <td>Longboard Wave</td>\n",
       "      <td>5,0 dari 5 lingkaran</td>\n",
       "      <td>1 ulasan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Attraction_Revie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25762</th>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Tur dengan Perahu &amp; Olahraga Air (2)</td>\n",
       "      <td>GOA Green Canyon</td>\n",
       "      <td>5,0 dari 5 lingkaran</td>\n",
       "      <td>3 ulasan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Attraction_Revie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25763</th>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Tur dengan Perahu &amp; Olahraga Air (2)</td>\n",
       "      <td>Longboard Wave</td>\n",
       "      <td>5,0 dari 5 lingkaran</td>\n",
       "      <td>1 ulasan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Attraction_Revie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25764</th>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Aktivitas Luar Ruangan (2)</td>\n",
       "      <td>GOA Green Canyon</td>\n",
       "      <td>5,0 dari 5 lingkaran</td>\n",
       "      <td>3 ulasan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Attraction_Revie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25765</th>\n",
       "      <td>Batu Karas</td>\n",
       "      <td>Aktivitas Luar Ruangan (2)</td>\n",
       "      <td>Longboard Wave</td>\n",
       "      <td>5,0 dari 5 lingkaran</td>\n",
       "      <td>1 ulasan</td>\n",
       "      <td>https://www.tripadvisor.co.id/Attraction_Revie...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25766 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          destiny                                  todo  \\\n",
       "0          Bintan                              Tur (39)   \n",
       "1          Bintan                              Tur (39)   \n",
       "2          Bintan                              Tur (39)   \n",
       "3          Bintan                              Tur (39)   \n",
       "4          Bintan                              Tur (39)   \n",
       "...           ...                                   ...   \n",
       "25761  Batu Karas                               Tur (2)   \n",
       "25762  Batu Karas  Tur dengan Perahu & Olahraga Air (2)   \n",
       "25763  Batu Karas  Tur dengan Perahu & Olahraga Air (2)   \n",
       "25764  Batu Karas            Aktivitas Luar Ruangan (2)   \n",
       "25765  Batu Karas            Aktivitas Luar Ruangan (2)   \n",
       "\n",
       "                               todo_lagi                rating  reviewers  \\\n",
       "0      Air Adventures Flying Club Bintan  5,0 dari 5 lingkaran  64 ulasan   \n",
       "1                            Bintan Trip  5,0 dari 5 lingkaran  36 ulasan   \n",
       "2                 Bintan Taxi (民丹岛出租车服务）  5,0 dari 5 lingkaran  32 ulasan   \n",
       "3                  Bintan taxi adventure  5,0 dari 5 lingkaran   4 ulasan   \n",
       "4                      Bintan Adventures  5,0 dari 5 lingkaran  26 ulasan   \n",
       "...                                  ...                   ...        ...   \n",
       "25761                     Longboard Wave  5,0 dari 5 lingkaran   1 ulasan   \n",
       "25762                   GOA Green Canyon  5,0 dari 5 lingkaran   3 ulasan   \n",
       "25763                     Longboard Wave  5,0 dari 5 lingkaran   1 ulasan   \n",
       "25764                   GOA Green Canyon  5,0 dari 5 lingkaran   3 ulasan   \n",
       "25765                     Longboard Wave  5,0 dari 5 lingkaran   1 ulasan   \n",
       "\n",
       "                                                    link  \n",
       "0      https://www.tripadvisor.co.id/Attraction_Revie...  \n",
       "1      https://www.tripadvisor.co.id/Attraction_Revie...  \n",
       "2      https://www.tripadvisor.co.id/Attraction_Revie...  \n",
       "3      https://www.tripadvisor.co.id/Attraction_Revie...  \n",
       "4      https://www.tripadvisor.co.id/Attraction_Revie...  \n",
       "...                                                  ...  \n",
       "25761  https://www.tripadvisor.co.id/Attraction_Revie...  \n",
       "25762  https://www.tripadvisor.co.id/Attraction_Revie...  \n",
       "25763  https://www.tripadvisor.co.id/Attraction_Revie...  \n",
       "25764  https://www.tripadvisor.co.id/Attraction_Revie...  \n",
       "25765  https://www.tripadvisor.co.id/Attraction_Revie...  \n",
       "\n",
       "[25766 rows x 6 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "coba.to_csv(\"dataset_tahap2.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#bali #lihat semua"
   ]
  }
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