TA13-checkpoint.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "# import sys\n",
    "# reload(sys)\n",
    "# sys.setdefaultencoding('utf-8')\n",
    "import re\n",
    "import csv\n",
    "import nltk\n",
    "import math\n",
    "import string\n",
    "import random\n",
    "import haversine\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from random import *\n",
    "from math import *\n",
    "from string import digits\n",
    "from collections import Counter\n",
    "import matplotlib as mpl\n",
    "from haversine import haversine, Unit\n",
    "import matplotlib.pyplot as plt\n",
    "from subprocess import check_output\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Banyak data = 606\n"
     ]
    },
    {
     "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>Tempat Wisata</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ksu Antara Travel</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2.9860</td>\n",
       "      <td>99.6204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A8 Village</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0137</td>\n",
       "      <td>99.0037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Air Terjun Sigarattung ( Sampuran Na Pitu)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.4042</td>\n",
       "      <td>99.0474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Air Terjun Taman Eden 100, Tobasa</td>\n",
       "      <td>4.4</td>\n",
       "      <td>2.6951</td>\n",
       "      <td>98.6897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Abadas Jaya</td>\n",
       "      <td>4.3</td>\n",
       "      <td>3.7704</td>\n",
       "      <td>98.6321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Aek Kanopan</td>\n",
       "      <td>4.8</td>\n",
       "      <td>2.5633</td>\n",
       "      <td>99.5229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Aek Malapari</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.2680</td>\n",
       "      <td>99.7627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Aek Milas</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.5227</td>\n",
       "      <td>99.2204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Aek Milas Paringgonan Sibuhuan</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0399</td>\n",
       "      <td>99.8223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aek Sipaulak Hosa Loja</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.8446</td>\n",
       "      <td>98.5291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Tempat Wisata  Rating  Latitude   Longitude\n",
       "0                           Ksu Antara Travel     4.6    2.9860     99.6204\n",
       "1                                  A8 Village     4.0    2.0137     99.0037\n",
       "2  Air Terjun Sigarattung ( Sampuran Na Pitu)     4.5    2.4042     99.0474\n",
       "3           Air Terjun Taman Eden 100, Tobasa     4.4    2.6951     98.6897\n",
       "4                                 Abadas Jaya     4.3    3.7704     98.6321\n",
       "5                                 Aek Kanopan     4.8    2.5633     99.5229\n",
       "6                                Aek Malapari     5.0    2.2680     99.7627\n",
       "7                                   Aek Milas     3.9    1.5227     99.2204\n",
       "8              Aek Milas Paringgonan Sibuhuan     4.0    2.0399     99.8223\n",
       "9                      Aek Sipaulak Hosa Loja     4.5    2.8446     98.5291"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('Pre_TA_13.csv', engine='python')\n",
    "print ('Banyak data =', len(df))\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate Tempat Wisata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "temp = []\n",
    "tempat = []\n",
    "inputan = []\n",
    "TempatWisata_1 = []\n",
    "rate = []\n",
    "\n",
    "# function generateTempatWisata to get \"Tempat Wisata\" from Data set\n",
    "def generateTempatWisata(tempdata):\n",
    "    TempatWisata = []\n",
    "    TempatWisata.clear()\n",
    "    for i in range(randrange(2, 10)):\n",
    "        x = choice(tempdata)\n",
    "        if x not in TempatWisata:\n",
    "            TempatWisata.append(x)\n",
    "    return TempatWisata\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function Encoding Itinerary to make value itinerary 0 or 1\n",
    "def encodingItinerary(Itinerary, tempatwisata): \n",
    "    arr2 = []\n",
    "    arr2.clear()\n",
    "    for x in range(len(tempatwisata)):\n",
    "        cek = False\n",
    "        for i in range(len(Itinerary)):\n",
    "            if tempatwisata[x] is Itinerary[i]:\n",
    "                arr2.append(1)\n",
    "                cek = True\n",
    "                break\n",
    "        if(cek == False):\n",
    "            arr2.append(0)\n",
    "    return arr2\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fitness Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Class Prepare Itinerary\n",
    "class preItinerary:\n",
    "    \n",
    "    # function get Longitude and Latitude from Data\n",
    "    def getLongLat(param):\n",
    "        test = []\n",
    "        test.clear()\n",
    "        for i in range(len(param)):\n",
    "            if param[i] == 1:\n",
    "                test.append((df.iloc[i][2], df.iloc[i][3]))\n",
    "        return test    \n",
    "    \n",
    "    # function get Rating from Data\n",
    "    def getRating(param):\n",
    "        rate = []\n",
    "        rate.clear()\n",
    "        for i in range(len(param)):\n",
    "            if param[i] == 1:\n",
    "                rate.append((df.iloc[i][1]))\n",
    "        return rate\n",
    "\n",
    "# Class Fitness Function\n",
    "class fitnessFunction:\n",
    "    \n",
    "    # 1. function Estimasi Jarak using Haversine Formula to calculating distance\n",
    "    def haversineFormula(param):\n",
    "        r = 6373.0 # default \n",
    "        sum_ = 0\n",
    "        for x in range(len(param) - 1):\n",
    "            dlat = abs(float(param[x+1][0]) - float(param[x][0]))\n",
    "            dlon = abs(float(param[x+1][1]) - float(param[x][1]))\n",
    "            a = math.sin(dlat / 2)**2 + math.cos(param[x+1][0]) * math.cos(param[x][0]) * math.sin(dlon / 2)**2\n",
    "            c = 2 * math.atan2(math.sqrt(a), math.sqrt(1 - a))\n",
    "            dis = r * c\n",
    "            sum_ += dis\n",
    "\n",
    "        dist = round(sum_)\n",
    "        return dist\n",
    "    \n",
    "    # 2. function Estimasi Waktu to calculating total time of each itinerary\n",
    "    def estimasiWaktu(jarak):\n",
    "        v = 60 # default average velocity\n",
    "        waktu = jarak / v\n",
    "        time_hours = round(waktu)\n",
    "        time_days = round(time_hours/12)\n",
    "        return time_hours\n",
    "    \n",
    "    # 3. function Estimasi Biaya to calculating total cost of each itinerary\n",
    "    def estimasiBiaya(jarak):\n",
    "        BBM = 7650 # Biaya BBM 1 Liter = Rp.7650\n",
    "        S_BBM =3.45 # Jarak tempuh untuk 1 Liter BBM = 3.45 KM\n",
    "        Biaya_R = 950000 # Biaya sewa/rental bus = Rp.950000\n",
    "        Biaya_BBM = round((jarak / S_BBM) * BBM) \n",
    "        Total_Cost = Biaya_BBM + Biaya_R\n",
    "        return Total_Cost\n",
    "    \n",
    "    # 4. function Average Rating to calculating average rating of each itinerary\n",
    "    def averageRating(preproses_Rating):\n",
    "        av = 0\n",
    "        average = 0\n",
    "        for i in range(len(preproses_Rating)):\n",
    "            av += float(int(preproses_Rating[i]))\n",
    "        average = round(float(av)/(len(preproses_Rating)), 1)\n",
    "        return average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function Inputan \n",
    "tempdata = df[\"Tempat Wisata\"]\n",
    "itinerary = generateTempatWisata(tempdata)\n",
    "def inputan(param):\n",
    "    inputt = []\n",
    "    inputt.clear()\n",
    "    p = preItinerary\n",
    "    encode = encodingItinerary(param, tempdata)\n",
    "    preproses_Itinerary = p.getLongLat(encode)\n",
    "    preproses_Rating = p.getRating(encode)\n",
    "    f = fitnessFunction\n",
    "    jarak = f.haversineFormula(preproses_Itinerary)\n",
    "    waktu = f.estimasiWaktu(jarak)\n",
    "    biaya = f.estimasiBiaya(jarak)\n",
    "    rate = f.averageRating(preproses_Rating)\n",
    "    inputt.append((jarak, waktu, biaya, rate))\n",
    "    return inputt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implementasi Algoritma"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Simulated Annealing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Class Simulated Annealing\n",
    "class simeal:\n",
    "    \n",
    "    # function test to get parameter \n",
    "    def test (data):\n",
    "        tempatbaru = []\n",
    "        da = generateTempatWisata(data)\n",
    "        inn = inputan(da)\n",
    "        tempatbaru.append((inn, da))\n",
    "        return tempatbaru\n",
    "    \n",
    "    # function calculate to chose best solution from 2 parameter (x1) and (x2)\n",
    "    def calculate(x1, x2):\n",
    "        if (x1[0][0] < x2[0][0] and x1[0][3] < x2[0][3]) or (x1[0][0] < x2[0][0] and x1[0][3] == x2[0][3]):\n",
    "            return x1\n",
    "        else:\n",
    "            return x2\n",
    "        \n",
    "    # function solution to save all solution  \n",
    "    def solution():\n",
    "        temp_Case = []\n",
    "        data = df[\"Tempat Wisata\"]\n",
    "        T_akhir = 500 # default\n",
    "        T_awal = 0.0001 # default\n",
    "        CoolingRate = 0.9 # default\n",
    "        while T_awal < T_akhir: # condition statement\n",
    "            x1 = simeal.test(data)\n",
    "            x2 = simeal.test(data)\n",
    "            x11 = x1[0][0]\n",
    "            x22 = x2[0][0]\n",
    "            Newstate = simeal.calculate(x11, x22)\n",
    "            if Newstate is x11:\n",
    "                temp_Case.append(x1)\n",
    "            else:\n",
    "                temp_Case.append(x2)\n",
    "                \n",
    "            T_akhir = T_akhir * CoolingRate\n",
    "        \n",
    "        return temp_Case\n",
    "    \n",
    "# Class printt \n",
    "class printt:\n",
    "    \n",
    "    # function result to print all solution\n",
    "    def result():\n",
    "        result_ = simeal.solution()\n",
    "        print(len(result_), \"\\n\")\n",
    "        for i in range(len(result_)):\n",
    "            print(\"Itinerary \", i+1, \" = \",result_[i], \"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#printt.result()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Iterated Local Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initial Solution\n",
    "\n",
    "class initial:\n",
    "    def solution (data):\n",
    "        tempatbaru = []\n",
    "        tempatbaru *= 0\n",
    "        da = generateTempatWisata(data)\n",
    "        inn = inputan(da)\n",
    "        tempatbaru.append((inn, da))\n",
    "        return tempatbaru\n",
    "    \n",
    "    def listsolution(data):\n",
    "        list_ = []\n",
    "        listiteration = 150\n",
    "        for i in range(listiteration):\n",
    "            c = initial.solution(data)\n",
    "            list_.append(c)\n",
    "        return list_\n",
    "\n",
    "class iteratedlocalsearch:\n",
    "    \n",
    "    def calculate(data):\n",
    "        final_solution = []\n",
    "        sol_iteration = 150\n",
    "        for it in range(sol_iteration):\n",
    "            x1 = initial.solution(data)\n",
    "            x2 = initial.listsolution(data)\n",
    "            x2.sort(reverse = False)\n",
    "            tes = False;\n",
    "            x11 = x1[0][0][0][0]\n",
    "            x12 = x1[0][0][0][3]\n",
    "            for i in range(len(x2)):\n",
    "                \n",
    "                x21 = x2[i][0][0][0][0]\n",
    "                x22 = x2[i][0][0][0][3]\n",
    "                if (x11 < x21 and x12 < x22) or (x11 < x21 and x12 == x22):\n",
    "                    tes = True;\n",
    "                    break;\n",
    "            if(tes):\n",
    "                final_solution.append(x1);\n",
    "        return final_solution\n",
    "\n",
    "# Class printt \n",
    "class printils:\n",
    "    \n",
    "    def resultils():\n",
    "        data = df[\"Tempat Wisata\"]\n",
    "        result_ = iteratedlocalsearch.calculate(data)\n",
    "        print(len(result_), \"\\n\")\n",
    "        for i in range(len(result_)):\n",
    "            print(\"Itinerary \", i+1, \" = \", result_[i], \"\\n\")\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#printils.resultils()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.Evalutionary Algorithm"
   ]
  },
  {
   "cell_type": "code",
<<<<<<< HEAD
   "execution_count": 23,
=======
   "execution_count": 19,
>>>>>>> 2d671302635a972c35f91aa10b40f9c627584cfc
   "metadata": {},
   "outputs": [],
   "source": [
    "#Random Population\n",
    "def setinput(data):\n",
    "    for i in range(len(data)):\n",
    "        data[i]\n",
    "    \n",
    "\n",
    "def populationnfitnes (data):\n",
<<<<<<< HEAD
    "    calculate = []\n",
    "    c = initial.solution(data)\n",
    "    calculate.append(c)\n",
    "    return calculate\n",
    "\n",
    "def tercriteria(data):# Maximal Time Budget\n",
    "    listcriteria = []\n",
    "    listcriteria *= 0\n",
    "    for i in range(150):\n",
    "        criteria = populationnfitnes(data)\n",
    "        listcriteria.append(criteria)\n",
    "    return listcriteria\n",
    "        \n",
    "def parentselect(criteria):\n",
    "    x = choice(criteria)\n",
    "    return x\n",
    "    \n",
    "#def crossover():\n",
    "    \n",
    "#def mutatuion()\n",
=======
    "    intcriteria = initial.solution(data)\n",
    "    return intcriteria\n",
    "\n",
    "def tercriteria(data):\n",
    "    listcriteria = []\n",
    "    listcriteria *= 0\n",
    "    for i in range(150):\n",
    "        cri = populationnfitnes(data);\n",
    "        if len(cri[0][1]) > 2:\n",
    "            listcriteria.append(cri)\n",
    "    return listcriteria\n",
    "    \n",
    "def parentselect(data):\n",
    "    parent = choice(data)\n",
    "    return parent\n",
    "    \n",
    "def crossover(data, listdata):#Single point crossover\n",
    "    offspring = []\n",
    "    offspring *= 0\n",
    "    cros = np.array_split(data[0][1], len(data[0][1]) / 2)\n",
    "    for i in range (len (listdata)):\n",
    "        over = np.array_split(listdata[i][0][1], len(listdata[i][0][1]) / 2)\n",
    "        #offsp = np.append(cros[0], over[1])\n",
    "        tes = np.append(over[0], cros[1])\n",
    "        offspring.append(tes)\n",
    "    return offspring\n",
    "        \n",
    "    \n",
    "    \n",
    "#def utatuion()\n",
>>>>>>> 2d671302635a972c35f91aa10b40f9c627584cfc
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
<<<<<<< HEAD
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[[([(28801, 480, 64813087, 4.0)],\n",
       "    ['Pantai Bul Bul',\n",
       "     'Pulau Poncan',\n",
       "     'Bukit Senyum',\n",
       "     'Cross Of Love',\n",
       "     'Bukit Lawang',\n",
       "     'Perhadtian Air Panas Taman Wisata Sibayak'])]],\n",
       " [[([(73863, 1231, 164733174, 4.3)],\n",
       "    ['Biro Jasa',\n",
       "     'Ambar Onan Runggu',\n",
       "     'Taman Pesona Asri',\n",
       "     'Air Terjun Kemuning',\n",
       "     'Puncak Bukit Galau',\n",
       "     'Agrowisata Hidro Aa',\n",
       "     'Museum Karo Lingga',\n",
       "     'Pantai Batu Rusa',\n",
       "     'Pt. Jsa Tour & Travel'])]],\n",
       " [[([(2275, 38, 5994565, 2.5)],\n",
       "    ['Benteng Jepang', 'Air Terjun Linggahara-Rantau Prapat'])]],\n",
       " [[([(18119, 302, 41126913, 4.0)],\n",
       "    ['Pantai Kaca', 'Bukit Gibeon (Yapim Taruna)', 'Taman Cadika Pramuka'])]],\n",
       " [[([(51553, 859, 115263174, 3.8)],\n",
       "    ['Masjid Agung Kota Binjai',\n",
       "     'Explore Bahorok Adventure Trip',\n",
       "     'Pantai La Terzhia Zhimehuli',\n",
       "     'Rudang Mayang',\n",
       "     'Wisata Alam',\n",
       "     'Auliya Tour & Travel',\n",
       "     'Leo Tour & Travel (Leo Wisata Medan)'])]],\n",
       " [[([(30647, 511, 68906391, 3.8)],\n",
       "    ['Bendungan Lau Si Meimei',\n",
       "     'Pulau Samosir',\n",
       "     'Penangkaran Rusa Universitas Sumatera Utara',\n",
       "     'Taman Lope Lope Bulu Cina',\n",
       "     'Puncak Anai',\n",
       "     'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™'])]],\n",
       " [[([(33753, 563, 75793609, 4.0)],\n",
       "    ['Chinatown Medan',\n",
       "     'Struggle Monument Berastagi',\n",
       "     'Sumatra Jungle Trek',\n",
       "     'Bukit Suligi',\n",
       "     'Muara Beach Beautiful',\n",
       "     'Kantor Po Pinem Bus',\n",
       "     'Loket Bus Bintang Utara'])]],\n",
       " [[([(19682, 328, 44592696, 3.8)],\n",
       "    ['Batu Marhosa',\n",
       "     'Pantai Batu Rusa',\n",
       "     'Monumen Equator',\n",
       "     'Indah Sipinggan Beach',\n",
       "     'Wisata Alam Aek Markusasak'])]],\n",
       " [[([(15734, 262, 35838435, 4.0)],\n",
       "    ['Pantai Pasir Putih',\n",
       "     'Ambar Onan Runggu',\n",
       "     'Disparbud Dairi',\n",
       "     'Pemandian Sidamanik',\n",
       "     'Gapura Wisata Alam Lae Mbilulu'])]],\n",
       " [[([(15114, 252, 34463652, 4.5)],\n",
       "    ['Gang Bengkok Old Mosque', 'Puncak Paranginan,Aek Nabirong'])]],\n",
       " [[([(31998, 533, 71902087, 4.0)],\n",
       "    ['Vania Travel',\n",
       "     'Namu Sira-Sira',\n",
       "     'Pantai Buih',\n",
       "     'Counters Kupj Simpang Sei Kopas',\n",
       "     'Gedung Mabmi',\n",
       "     'Bekas Istana Kesultanan Asahan',\n",
       "     'Konservasi Sungai Kukam'])]],\n",
       " [[([(27663, 461, 62289696, 4.0)],\n",
       "    ['Tapian Siri-Siri Syariah',\n",
       "     'Pt, Yy Traveling Tour And Travel',\n",
       "     'Masjid Agung Sumatera Utara',\n",
       "     'Fortress Seven Layer',\n",
       "     'Pantai Pongkar'])]],\n",
       " [[([(16517, 275, 37574652, 4.3)],\n",
       "    ['Bukit Travel Gibeon', 'Telagah', 'Lapangan Pasir'])]],\n",
       " [[([(23706, 395, 53515478, 4.2)],\n",
       "    ['Bukit Lawang Tour Trekking',\n",
       "     'Air Terjun Betala',\n",
       "     'Pasir Putih Porsea',\n",
       "     'Bukitlawang Trek',\n",
       "     'Bus Wisata Medan',\n",
       "     'Delta'])]],\n",
       " [[([(13874, 231, 31714087, 3.7)],\n",
       "    ['Tor Simago-Mago',\n",
       "     'Bayu Lagoon Resto & Taman Rekreasi',\n",
       "     'Pantai Pulau Karang'])]],\n",
       " [[([(41275, 688, 92472826, 4.0)],\n",
       "    ['Pantai Barat',\n",
       "     'Tugu Simpang Empat',\n",
       "     'Air Terjun Simonang Monang',\n",
       "     'Wisata Pancing Sungai Bedera',\n",
       "     'Sri Deli Park',\n",
       "     'Efrata Waterfall',\n",
       "     'Bair Falls'])]],\n",
       " [[([(38685, 645, 86729783, 3.9)],\n",
       "    ['Kebun Madu Efi',\n",
       "     'Sbv',\n",
       "     'Air Terjun Baburai',\n",
       "     'Air Terjun Betala',\n",
       "     'Pantai Pasir Putih Parbaba',\n",
       "     'Lau Bengkelade',\n",
       "     'Benteng Jepang'])]],\n",
       " [[([(48294, 805, 108036696, 4.1)],\n",
       "    ['Poldung',\n",
       "     'Lau Mentar Canyon',\n",
       "     'Aek Saroha',\n",
       "     'Wisata Alam Siringo',\n",
       "     'Air Terjun Aek Godang',\n",
       "     'Lapangan Tengku Amir Hamzah Stabat',\n",
       "     'Danau Tao Batang Onang',\n",
       "     'Auliya Tour & Travel'])]],\n",
       " [[([(61391, 1023, 137077870, 3.8)],\n",
       "    ['Aek Kanopan',\n",
       "     'Air Terjun Nai Sogop',\n",
       "     'Lae Simbellen',\n",
       "     'Pantai Bul Bul',\n",
       "     'One Heart Hill',\n",
       "     'Wisata Merci',\n",
       "     'Pemandian Alam Bendungan Ginbers',\n",
       "     'Air Terjun Situak Lotik Iii'])]],\n",
       " [[([(16836, 281, 38282000, 4.3)],\n",
       "    ['Air Terjun Malakkut', 'Perkebunan Londut', 'Tourism Kuala Paret'])]],\n",
       " [[([(5715, 95, 13622391, 3.7)],\n",
       "    ['Desa Adat Ragi Hotang Meat',\n",
       "     'Air Terjun Sibabo',\n",
       "     'Kolam Pancing Sapat'])]],\n",
       " [[([(56682, 945, 126636174, 3.9)],\n",
       "    ['Air Terjun Taman Eden 100, Tobasa',\n",
       "     'Air Terjun Linggahara-Rantau Prapat',\n",
       "     'Parks West Coast',\n",
       "     'Bukit Kubu',\n",
       "     'Bendungan Lau Si Meimei',\n",
       "     'Malay Street Medan',\n",
       "     'Taman Benteng Lions Club',\n",
       "     'Pulau Beswesen Tanjungbalai'])]],\n",
       " [[([(35475, 591, 79611957, 4.0)],\n",
       "    ['Objek Wisata Patamuan',\n",
       "     'Pulau Poncan',\n",
       "     'Air Terjun Aek Nabontar',\n",
       "     'Kantor Po Pinem Bus',\n",
       "     'Rudang Mayang',\n",
       "     'Yayasan Perguruan Sisingamangaraja'])]],\n",
       " [[([(11444, 191, 26325826, 3.3)],\n",
       "    ['Air Terjun Sitiotio', 'Museum Lubuk Pakam', 'Air Panas Simolap'])]],\n",
       " [[([(74896, 1248, 167023739, 3.0)],\n",
       "    ['Air Terjun Simpang Kanan',\n",
       "     'Tempat Pengasingan Soekarno',\n",
       "     'The Kaldera',\n",
       "     'Agen Bus Karina',\n",
       "     'Sitinjo',\n",
       "     'Puncak Jb',\n",
       "     'Merci Waterboom',\n",
       "     'Taman Remaja Binjai',\n",
       "     'Hendreva Tour'])]],\n",
       " [[([(47886, 798, 107132000, 3.8)],\n",
       "    ['Air Terjun Efrata',\n",
       "     'Bukit Tara Bunga',\n",
       "     'Wisata Alam \"Panatapan Parupuk Julu\"',\n",
       "     'Tanah Lapang Merdeka Binjai',\n",
       "     'Kolam Pancing Asri',\n",
       "     'Yayasan Perguruan Sisingamangaraja',\n",
       "     'Bukit Senyum',\n",
       "     'Toba Lake Sibolahotang Beautiful Beach',\n",
       "     'Leo Tour & Travel (Leo Wisata Medan)'])]],\n",
       " [[([(16006, 267, 36441565, 4.8)],\n",
       "    ['Padang Lawas Regency',\n",
       "     'Parks West Coast',\n",
       "     'Bus Wisata Medan',\n",
       "     'Connectingjungle'])]],\n",
       " [[([(42855, 714, 95976304, 4.0)],\n",
       "    ['Taman Sungai Padang',\n",
       "     'Danau Laut Tinggal',\n",
       "     'Taman Benteng Lions Club',\n",
       "     'Wisata Makam Papan Tinggi Barus',\n",
       "     'Tirtanadi Tower',\n",
       "     'Air Terjun Sipitu Tikka'])]],\n",
       " [[([(50894, 848, 113801913, 3.2)],\n",
       "    ['Amarjun Wisata',\n",
       "     'Bandar Pulau',\n",
       "     'Pantai Sorake Nias Selatan',\n",
       "     'Parhonasan (Kebun Nenas) Sidumpe Anturi',\n",
       "     'Wisata Indonesia Itu Indah',\n",
       "     'Masjid Agung Sibolga',\n",
       "     'Puncak Bukit Manalise Aek Buro',\n",
       "     'Cis Tour & Travel'])]],\n",
       " [[([(52249, 871, 116806478, 3.9)],\n",
       "    ['Wisata Pancing Sungai Bedera',\n",
       "     'Pesanggrahan Bung Karno',\n",
       "     'Bukit Teletubies',\n",
       "     'Air Terjun Pelangi Indah',\n",
       "     'Kantor Po Pinem Bus',\n",
       "     'Pantai Pasir Putih Parbaba',\n",
       "     'Merci Waterboom'])]],\n",
       " [[([(67481, 1125, 150581783, 3.7)],\n",
       "    ['Pantai Barat Natal',\n",
       "     'Bukit Lawang Planet Hijau',\n",
       "     \"Penginapan King's Ambarita\",\n",
       "     'Tao Lake Rod Onang',\n",
       "     'Tahura (Taman Hutan Raya)',\n",
       "     'Puncak Tonang',\n",
       "     'Taman Aek Kota Batu Labura',\n",
       "     'Pantai Bul Bul',\n",
       "     'Taman Danau Wisata Bunga Tujuh'])]],\n",
       " [[([(30375, 506, 68303261, 3.8)],\n",
       "    ['Ranika Surf',\n",
       "     'Vihara Pubbarama Buddhist',\n",
       "     'Pantai Buih',\n",
       "     'Pantai Kaca'])]],\n",
       " [[([(75357, 1256, 168045957, 3.8)],\n",
       "    ['Pasar Kaget Kota Binjai',\n",
       "     'Wisata Pancing Sungai Bedera',\n",
       "     'Sri Deli Park',\n",
       "     'Museum Karo Lingga',\n",
       "     'Air Terjun Tarunggang',\n",
       "     'Pemandian Air Panas U.S.K Hineni',\n",
       "     'Sumatra Jungle Trek',\n",
       "     'Taman Lope Lope Bulu Cina',\n",
       "     'Parks West Coast'])]],\n",
       " [[([(27513, 459, 61957087, 4.2)],\n",
       "    ['One Heart Hill',\n",
       "     'Beach Island Karang',\n",
       "     'Pulau Pigago',\n",
       "     'Pas Pam Wisata'])]],\n",
       " [[([(3249, 54, 8154304, 4.0)], ['Museum Simalungun', 'Masjid Raya Stabat'])]],\n",
       " [[([(17668, 294, 40126870, 3.6)],\n",
       "    ['Panatapan Parhalow',\n",
       "     'Air Terjun Sempugen',\n",
       "     'Landak River',\n",
       "     'Lapangan Tengku Amir Hamzah Stabat',\n",
       "     \"Pt. Bagus Wisata Holiday's\"])]],\n",
       " [[([(34761, 579, 78028739, 3.5)],\n",
       "    ['R.M Wisata Indah',\n",
       "     'Menara Pandang Simanindo',\n",
       "     'Tugu Sejarah Perjuangan Asahan',\n",
       "     'Gereja Katolik St. Dionysius, Sumbul'])]],\n",
       " [[([(18926, 315, 42916348, 3.6)],\n",
       "    ['Aek Milas',\n",
       "     'Hendreva Tour',\n",
       "     'Istana Kerajaan Rokan',\n",
       "     'Kantor Po Pinem Bus',\n",
       "     'Museum Negeri Sumatera Utara'])]],\n",
       " [[([(57649, 961, 128780391, 3.9)],\n",
       "    ['Wisata Alam',\n",
       "     'Taman Balita Kota Binjai',\n",
       "     'Langkat Regency',\n",
       "     'Toba Lake Sibolahotang Beautiful Beach',\n",
       "     'Air Terjun Malakkut',\n",
       "     'Water Park Tambunan',\n",
       "     'Sibio-Bio Adventure Park',\n",
       "     'Revolution Heroes Monument'])]],\n",
       " [[([(68681, 1145, 153242652, 4.1)],\n",
       "    ['Wisata Pancing Sungai Bedera',\n",
       "     'Fortress Seven Layer',\n",
       "     'Pt. Sky Ocean Travel',\n",
       "     'Puncak Bukit Manalise Aek Buro',\n",
       "     'Asahan Regency',\n",
       "     'Sini Suka Natural Bath Sibiru-Biru',\n",
       "     'Pantai Pasir Putih Parbaba',\n",
       "     'Anugerah Soambaton Beach'])]],\n",
       " [[([(10345, 172, 23888913, 4.2)],\n",
       "    ['Vihara Budha Taman Iman',\n",
       "     'Agen Bus Karina',\n",
       "     'Replika Pagoda Shwedagon',\n",
       "     'Pt, Yy Traveling Tour And Travel'])]],\n",
       " [[([(18840, 314, 42725652, 3.8)],\n",
       "    ['Objek Wisata Patamuan',\n",
       "     'Simanimbo Waterfall',\n",
       "     'Wisata Pancing Sungai Bedera',\n",
       "     'Taman Edukasi Binjai'])]],\n",
       " [[([(16852, 281, 38317478, 3.4)],\n",
       "    ['Bukit Lawang',\n",
       "     \"Five Star Int'l Travel\",\n",
       "     'Salib Kasih Tarutung',\n",
       "     'Lau Teba Langkat',\n",
       "     'Museum Kota Tebing Tinggi'])]],\n",
       " [[([(40306, 672, 90324174, 3.9)],\n",
       "    ['Salib Kasih Tarutung',\n",
       "     'Lapangan Pasir',\n",
       "     'Lubuk Batang Waterfall',\n",
       "     'Hotel Wisata Indah',\n",
       "     'Pondok Wisata Lagundi Samosir',\n",
       "     'Air Terjun Simonang Monang',\n",
       "     'Taman Cadika Pramuka'])]],\n",
       " [[([(59727, 995, 133388130, 3.8)],\n",
       "    ['Air Terjun Situak Lotik Iii',\n",
       "     'Parhonasan (Kebun Nenas) Sidumpe Anturi',\n",
       "     'Taman Selfie',\n",
       "     'Sampuren Tutuen Sige',\n",
       "     'Wisata Agro Kopi Karo',\n",
       "     'Puncak Santai',\n",
       "     'Rimba Huta Sikapir',\n",
       "     'Lingga Cultural Village',\n",
       "     'Embae Tour & Travel'])]],\n",
       " [[([(59885, 998, 133738478, 3.8)],\n",
       "    ['Elsasya Utama',\n",
       "     'Perwakilan Mandiri',\n",
       "     'Mja Travel',\n",
       "     'Puncak Kabur Bukit Villa',\n",
       "     'Beach Island Karang',\n",
       "     'Toddler Garden Binjai',\n",
       "     'Pemandian Air Panas - Batu Bara ( 50 )',\n",
       "     'Rosyid Orangutan Tours'])]],\n",
       " [[([(25226, 420, 56885913, 3.0)],\n",
       "    ['Air Terjun Simpang Kanan',\n",
       "     'Kuil Shri Mariamman',\n",
       "     'Alam Wisata Danau Laut Tador',\n",
       "     'Sumatra Orangutan Tours & Holidays',\n",
       "     'State Museum Of North Sumatra',\n",
       "     'Sp.Lau Petundal',\n",
       "     'Warnawarni Stabat'])]],\n",
       " [[([(43646, 727, 97730261, 4.0)],\n",
       "    ['Toddler Garden Binjai',\n",
       "     'Simanimbo Waterfall',\n",
       "     'Pondok Pisang',\n",
       "     'Wisata Dakwah Okura',\n",
       "     'Bukit Lawang Travel',\n",
       "     'Tugu Marga Silalahi',\n",
       "     'Pemandian Air Panas Tirto Kencono',\n",
       "     'Binjai'])]],\n",
       " [[([(24409, 407, 55074304, 3.8)],\n",
       "    ['Perwakilan Mandiri',\n",
       "     'Pt Farnaz Utama',\n",
       "     'Ksu Antara Travel',\n",
       "     'Paranggiran Raja Silahisabungan',\n",
       "     'Air Terjun Lumban Rang'])]],\n",
       " [[([(29510, 492, 66385217, 3.9)],\n",
       "    ['Vihara Budha Taman Iman',\n",
       "     'Lorong Indah',\n",
       "     'Puncak Gundaling Brastagi',\n",
       "     'Simpang Bantoon',\n",
       "     'Sitinjo',\n",
       "     'Mmtc Walking Street',\n",
       "     'Royal Palace Nafis Jackson',\n",
       "     'Pulau Samosir'])]],\n",
       " [[([(12369, 206, 28376913, 4.5)],\n",
       "    ['Bukit Lawang Explore',\n",
       "     'Pantai Buih',\n",
       "     'Agrowisata Hidro Aa',\n",
       "     'North Padang Lawas Regency'])]],\n",
       " [[([(49006, 817, 109615478, 4.0)],\n",
       "    ['Bat Cave, Bukit Lawang',\n",
       "     'Vania Travel',\n",
       "     'Embae Tour & Travel',\n",
       "     'Bahal Temple I',\n",
       "     'Frog Rock Tour',\n",
       "     'Air Terjun Simonang Monang'])]],\n",
       " [[([(43847, 731, 98175957, 4.0)],\n",
       "    ['Bendungan Batang Tongar',\n",
       "     'Air Terjun Ponot',\n",
       "     'Mester Bukit Lawang (Tour Guide)',\n",
       "     'Air Terjun Sigura Gura',\n",
       "     'Sabah Simelir',\n",
       "     'Jembatan Lau Luhung, Gunung Meriah.',\n",
       "     'Air Terjun Sampuran Widuri',\n",
       "     'Bat Cave, Bukit Lawang'])]],\n",
       " [[([(49647, 827, 111036826, 4.0)],\n",
       "    ['Objek Wisata Togindrawa Gua',\n",
       "     'Pantai Tiram Tapakis',\n",
       "     'Taman Mejuah-Juah',\n",
       "     'Pt. Raya Utama Travel',\n",
       "     'Mester Bukit Lawang (Tour Guide)',\n",
       "     'De Hole Laguna',\n",
       "     'Rm Batunadua Indah',\n",
       "     'Jembatan Sidikalang Wisata'])]],\n",
       " [[([(58, 1, 1078609, 4.5)], ['Kuil Shri Mariamman', 'Medan City Tour'])]],\n",
       " [[([(6012, 100, 14280957, 4.0)],\n",
       "    ['North Labuhanbatu Regency', 'Little India Medan'])]],\n",
       " [[([(57172, 953, 127722696, 4.0)],\n",
       "    ['Simanimbo Waterfall',\n",
       "     'Wisata Pemandian Water Hill',\n",
       "     'Pantai Barat Natal',\n",
       "     'Air Terjun Aek Matua',\n",
       "     'Bukit Lawang Day Trek',\n",
       "     'Kualuh Hulu',\n",
       "     'Medan City Tour',\n",
       "     'Deleng Bencirus'])]],\n",
       " [[([(40698, 678, 91193391, 4.6)],\n",
       "    ['Bus Wisata',\n",
       "     'Anugerah Soambaton Beach',\n",
       "     'Go Adventure Tour & Travel Indonesia',\n",
       "     'Wisata Alam Experience Survive Champing',\n",
       "     'Gedung Bks Pps',\n",
       "     'Old City Hall',\n",
       "     'Bukit Lawang Wisata Alam',\n",
       "     'Aman Wisata Citra Int. Pt',\n",
       "     'Lumban Binanga Beach Laguboti'])]],\n",
       " [[([(19379, 323, 43920826, 4.2)],\n",
       "    ['Air Terjun Lumban Rang',\n",
       "     'Gang Bengkok Old Mosque',\n",
       "     'Na Ix-X',\n",
       "     'Objek Wisata Patamuan'])]],\n",
       " [[([(15803, 263, 35991435, 3.5)],\n",
       "    ['Air Terjun Sitiotio',\n",
       "     'Wisata Batu Rongring',\n",
       "     'Bukit Kininduma Simantas',\n",
       "     'Benteng Jepang'])]],\n",
       " [[([(41917, 699, 93896391, 4.0)],\n",
       "    ['Setia Wisata',\n",
       "     'Merci Waterboom',\n",
       "     'Air Terjun Sampuran Widuri',\n",
       "     'Replika Pagoda Shwedagon',\n",
       "     'Yayasan Perguruan Sisingamangaraja',\n",
       "     'Lapangan Pasir Tanjung Balai',\n",
       "     'Batu Marhosa',\n",
       "     'Tirtanadi Tower',\n",
       "     'Wisata Alam Aek Markusasak'])]],\n",
       " [[([(63828, 1064, 142481652, 3.5)],\n",
       "    ['Perkebunan Londut',\n",
       "     'Bayu Lagoon Resto & Taman Rekreasi',\n",
       "     'Sansan Travel',\n",
       "     'Huta Bolon',\n",
       "     'Bukik Posuak Maek',\n",
       "     'Ekowisata Mangrove',\n",
       "     'Air Terjun Simpang Kanan',\n",
       "     'Air Terjun Nai Sogop'])]],\n",
       " [[([(37609, 627, 84343870, 3.0)],\n",
       "    ['Pt Pelangi Wisata',\n",
       "     'Pantai Teluk Kerang',\n",
       "     'Pantai Sorake Nias Selatan',\n",
       "     'Pertunjukan Tari Sigale Gale'])]],\n",
       " [[([(56833, 947, 126971000, 4.1)],\n",
       "    ['Wisata Sawah Koto',\n",
       "     'Taman Megawati',\n",
       "     'Danau Tao Batang Onang',\n",
       "     'Agrowisata Hidro Aa',\n",
       "     'Bukit Lawang Orangutan Trekking',\n",
       "     'Leo Tour & Travel (Leo Wisata Medan)',\n",
       "     'Taman Wisata Simatahari Indah',\n",
       "     'Kupu-Kupu Garden Guest House & Cafe',\n",
       "     'Lau Bingai'])]],\n",
       " [[([(20633, 344, 46701435, 4.3)],\n",
       "    ['Thermal Baths U.S.K Hineni', 'Sri Deli Park', 'Connectingjungle'])]],\n",
       " [[([(29085, 485, 65442826, 4.0)],\n",
       "    ['Parks West Coast',\n",
       "     'Panatapan Sileme-Leme',\n",
       "     'Air Terjun Aek Matua',\n",
       "     'Air Terjun Sigura Gura',\n",
       "     'Desa Adat Ragi Hotang Meat',\n",
       "     'Toba Lake Sibolahotang Beautiful Beach',\n",
       "     'Tapian Siri-Siri Syariah'])]],\n",
       " [[([(28358, 473, 63830783, 4.0)],\n",
       "    ['Lorong Pandan',\n",
       "     'Aek Sipaulak Hosa Loja',\n",
       "     'Danau Tao Batang Onang',\n",
       "     'Pemandian Air Panas Huta Raja',\n",
       "     'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan'])]],\n",
       " [[([(37390, 623, 83858261, 4.0)],\n",
       "    ['Twins Travel',\n",
       "     'Tugu Pramuka',\n",
       "     'Sibio-Bio Advanture Park',\n",
       "     'Mangrove Tour Lubuk Kertang',\n",
       "     'Alun Alun Kota Kisaran',\n",
       "     'Bukit Gibeon (Yapim Taruna)'])]],\n",
       " [[([(44386, 740, 99371130, 4.1)],\n",
       "    ['Saf Travel Indo',\n",
       "     'Puncak Bukit Galau',\n",
       "     'Zam Zam Prima Persada. Pt',\n",
       "     'Museum Karo Lingga',\n",
       "     'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)',\n",
       "     'Rumah Wisata Sunggal',\n",
       "     'Tourism Kuala Paret',\n",
       "     'Wisata Alam Aek Markusasak'])]],\n",
       " [[([(29962, 499, 67387478, 3.8)],\n",
       "    ['Masjid Al Osmani',\n",
       "     'Frog Rock Tour',\n",
       "     'Go Adventure Tour & Travel Indonesia',\n",
       "     'Zam Zam Prima Persada. Pt',\n",
       "     'Air Terjun Nyarai'])]],\n",
       " [[([(18136, 302, 41164609, 3.8)],\n",
       "    ['Panatapan Sileme-Leme',\n",
       "     'Pemandian Alam Bendungan Ginbers',\n",
       "     'The Kaldera',\n",
       "     'Fortress Seven Layer'])]],\n",
       " [[([(39679, 661, 88933870, 4.0)],\n",
       "    ['Museum Karo Lingga',\n",
       "     'Puncak Anai',\n",
       "     'North Labuhanbatu Regency',\n",
       "     'Romance Padi Perbaungan',\n",
       "     'Panatapan Parhalow',\n",
       "     'Handreva Tour'])]],\n",
       " [[([(46193, 770, 103377957, 3.9)],\n",
       "    ['Air Terjun Malakkut',\n",
       "     'Danau Pagaran Padang',\n",
       "     'Tapian Siri-Siri Syariah',\n",
       "     'Tugu Becak Bsa Siantar',\n",
       "     'Pt. Dairi Transport',\n",
       "     'Wisata Alam Experience Survive Champing',\n",
       "     'Biro Jasa',\n",
       "     'Air Terjun Gorbus'])]],\n",
       " [[([(4292, 72, 10467043, 4.0)], ['Deleng Bencirus', 'Armaya Wisata Alam'])]],\n",
       " [[([(29812, 497, 67054870, 4.0)],\n",
       "    ['Waterpark Bima Utomo International',\n",
       "     'Bukit Lawang Planet Hijau',\n",
       "     'Azizi Mosque',\n",
       "     'Tapian Puti'])]],\n",
       " [[([(33359, 556, 74919957, 4.4)],\n",
       "    ['Silalahi I',\n",
       "     'Anugerah Soambaton Beach',\n",
       "     'Lau Gendang,Wisata Gua',\n",
       "     'Tanjung Pura',\n",
       "     'Old City Hall'])]],\n",
       " [[([(56935, 949, 127197174, 4.1)],\n",
       "    ['Bukit Lawang Tour Trekking',\n",
       "     'Danau Linting',\n",
       "     'Air Terjun Simonang Monang',\n",
       "     'Ikan Larangan Lubuak Landua',\n",
       "     'Pesanggrahan Bung Karno',\n",
       "     'Agrowisata Hidro Aa',\n",
       "     'Bukit Teletubies'])]],\n",
       " [[([(11368, 189, 26157304, 4.0)],\n",
       "    ['Pulau Malau',\n",
       "     'Amarjun Wisata',\n",
       "     'Lapangan Tengku Amir Hamzah Stabat',\n",
       "     'Masjid Lama Gang Bengkok',\n",
       "     'Jln Dusun Lauseridi'])]],\n",
       " [[([(63406, 1057, 141545913, 3.6)],\n",
       "    ['Wisata Dakwah Okura',\n",
       "     'Taman Kota Salak (Tugu Salak)',\n",
       "     'Jembatan Sidikalang Wisata',\n",
       "     'Pantai Pongkar',\n",
       "     'Air Terjun Malakkut',\n",
       "     'Pool Bus Intra',\n",
       "     'Bukit Lawang Tour Trekking',\n",
       "     'Kolam Pancing Asri'])]],\n",
       " [[([(50677, 845, 113320739, 3.8)],\n",
       "    ['Berastagi',\n",
       "     'Halo Angso Duo Pratama Bro. Pt',\n",
       "     'Masjid Al Osmani',\n",
       "     'Dolok Bunga Sirandorung',\n",
       "     'Ranika Surf',\n",
       "     'Taman Kota Tanjungbalai'])]],\n",
       " [[([(53932, 899, 120538348, 3.6)],\n",
       "    ['Merci Waterboom',\n",
       "     'Wisata Alam \"Panatapan Parupuk Julu\"',\n",
       "     'Counters Kupj Simpang Sei Kopas',\n",
       "     'Taman Pesona Asri',\n",
       "     'Pantai Katung Binasi',\n",
       "     'Perwakilan Mandiri',\n",
       "     'Pantai Teluk Kerang'])]],\n",
       " [[([(29951, 499, 67363087, 3.3)],\n",
       "    ['Go Adventure Tour & Travel Indonesia',\n",
       "     'Cafe Goa Kaca',\n",
       "     'Pt. Npm Perwakilan On Bus',\n",
       "     'Pt Pelangi Wisata',\n",
       "     'Tor Simago-Mago',\n",
       "     'Toddler Garden Binjai'])]],\n",
       " [[([(14352, 239, 32774000, 4.0)],\n",
       "    ['Pantai Barat Natal', 'Pt Wisata Habibah Berkah'])]],\n",
       " [[([(42027, 700, 94140304, 3.7)],\n",
       "    ['Rudang Mayang',\n",
       "     'Pemandian Alam Loknya',\n",
       "     'Tugu Jeruk Berastagi',\n",
       "     'Pawan Hot Water',\n",
       "     'Lapangan Pasir Tanjung Balai',\n",
       "     'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan'])]],\n",
       " [[([(25812, 430, 58185304, 4.2)],\n",
       "    ['Pusat Kuliner Kota Sibolga',\n",
       "     'Tapian Puti',\n",
       "     'Counters Kupj Simpang Sei Kopas',\n",
       "     'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )',\n",
       "     'Air Terjun Lembah Sipogas',\n",
       "     'Air Terjun Sipitu Tikka'])]],\n",
       " [[([(41990, 700, 94058261, 3.7)],\n",
       "    ['Pantai Indah Sipinggan',\n",
       "     'Air Terjun Binanga Bolon',\n",
       "     'The Attraction Of Ikan Gadang',\n",
       "     'Silalahi I',\n",
       "     'Aek Milas',\n",
       "     'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.',\n",
       "     'Amarjun Wisata',\n",
       "     'Hadabuan Naisogop Waterfalls',\n",
       "     'Taman Sri Deli'])]],\n",
       " [[([(52392, 873, 117123565, 3.8)],\n",
       "    ['Pusat Kuliner Kota Sibolga',\n",
       "     'Bat Cave, Bukit Lawang',\n",
       "     'Lubuk Larangan Desa Padang Bulan',\n",
       "     'Waterpark Bima Utomo International',\n",
       "     'Wisata Alam Aek Markusasak',\n",
       "     'Taman Alamta Jaya',\n",
       "     'Alam Wisata Danau Laut Tador',\n",
       "     'Puncak Jb',\n",
       "     'Auliya Tour & Travel'])]],\n",
       " [[([(6510, 108, 15385217, 3.5)],\n",
       "    ['Taman Rekreasi Kong Mah', 'Bukit Lawang Tour Trekking'])]],\n",
       " [[([(14133, 236, 32288391, 3.8)],\n",
       "    ['Bagan Percut', 'Umbul Ejuk', 'Tobasa', 'Delta'])]],\n",
       " [[([(5948, 99, 14139043, 3.8)],\n",
       "    ['Tugu Air Mancur Majestik',\n",
       "     'Pas Pam Wisata',\n",
       "     'Danau Linting',\n",
       "     'Air Terjun Tarunggang'])]],\n",
       " [[([(18013, 300, 40891870, 3.7)],\n",
       "    ['Lake Toba Viewpoint',\n",
       "     'Wisata Alam Aek Sordang',\n",
       "     'Rimba Huta Sikapir'])]],\n",
       " [[([(25455, 424, 57393696, 4.2)],\n",
       "    ['Kualuh Hulu',\n",
       "     'Sembilantujuh Tour&Travel',\n",
       "     'Jembatan Dalik Lubuk Sikaping',\n",
       "     'Sabah Simelir',\n",
       "     'Air Soda Kabupaten Karo',\n",
       "     'Kolam Pancing Sapat'])]],\n",
       " [[([(10581, 176, 24412217, 4.0)],\n",
       "    ['The Attraction Of Ikan Gadang', 'Konservasi Sungai Kukam'])]],\n",
       " [[([(895, 15, 2934565, 4.0)], ['Pantai Bul Bul', 'Air Terjun Gorbus'])]],\n",
       " [[([(6882, 115, 16210087, 4.0)],\n",
       "    ['Pantai Ketam', 'Air Terjun Taman Eden 100, Tobasa'])]],\n",
       " [[([(18138, 302, 41169043, 4.0)],\n",
       "    ['Sansan Travel',\n",
       "     'Air Terjun Gorbus',\n",
       "     'Alaman Bolak Padang Nadimpu',\n",
       "     'Tourism Kuala Paret'])]],\n",
       " [[([(30058, 501, 67600348, 3.5)],\n",
       "    ['Kuta Sukareme',\n",
       "     'Masjid Raya Al Osmani',\n",
       "     'Danau Laut Tinggal',\n",
       "     'Tao Lake Rod Onang'])]],\n",
       " [[([(29758, 496, 66935130, 4.0)],\n",
       "    ['Sumatra Tours Holiday & Jungle Trekking',\n",
       "     'Perumahaan Azalea Asri',\n",
       "     'Wisata Alam Experience Survive Champing'])]],\n",
       " [[([(42103, 702, 94308826, 4.1)],\n",
       "    ['Nature Baths Gantang Rani',\n",
       "     'Tanjung Pura',\n",
       "     'Aek Malapari',\n",
       "     'Jembatan Dalik Lubuk Sikaping',\n",
       "     'Waterpark Bima Utomo International',\n",
       "     'Bukit Lawang Explore',\n",
       "     'Monumen Halilintar',\n",
       "     'Disparbud Dairi'])]],\n",
       " [[([(15180, 253, 34610000, 4.2)],\n",
       "    ['Rumah Makan Irian',\n",
       "     'Rumah Wisata Sunggal',\n",
       "     'Monumen Equator',\n",
       "     'Vihara Budha Taman Iman'])]],\n",
       " [[([(40977, 683, 91812043, 3.8)],\n",
       "    ['Menara Pandang Simanindo',\n",
       "     'Monumen Equator',\n",
       "     'Zam Zam Prima Persada. Pt',\n",
       "     'Tugu D.I Panjaitan',\n",
       "     'Air Terjun Lumban Rang',\n",
       "     'Gedung Mabmi',\n",
       "     'Samto Aek Rangat',\n",
       "     'Hotel Pesona Wisata'])]],\n",
       " [[([(65324, 1089, 145798870, 4.0)],\n",
       "    ['Pondok Wisata Lagundi Samosir',\n",
       "     'Tumori Traditional Village',\n",
       "     'Pantai Sorake Nias Selatan',\n",
       "     'Hotel Pesona Wisata',\n",
       "     'Lubuk Batang Waterfall',\n",
       "     'Mester Bukit Lawang (Tour Guide)',\n",
       "     'Pantai Tiram Tapakis',\n",
       "     'Baneara, Partungko Naginjang'])]],\n",
       " [[([(40797, 680, 91412913, 4.1)],\n",
       "    ['Wisata Merci',\n",
       "     'Vihara Budha Taman Iman',\n",
       "     'Armaya Wisata Alam',\n",
       "     'Waterpark Bima Utomo International',\n",
       "     'Tour Guide,Tarna Sagala.German &Dutch Speaking',\n",
       "     'Jln Dusun Lauseridi',\n",
       "     'Air Terjun Lumban Rang',\n",
       "     'Tour Accomodation',\n",
       "     'Na Ix-X'])]],\n",
       " [[([(11799, 197, 27113000, 4.0)],\n",
       "    ['Lau Bengkelade',\n",
       "     'Taman Selfie',\n",
       "     'Pakpak Culture Association (Cgc)',\n",
       "     'Lingga Cultural Village'])]],\n",
       " [[([(4631, 77, 11218739, 4.0)],\n",
       "    ['Air Terjun Lumban Rang', 'Pt. Pmn Travel Bus'])]],\n",
       " [[([(54092, 902, 120893130, 3.9)],\n",
       "    ['Museum Pusaka Karo - Berastagi',\n",
       "     'Air Terjun Bertala',\n",
       "     'Air Travel Parsariran',\n",
       "     'Aek Sipaulak Hosa Loja',\n",
       "     'Mandailing Natal Regency',\n",
       "     'Taman Aek Kota Batu Labura',\n",
       "     'Pool Bus Intra'])]],\n",
       " [[([(41390, 690, 92727826, 4.0)],\n",
       "    ['Monkey Forest Umar Manik Sibaganding',\n",
       "     'Danau Teratai',\n",
       "     'Menara Tirtanadi',\n",
       "     'Kebun Madu Efi',\n",
       "     'Pemandian Sidamanik',\n",
       "     'Pantai Buih',\n",
       "     'Perhadtian Air Panas Taman Wisata Sibayak',\n",
       "     'Pasir Putih Porsea',\n",
       "     'Wisata Agro Kopi Karo'])]],\n",
       " [[([(24167, 403, 54537696, 3.8)],\n",
       "    ['Viewpoint Of Tuktuk Peninsula',\n",
       "     'Halo Angso Duo Pratama Bro. Pt',\n",
       "     'Wisata Sawah Koto',\n",
       "     'Pemandian Air Panas Sibayak Mardinding Julu'])]],\n",
       " [[([(27352, 456, 61600087, 3.8)],\n",
       "    ['Oyo 1752 Hotel Wisata',\n",
       "     'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan',\n",
       "     'Tanjung Unta',\n",
       "     'Winter Holidays'])]],\n",
       " [[([(33020, 550, 74168261, 4.0)],\n",
       "    ['Taman Megawati',\n",
       "     'Pemandian Alam Loknya',\n",
       "     'Tour Guide,Tarna Sagala.German &Dutch Speaking',\n",
       "     'Bakarang Simalem',\n",
       "     'Tugu Silahi Sabungan'])]],\n",
       " [[([(44234, 737, 99034087, 4.0)],\n",
       "    ['Taman Megawati',\n",
       "     'Aek Malapari',\n",
       "     'Pasar Tomok',\n",
       "     'Lae Simbellen',\n",
       "     'Zam Zam Prima Persada. Pt',\n",
       "     'Bukit Gibeon (Yapim Taruna)',\n",
       "     'Taman Kota Tanjungbalai',\n",
       "     'Bukit Lawang Tour Trekking',\n",
       "     'Taman Mutiara Selat Malaka'])]],\n",
       " [[([(22465, 374, 50763696, 4.0)],\n",
       "    ['Wisata Bah Kulistik',\n",
       "     'Taman Benteng Lions Club',\n",
       "     'Kota Padang Sidempuan',\n",
       "     'T.Garden',\n",
       "     'Little India Medan'])]],\n",
       " [[([(11792, 197, 27097478, 3.7)],\n",
       "    ['Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut',\n",
       "     'Wisata Agro Kopi Karo',\n",
       "     'Hendreva Tour'])]],\n",
       " [[([(32048, 534, 72012957, 4.0)],\n",
       "    ['Menara Pandang Simanindo',\n",
       "     'Gedung Nasional Djauli Manik',\n",
       "     'Taman Balita Kota Binjai',\n",
       "     'Pantai Pelawan',\n",
       "     'Tugu Air Bangis',\n",
       "     'Taman Kota Salak (Tugu Salak)'])]],\n",
       " [[([(15018, 250, 34250783, 4.0)],\n",
       "    ['Air Terjun Lumban Rang',\n",
       "     'Taman Bukit Gelanggang',\n",
       "     'Bukit Travel Gibeon',\n",
       "     'Pantai Kenangan'])]],\n",
       " [[([(7251, 121, 17028304, 3.5)],\n",
       "    ['Taman Air Percut', 'Pasir Putih Janggawari'])]],\n",
       " [[([(3234, 54, 8121043, 4.0)], ['One Heart Hill', 'Little India Medan'])]],\n",
       " [[([(15241, 254, 34745261, 4.0)],\n",
       "    ['Masjid Agung Kota Binjai',\n",
       "     'Bukit Lawang Tour Trekking',\n",
       "     'Pt. Raya Utama Travel',\n",
       "     'Tugu Air Mancur Sinar Indonesia Baru Petisah',\n",
       "     'Pantai Kaca'])]],\n",
       " [[([(29106, 485, 65489391, 4.2)],\n",
       "    ['Mobil Wisata Medan',\n",
       "     'Objek Wisata Patamuan',\n",
       "     'Bukit Lawang',\n",
       "     'Tour Guide,Tarna Sagala.German &Dutch Speaking'])]],\n",
       " [[([(6011, 100, 14278739, 4.2)],\n",
       "    ['Berastagi Local Guide',\n",
       "     'Taman Remaja Binjai',\n",
       "     'Wisata Taman Merci',\n",
       "     'Gang Bengkok Old Mosque'])]],\n",
       " [[([(46215, 770, 103426739, 4.2)],\n",
       "    ['Tugu Jeruk Berastagi',\n",
       "     'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )',\n",
       "     'Telagah',\n",
       "     'Puncak Bukit Manalise Aek Buro',\n",
       "     'Pantai Bul Bul',\n",
       "     'Museum Huta Bolon Simanindo',\n",
       "     'Pemandu Bukit Lawang',\n",
       "     'Hotel Wisata Indah'])]],\n",
       " [[([(41006, 683, 91876348, 3.8)],\n",
       "    ['Salib Kasih',\n",
       "     'Explore Bahorok Adventure Trip',\n",
       "     'Cafe Goa Kaca',\n",
       "     'Wisata Alam Siringo',\n",
       "     'Saba Napa',\n",
       "     'North Namu Ukur',\n",
       "     'Sbv',\n",
       "     'Water Park Tambunan'])]],\n",
       " [[([(37865, 631, 84911522, 3.4)],\n",
       "    ['Bekas Istana Kesultanan Asahan',\n",
       "     'Pondok Pisang',\n",
       "     'Pemandian Air Panas - Batu Bara ( 50 )',\n",
       "     'Wisata Sipinsur',\n",
       "     \"Pt. Bagus Wisata Holiday's\",\n",
       "     'Rm Batunadua Indah',\n",
       "     'Aek Milas Paringgonan Sibuhuan'])]],\n",
       " [[([(2583, 43, 6677522, 4.0)],\n",
       "    ['Museum Karo Lingga', 'Pemandian Alam Loknya'])]],\n",
       " [[([(29172, 486, 65635739, 3.6)],\n",
       "    ['Cis Tour & Travel',\n",
       "     'Tobasa',\n",
       "     'Air Terjun Sigarattung ( Sampuran Na Pitu)',\n",
       "     'Tugu D.I Panjaitan',\n",
       "     'Wisata Pemandian Water Hill',\n",
       "     'Tahura (Taman Hutan Raya)',\n",
       "     'Dinas Kebudayaan & Pariwisata'])]],\n",
       " [[([(54255, 904, 121254565, 4.5)],\n",
       "    ['Aek Kanopan',\n",
       "     'Umbul Ejuk',\n",
       "     'Pemandian Air Panas Huta Raja',\n",
       "     'Wisata Batu Rongring',\n",
       "     'Air Terjun Gorbus',\n",
       "     'Bukit Lawang Explore',\n",
       "     'Air Terjun Taman Eden 100, Tobasa',\n",
       "     'Padang Lawas Regency'])]],\n",
       " [[([(17080, 285, 38823043, 4.2)],\n",
       "    ['Pantai La Terzhia Zhimehuli',\n",
       "     'Taman Pesona Asri',\n",
       "     'Lokasi Wisata Pemandian Air Panas Sipoholon',\n",
       "     'Masjid Raya'])]],\n",
       " [[([(48564, 809, 108635391, 3.6)],\n",
       "    ['Bukit Lawang Guide',\n",
       "     'Tangkahan',\n",
       "     'Pantai Kaca',\n",
       "     'Replika Pagoda Shwedagon',\n",
       "     'Batu Marhosa',\n",
       "     'Kuta Sukareme',\n",
       "     'Air Terjun Saringgana',\n",
       "     'Pemandian Air Panas Goa Ergendang',\n",
       "     'Biro Jasa'])]],\n",
       " [[([(15840, 264, 36073478, 3.7)],\n",
       "    ['Sansan Travel', 'Hendreva Tour', 'Cross Of Love'])]],\n",
       " [[([(31627, 527, 71079435, 4.0)],\n",
       "    ['Wisata Madu Aek Nauli',\n",
       "     'Medan City Tour',\n",
       "     'Balai Datuk Setia Maharaja Negeri Serdang',\n",
       "     'Bendungan Lau Si Meimei',\n",
       "     'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™',\n",
       "     'Museum Karo Lingga'])]],\n",
       " [[([(346, 6, 1717217, 3.5)],\n",
       "    ['Tugu Sejarah Perjuangan Asahan', 'Pantai Kaca'])]],\n",
       " [[([(12383, 206, 28407957, 3.0)],\n",
       "    ['Chinatown Medan',\n",
       "     'Taman Bunga',\n",
       "     'Balai Datuk Setia Maharaja Negeri Serdang'])]],\n",
       " [[([(48635, 811, 108792826, 4.3)],\n",
       "    ['Jembatan Tano Ponggol',\n",
       "     'Puncak Anai',\n",
       "     'Desa S.Kalangan Ii',\n",
       "     'Pt, Yy Traveling Tour And Travel',\n",
       "     'Peceren Karo Village',\n",
       "     'Barusjahe',\n",
       "     'Penangkaran Rusa Universitas Sumatera Utara'])]],\n",
       " [[([(27137, 452, 61123348, 3.5)],\n",
       "    ['Tourism Kuala Paret',\n",
       "     'Bukit Lawang Ecotourism & Ecoproject',\n",
       "     'Go Adventure Tour & Travel Indonesia',\n",
       "     'Air Terjun Aek Matua',\n",
       "     'Sitinjo',\n",
       "     'Saba Napa'])]],\n",
       " [[([(64391, 1073, 143730043, 3.9)],\n",
       "    ['Aek Sipaulak Hosa Loja',\n",
       "     'Pantai Arta Indah',\n",
       "     'Tanjung Apek Beach',\n",
       "     'Lau Bengkelade',\n",
       "     'Lokasi Wisata Pemandian Air Panas Sipoholon',\n",
       "     'Ende Holidays',\n",
       "     'Pantai Ketam',\n",
       "     'Kolam Renang Pesona Wisata',\n",
       "     'Pisang Pelangi'])]],\n",
       " [[([(36429, 607, 81727348, 3.8)],\n",
       "    ['Rm Batunadua Indah',\n",
       "     'Pakpak Culture Association (Cgc)',\n",
       "     'Travel Panyabungan Padang',\n",
       "     'Pemandian Air Panas Sibayak Mardinding Julu',\n",
       "     'Pemandian Alam Loknya',\n",
       "     'Pemandian Air Panas Tirto Kencono'])]],\n",
       " [[([(35618, 594, 79929043, 4.0)],\n",
       "    ['Wisata Pulau Spantiang',\n",
       "     'Ikan Larangan Lubuak Landua',\n",
       "     'Danau Linting',\n",
       "     'Kuil Shri Mariamman'])]],\n",
       " [[([(49602, 827, 110937043, 3.5)],\n",
       "    ['Taman Wisata Simatahari Indah',\n",
       "     'Danau Pagaran Padang',\n",
       "     'Puncak Jb',\n",
       "     'Perumahaan Azalea Asri',\n",
       "     'Berakit-Rakit Ke Hulu',\n",
       "     'Taman Kota Tanjungbalai',\n",
       "     'Masjid Agung Sibolga',\n",
       "     'Pantai Pasir Putih Parparean'])]],\n",
       " [[([(42454, 708, 95087130, 4.0)],\n",
       "    ['Objek Wisata Budaya Batu Kursi Raja Siallagan',\n",
       "     'Uruk Ndaholi',\n",
       "     'Pulau Samosir',\n",
       "     'Taman Megawati',\n",
       "     'Sialang Batu',\n",
       "     'Pertunjukan Tari Sigale Gale'])]],\n",
       " [[([(34520, 575, 77494348, 3.6)],\n",
       "    ['Puncak Bukit Galau',\n",
       "     'Twins Travel',\n",
       "     'Sitinjo',\n",
       "     'Taman Aek Kota Batu Labura',\n",
       "     'Air Soda Kabupaten Karo',\n",
       "     'Pantai Pulau Karang',\n",
       "     'Air Terjun Efrata',\n",
       "     'Royal Palace Nafis Jackson'])]],\n",
       " [[([(39646, 661, 88860696, 3.5)],\n",
       "    ['Pemandian Air Panas Rianiate',\n",
       "     'Sopo Partungkoan',\n",
       "     'Struggle Monument Berastagi',\n",
       "     'Lubuk Batang Waterfall',\n",
       "     'Simonis',\n",
       "     'Pt Pelangi Wisata',\n",
       "     'Letter Z',\n",
       "     'Pantai Pasir Putih Parparean'])]],\n",
       " [[([(11125, 185, 25618478, 4.0)],\n",
       "    ['Pantai Pongkar', 'Mandailing Natal Regency', 'Aek Kanopan'])]],\n",
       " [[([(13577, 226, 31055522, 4.0)],\n",
       "    ['Halo Angso Duo Pratama Bro. Pt',\n",
       "     'Taman Kebun Bunga èŒ  榀¢ 圀™'])]],\n",
       " [[([(17670, 294, 40131304, 4.0)],\n",
       "    ['Bahal Temple I',\n",
       "     'Kota Padang Sidempuan',\n",
       "     'Air Soda Kabupaten Karo',\n",
       "     'Masjid Al Istiqomah',\n",
       "     'Kembar Agro'])]],\n",
       " [[([(11796, 197, 27106348, 3.5)],\n",
       "    ['Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )',\n",
       "     'Taman Benteng Lions Club',\n",
       "     'Kualuh Hulu',\n",
       "     'Air Terjun Tarunggang'])]],\n",
       " [[([(39825, 664, 89257609, 3.7)],\n",
       "    ['Pt Farnaz Utama',\n",
       "     'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.',\n",
       "     'Mobil Wisata Medan',\n",
       "     'Penatapan Pamah Simelir',\n",
       "     'Air Terjun Bertala',\n",
       "     'Vihara Tri Ratna',\n",
       "     'Oyo 1752 Hotel Wisata'])]],\n",
       " [[([(64182, 1070, 143266609, 4.0)],\n",
       "    ['Wisata Taman Merci',\n",
       "     'Sidebuk Debuk Thermal Baths Berastagi',\n",
       "     'Paranggiran Raja Silahisabungan',\n",
       "     'Pt. Npm Perwakilan On Bus',\n",
       "     'Bahal Temple I',\n",
       "     'Loket Bus Bintang Utara',\n",
       "     'Wisata Madu Aek Nauli',\n",
       "     'Air Terjun Saringgana'])]],\n",
       " [[([(30033, 501, 67544913, 4.0)],\n",
       "    ['Rm Batunadua Indah',\n",
       "     'Pemandu Bukit Lawang',\n",
       "     'Wisata Alam Experience Survive Champing',\n",
       "     'State Museum Of North Sumatra',\n",
       "     'Air Terjun Sarasah Kajai',\n",
       "     'Pemandian Air Panas Sibayak Mardinding Julu'])]],\n",
       " [[([(36960, 616, 82904783, 3.7)],\n",
       "    ['Rumah Makan Irian',\n",
       "     'Air Terjun Taga Hambing',\n",
       "     'Wisata Air Parsariran',\n",
       "     'Sibolga Dutch Tunnel',\n",
       "     'Wisata Alam',\n",
       "     'Air Terjun Sampuran Widuri'])]],\n",
       " [[([(35954, 599, 80674087, 4.0)],\n",
       "    ['Masjid Agung Sibolga',\n",
       "     'Pulau Pigago',\n",
       "     'Landak River',\n",
       "     'Air Terjun Pongkar',\n",
       "     'Tugu Silahi Sabungan'])]]]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = df[\"Tempat Wisata\"]\n",
    "criteria = tercriteria(data)\n",
    "criteria"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
=======
   "execution_count": 12,
>>>>>>> 2d671302635a972c35f91aa10b40f9c627584cfc
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "129\n"
     ]
    },
    {
     "data": {
      "text/plain": [
<<<<<<< HEAD
       "[[([(49647, 827, 111036826, 4.0)],\n",
       "   ['Objek Wisata Togindrawa Gua',\n",
       "    'Pantai Tiram Tapakis',\n",
       "    'Taman Mejuah-Juah',\n",
       "    'Pt. Raya Utama Travel',\n",
       "    'Mester Bukit Lawang (Tour Guide)',\n",
       "    'De Hole Laguna',\n",
       "    'Rm Batunadua Indah',\n",
       "    'Jembatan Sidikalang Wisata'])]]"
      ]
     },
     "execution_count": 28,
=======
       "[[([(47943, 799, 107258391, 4.0)],\n",
       "   ['Chinatown Medan',\n",
       "    'Luppatan Tali - Tali',\n",
       "    'Masjid Raya',\n",
       "    'Great Mosque',\n",
       "    'Pesanggrahan Bung Karno',\n",
       "    'Taman Danau Wisata Bunga Tujuh',\n",
       "    'Bersama Travel',\n",
       "    'Tangkahan'])],\n",
       " [([(33569, 559, 75385609, 4.0)],\n",
       "   ['Batu Lobang Sibaganding',\n",
       "    'Fortress Seven Layer',\n",
       "    'Vania Travel',\n",
       "    'Kualuh Hulu',\n",
       "    'Air Terjun Cirocai Sungai Pandahan'])],\n",
       " [([(48818, 814, 109198609, 3.7)],\n",
       "   ['Pantai Buih',\n",
       "    'Musala Waterfall',\n",
       "    'Masjid Raya Nur Addin',\n",
       "    'Tugu Jeruk Berastagi',\n",
       "    'Mora Indah',\n",
       "    'State Museum Of North Sumatra',\n",
       "    'Taman Sungai Padang'])],\n",
       " [([(51978, 866, 116205565, 3.7)],\n",
       "   ['Pulau Pigago',\n",
       "    'Puncak Saragodung',\n",
       "    'Pantai Batu Rusa',\n",
       "    'Disparbud Dairi',\n",
       "    'Menara Tirtanadi',\n",
       "    'Travel Panyabungan Padang',\n",
       "    'Rudang Mayang'])],\n",
       " [([(21577, 360, 48794652, 3.0)],\n",
       "   ['Wisata Alam \"Panatapan Parupuk Julu\"',\n",
       "    'Tapian Siri-Siri Syariah',\n",
       "    'Bukik Posuak Maek',\n",
       "    'Replika Pagoda Shwedagon'])],\n",
       " [([(39623, 660, 88809696, 4.0)],\n",
       "   ['Masjid Agung Sibolga',\n",
       "    'Vania Travel',\n",
       "    'Wisata Bah Kulistik',\n",
       "    'Monumen Equator',\n",
       "    'Bukit Lawang Orangutan Trekking',\n",
       "    'Sabah Simelir',\n",
       "    'Kupu-Kupu Garden Guest House & Cafe'])],\n",
       " [([(29805, 497, 67039348, 3.6)],\n",
       "   ['Cis Tour & Travel',\n",
       "    'Sopo Partungkoan',\n",
       "    'Pt. Npm Perwakilan On Bus',\n",
       "    'Museum Zoologi',\n",
       "    'Pemandian Alam Bolang',\n",
       "    'Pantai Indah Sipinggan',\n",
       "    'Taman Aek Kota Batu Labura'])],\n",
       " [([(11437, 191, 26310304, 3.7)],\n",
       "   ['Pantai Pelawan', 'Cis Tour & Travel', 'Batak Museum'])],\n",
       " [([(21336, 356, 48260261, 4.2)],\n",
       "   ['Pantai Simallo', 'Pantai Kenangan', 'Bus Wisata', 'Handreva Tour'])],\n",
       " [([(18401, 307, 41752217, 4.0)],\n",
       "   ['Pantai Pasir Putih', 'Pantai Sikabau', 'Alun Alun Kota Kisaran'])],\n",
       " [([(32573, 543, 73177087, 4.0)],\n",
       "   ['Air Terjun Pongkar',\n",
       "    'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )',\n",
       "    'Bus Wisata Medan',\n",
       "    'Pasar Buah Berastagi',\n",
       "    'Air Terjun Lumban Rang',\n",
       "    'Wisata Alam Aek Sordang'])],\n",
       " [([(42807, 713, 95869870, 3.7)],\n",
       "   ['Sampuren Tutuen Sige',\n",
       "    'Aek Kanopan',\n",
       "    'Chinatown Medan',\n",
       "    'Bintang Johor Swimming Pool',\n",
       "    'Water Park Tambunan',\n",
       "    'Stasiun Binjai',\n",
       "    'Batu Marhosa',\n",
       "    'Dinas Kebudayaan & Pariwisata',\n",
       "    'Taman Wisata Simatahari Indah'])],\n",
       " [([(37886, 631, 84958087, 3.3)],\n",
       "   ['Loket Bus Bintang Utara',\n",
       "    'Bendungan Batang Tongar',\n",
       "    'Jembatan Poriaha',\n",
       "    'Tts (Toru Tor Simarsayang) Cafe',\n",
       "    'Pantai Arta Indah',\n",
       "    'Pondok Wisata Lagundi Samosir'])],\n",
       " [([(11180, 186, 25740435, 4.0)],\n",
       "   ['Pantai Indah Sipinggan',\n",
       "    'Bendungan Lau Si Meimei',\n",
       "    'Bukit Lawang Planet Hijau',\n",
       "    'Air Terjun Betala'])],\n",
       " [([(18422, 307, 41798783, 4.0)],\n",
       "   ['Halo Angso Duo Pratama Bro. Pt',\n",
       "    'Putri Cahaya Travel',\n",
       "    'Makam Ompung Parmata Sapihak',\n",
       "    'Gereja Katolik St. Dionysius, Sumbul'])],\n",
       " [([(35788, 596, 80306000, 3.5)],\n",
       "   ['Kolam Pancing Asri',\n",
       "    'Kupu-Kupu Garden Guest House & Cafe',\n",
       "    'Wisata Alam \"Panatapan Parupuk Julu\"',\n",
       "    'Museum Simalungun',\n",
       "    'Kolam Renang Air Panas Mardinding Tiga Rasa',\n",
       "    'Bendungan Batang Tongar',\n",
       "    'Tumori Traditional Village',\n",
       "    'Tugu Sitio'])],\n",
       " [([(29882, 498, 67210087, 4.0)],\n",
       "   ['Bekas Istana Kesultanan Asahan',\n",
       "    'Simpang Bantoon',\n",
       "    'Pantai Arta Indah',\n",
       "    'Taman Cadika Pramuka'])],\n",
       " [([(37283, 621, 83621000, 3.5)],\n",
       "   ['Pasir Putih Janggawari',\n",
       "    'Pemandian Alam Agape',\n",
       "    'Pertunjukan Tari Sigale Gale',\n",
       "    'Dinas Kebudayaan & Pariwisata',\n",
       "    'R.M Wisata Indah',\n",
       "    'Pesona Alam Panorama Indah. Pt'])],\n",
       " [([(17502, 292, 39758783, 4.0)],\n",
       "   ['Sri Supramaniyam Temple', 'Pantai Malaya', 'Sri Deli Park'])],\n",
       " [([(10267, 171, 23715957, 3.8)],\n",
       "   ['Gedung Bks Pps',\n",
       "    'Cafe Goa Kaca',\n",
       "    'T.Garden',\n",
       "    'Royal Palace Nafis Jackson',\n",
       "    'Pusat Posko \"Teroh-Teroh.'])],\n",
       " [([(33253, 554, 74684913, 4.0)],\n",
       "   ['Cafe Goa Kaca',\n",
       "    'Pesanggrahan Bung Karno',\n",
       "    'Asahan Regency',\n",
       "    'Pt, Yy Traveling Tour And Travel',\n",
       "    'Alaman Bolak Padang Nadimpu',\n",
       "    'Sialang Batu'])],\n",
       " [([(22791, 380, 51486565, 3.7)],\n",
       "   ['Danau Sipogas', 'Kota Padang Sidempuan', 'Agen Bus Karina'])],\n",
       " [([(31702, 528, 71245739, 4.0)],\n",
       "   ['Armaya Wisata Alam',\n",
       "    'Danau Linting',\n",
       "    'Toba Lake Sibolahotang Beautiful Beach',\n",
       "    'Tugu Becak Bsa Siantar',\n",
       "    'Viewpoint Of Tuktuk Peninsula',\n",
       "    'Pantai Ketam',\n",
       "    'Tugu Air Mancur Majestik'])],\n",
       " [([(13133, 219, 30071000, 3.7)],\n",
       "   ['Sabah Simelir',\n",
       "    'Konservasi Sungai Kukam',\n",
       "    'Air Terjun Linggahara-Rantau Prapat'])],\n",
       " [([(57554, 959, 128569739, 4.0)],\n",
       "   ['Jembatan Tano Ponggol',\n",
       "    'Pasir Putih Janggawari',\n",
       "    'Pondok Pisang',\n",
       "    'Biro Jasa',\n",
       "    'Pasar Buah Berastagi',\n",
       "    'Monumen Halilintar',\n",
       "    'Wisata Alam Experience Survive Champing',\n",
       "    'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan',\n",
       "    'Darul Umroh'])],\n",
       " [([(72154, 1203, 160943652, 3.6)],\n",
       "   ['Tumori Traditional Village',\n",
       "    'Taman Kebun Bunga èŒ  榀¢ 圀™',\n",
       "    'Merci Waterboom',\n",
       "    'Wisata Pancing Sungai Bedera',\n",
       "    'Taman Danau Wisata Bunga Tujuh',\n",
       "    'Wisata Sawah Koto',\n",
       "    'Danau Sipogas',\n",
       "    'Bagan Percut'])],\n",
       " [([(27285, 455, 61451522, 3.4)],\n",
       "   ['Bukit Lawang Planet Hijau',\n",
       "    'Mora Indah',\n",
       "    'West Kisaran',\n",
       "    'Hadabuan Naisogop Waterfalls',\n",
       "    'Taman Lope Lope Bulu Cina'])],\n",
       " [([(31497, 525, 70791174, 3.8)],\n",
       "   ['Elsasya Utama',\n",
       "    'Mester Bukit Lawang (Tour Guide)',\n",
       "    'Sbv',\n",
       "    'Taman Air Percut',\n",
       "    'Delta',\n",
       "    'Vania Travel',\n",
       "    'Muara Beach Beautiful',\n",
       "    'Air Terjun Ponot',\n",
       "    'Monumen Halilintar'])],\n",
       " [([(34231, 571, 76853522, 3.4)],\n",
       "   ['Air Terjun Linggahara-Rantau Prapat',\n",
       "    'Aek Kanopan',\n",
       "    'Danau Tao Batang Onang',\n",
       "    'Leo Tour & Travel (Leo Wisata Medan)',\n",
       "    'Danau Marambe',\n",
       "    'Konservasi Sungai Kukam',\n",
       "    'Batang Gadis National Park',\n",
       "    'Pt Pelangi Wisata'])],\n",
       " [([(21390, 356, 48380000, 4.0)],\n",
       "   ['Alun Alun Kota Kisaran',\n",
       "    'Lorong Indah',\n",
       "    'Pondok Pisang',\n",
       "    'Siregar Aek Nalas'])],\n",
       " [([(15594, 260, 35528000, 4.3)],\n",
       "   ['Air Terjun Situak Lotik Iii',\n",
       "    'Air Terjun Pongkar',\n",
       "    'Agrowisata Hidro Aa'])],\n",
       " [([(18479, 308, 41925174, 3.8)],\n",
       "   ['Puncak Tonang',\n",
       "    'Azizi Mosque',\n",
       "    'Air Terjun Pongkar',\n",
       "    'Gundaling',\n",
       "    \"Penginapan King's Ambarita\"])],\n",
       " [([(59956, 999, 133895913, 3.9)],\n",
       "   ['Alun Alun Kota Kisaran',\n",
       "    'Pasar Kaget Kota Binjai',\n",
       "    'Pool Bus Intra',\n",
       "    'Vihara Avalokitesvara',\n",
       "    'Air Terjun Tarunggang',\n",
       "    'Pt, Yy Traveling Tour And Travel',\n",
       "    'Tts (Toru Tor Simarsayang) Cafe',\n",
       "    'Poldung',\n",
       "    'Tugu Air Mancur Sinar Indonesia Baru Petisah'])],\n",
       " [([(15090, 252, 34410435, 3.4)],\n",
       "   ['Pantai Teluk Kerang',\n",
       "    'Delta',\n",
       "    'Masjid Raya Stabat',\n",
       "    'Museum Lubuk Pakam',\n",
       "    'Sp.Lau Petundal'])],\n",
       " [([(27961, 466, 62950478, 4.0)],\n",
       "   ['Taman Cadika Pramuka',\n",
       "    'Pantai Batu Rusa',\n",
       "    'Batang Bahal',\n",
       "    'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )',\n",
       "    'Kisaran Kota'])],\n",
       " [([(19408, 323, 43985130, 4.0)],\n",
       "   ['Wisata Pancing Sungai Bedera',\n",
       "    'Sembilantujuh Tour&Travel',\n",
       "    'Air Terjun Lumban Rang',\n",
       "    'Klenteng Gunung Timur',\n",
       "    'Pasar Buah Berastagi',\n",
       "    'Tugu Pramuka'])],\n",
       " [([(51036, 851, 114116783, 3.5)],\n",
       "   ['Little India Medan',\n",
       "    'Panatapan Sileme-Leme',\n",
       "    'Sumatra Orangutan Tours & Holidays',\n",
       "    'Taman Bunga',\n",
       "    'Lau Perkoh',\n",
       "    'Pulau Beswesen Tanjungbalai',\n",
       "    'Bukit Suligi',\n",
       "    'Air Terjun Tarunggang'])],\n",
       " [([(33540, 559, 75321304, 3.7)],\n",
       "   ['Welterbeminimini',\n",
       "    'Garunggang',\n",
       "    'Letter Z',\n",
       "    'Sp.Lau Petundal',\n",
       "    'Pantai Barat',\n",
       "    'Rudang Mayang'])],\n",
       " [([(22016, 367, 49768087, 4.3)],\n",
       "   ['Danau Laut Tinggal',\n",
       "    'Bukit Lawang Orangutan Trekking',\n",
       "    'Pantai Pasir Putih'])],\n",
       " [([(49092, 818, 109806174, 4.0)],\n",
       "   ['Lapangan Tengku Amir Hamzah Stabat',\n",
       "    'Wisata Pancing Sungai Bedera',\n",
       "    'Bukitlawang Trek',\n",
       "    'Air Terjun Betala',\n",
       "    'Paranggiran Raja Silahisabungan',\n",
       "    'Niagara Tanjung Raja',\n",
       "    'Leo Tour & Travel (Leo Wisata Medan)',\n",
       "    'Darul Umroh',\n",
       "    'Air Terjun Sempugen'])],\n",
       " [([(43736, 729, 97929826, 4.1)],\n",
       "   ['Danau Sipogas',\n",
       "    'Handreva Tour',\n",
       "    'Batu Lobang Sibaganding',\n",
       "    'Puncak Anai',\n",
       "    'Tugu D.I Panjaitan',\n",
       "    'Bukit Kininduma Simantas',\n",
       "    'Perkebunan Londut',\n",
       "    'Batak Museum'])],\n",
       " [([(13659, 228, 31237348, 3.8)],\n",
       "   ['Air Terjun Tarunggang',\n",
       "    'Bukitlawang Trek',\n",
       "    'Disparbud Dairi',\n",
       "    'Gereja Katolik St. Dionysius, Sumbul',\n",
       "    'Pesona Alam Panorama Indah. Pt',\n",
       "    'Pas Pam Wisata'])],\n",
       " [([(59425, 990, 132718478, 4.3)],\n",
       "   ['Masjid Al Istiqomah',\n",
       "    'Perkebunan Londut',\n",
       "    'Taman Edukasi Binjai',\n",
       "    'Pemandian Alam Bolang',\n",
       "    'Binjai',\n",
       "    'Air Terjun Baburai',\n",
       "    'Air Terjun Pongkar'])],\n",
       " [([(12287, 205, 28195087, 4.0)],\n",
       "   ['Pusat Informasi Geopark Kaldera Toba Sigulatti',\n",
       "    'Wisata Sawah Koto',\n",
       "    'Bukit Travel Gibeon'])],\n",
       " [([(15213, 254, 34683174, 4.0)],\n",
       "   ['Air Terjun Lumban Rang',\n",
       "    'Air Soda Kabupaten Karo',\n",
       "    'Royal Palace Nafis Jackson',\n",
       "    'Paranggiran Raja Silahisabungan'])],\n",
       " [([(50633, 844, 113223174, 3.7)],\n",
       "   ['Masjid Agung Kota Binjai',\n",
       "    'Sabah Simelir',\n",
       "    'Kuamang Ujung Gading',\n",
       "    'Kolam Pancing Asri',\n",
       "    'Wisata Sipinsur',\n",
       "    'Air Terjun Tarunggang'])],\n",
       " [([(40380, 673, 90488261, 3.6)],\n",
       "   ['Bayu Lagoon Resto & Taman Rekreasi',\n",
       "    'Pemandian Alam Bolang',\n",
       "    'Armaya Wisata Alam',\n",
       "    'Air Terjun Sipagogo',\n",
       "    'Perhadtian Air Panas Taman Wisata Sibayak',\n",
       "    'Air Terjun Aek Nabontar',\n",
       "    'Taman Aek Kota Batu Labura'])],\n",
       " [([(54652, 911, 122134870, 4.2)],\n",
       "   ['Bendungan Batang Tongar',\n",
       "    'Puncak Santai',\n",
       "    'Objek Wisata Maggrove Sisarahili Ts',\n",
       "    'Pemandian Sidamanik',\n",
       "    'Aman Wisata Citra Int. Pt',\n",
       "    'Dunia Outbound Camp'])],\n",
       " [([(58880, 981, 131510000, 4.1)],\n",
       "   ['Makam Ompung Parmata Sapihak',\n",
       "    'Hendreva Tour',\n",
       "    'Objek Wisata Budaya Batu Kursi Raja Siallagan',\n",
       "    'Masjid Al Istiqomah',\n",
       "    'Bukit Kininduma Simantas',\n",
       "    'Tugu Pramuka',\n",
       "    'Museum Negeri Sumatera Utara',\n",
       "    'Pusat Kuliner Kota Sibolga',\n",
       "    'Desa S.Kalangan Ii'])],\n",
       " [([(18693, 312, 42399696, 4.2)],\n",
       "   ['Museum Kota Tebing Tinggi',\n",
       "    'Wisata Alam Experience Survive Champing',\n",
       "    'Kupu-Kupu Garden Guest House & Cafe',\n",
       "    'Puncak Bukit Galau',\n",
       "    'Lapangan Tengku Amir Hamzah Stabat',\n",
       "    'Stabat'])],\n",
       " [([(15926, 265, 36264174, 4.2)],\n",
       "   ['Pantai Pulau Putri',\n",
       "    'Gapura Wisata Alam Lae Mbilulu',\n",
       "    'Salib Kasih',\n",
       "    'Bair Falls',\n",
       "    'Objek Wisata Budaya Batu Kursi Raja Siallagan'])],\n",
       " [([(12904, 215, 29563217, 4.0)],\n",
       "   ['Rm Batunadua Indah', 'Pasar Kaget Kota Binjai', 'Wisata Alam Siringo'])],\n",
       " [([(49595, 827, 110921522, 4.4)],\n",
       "   ['Pemandian Sidamanik',\n",
       "    'Little India Medan',\n",
       "    'Agrowisata Hidro Aa',\n",
       "    'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)',\n",
       "    'Letter Z',\n",
       "    'Perkebunan Londut',\n",
       "    'Lubuk Batang Waterfall'])],\n",
       " [([(12003, 200, 27565348, 3.3)],\n",
       "   ['Lau Teba Langkat', 'Stasiun Binjai', 'Agen Bus Karina'])],\n",
       " [([(54561, 909, 121933087, 3.8)],\n",
       "   ['North Padang Lawas Regency',\n",
       "    'Hotel Pesona Wisata',\n",
       "    'Masjid Agung Sibolga',\n",
       "    'Gunung Pandan River Tourism Area',\n",
       "    'Air Terjun Cirocai Sungai Pandahan',\n",
       "    'Pakpak Culture Association (Cgc)',\n",
       "    'R.M Wisata Indah',\n",
       "    'Perumahaan Azalea Asri',\n",
       "    'Pantai Cermin Theme Park & Resort Hotel'])],\n",
       " [([(18741, 312, 42506130, 3.7)],\n",
       "   ['Beranda Madina', 'Taman Bunga', 'Bukit Lawang Trip'])],\n",
       " [([(21849, 364, 49397783, 3.6)],\n",
       "   ['Wisata Pemandian Water Hill',\n",
       "    'Kolam Pancing Asri',\n",
       "    'Bukit Lawang Wisata Alam',\n",
       "    'Bukit Gibeon (Yapim Taruna)',\n",
       "    'Sampuren Tutuen Sige'])],\n",
       " [([(36255, 604, 81341522, 3.7)],\n",
       "   ['Wisata Alam',\n",
       "    'Pantai Bul Bul',\n",
       "    'Batu Marhosa',\n",
       "    'Bandar Pulau',\n",
       "    'Tor Simago-Mago',\n",
       "    'Tugu Pramuka'])],\n",
       " [([(25561, 426, 57628739, 3.8)],\n",
       "   ['Danau Linting',\n",
       "    'Bagan Percut',\n",
       "    'Air Terjun Simonang Monang',\n",
       "    'Titi Gantung Bridge',\n",
       "    'Air Travel Parsariran'])],\n",
       " [([(33987, 566, 76312478, 4.0)],\n",
       "   ['Sibio-Bio Advanture Park',\n",
       "    'Tahura (Taman Hutan Raya)',\n",
       "    'Taman Rekreasi Kong Mah',\n",
       "    'Tugu Pahlawan Revolusi',\n",
       "    'Anugerah Soambaton Beach',\n",
       "    'Parhallow Viewpoint And Coffee Shop',\n",
       "    'Bukit Kubu'])],\n",
       " [([(8777, 146, 20412043, 4.0)],\n",
       "   ['The Le Hu Garden',\n",
       "    'Pusat Informasi Geopark Kaldera Toba Sigulatti',\n",
       "    'Tour Accomodation',\n",
       "    'Pantai Buih'])],\n",
       " [([(59332, 989, 132512261, 3.8)],\n",
       "   ['Counters Kupj Simpang Sei Kopas',\n",
       "    'Vihara Pekong Lima',\n",
       "    'Pantai Pasir Putih Parparean',\n",
       "    'Puncak Jb',\n",
       "    'Air Terjun Lembah Sipogas',\n",
       "    'Tapian Puti',\n",
       "    'Tour Guide,Tarna Sagala.German &Dutch Speaking',\n",
       "    'Simpang Pantai Monyet'])],\n",
       " [([(11428, 190, 26290348, 3.6)],\n",
       "   ['Taman Alamta Jaya',\n",
       "    'Taman Sri Deli',\n",
       "    'Wisata Alam Experience Survive Champing',\n",
       "    'Sitinjo',\n",
       "    'Bakarang Simalem'])],\n",
       " [([(38326, 639, 85933739, 4.0)],\n",
       "   ['Wisata Taman Merci',\n",
       "    'The Heritage',\n",
       "    'Great Mosque',\n",
       "    'Pt. Hikmah',\n",
       "    'Taman Mutiara Selat Malaka',\n",
       "    'Taman Sungai Padang',\n",
       "    'Taman Balita Kota Binjai',\n",
       "    'Parhallow Viewpoint And Coffee Shop'])],\n",
       " [([(26251, 438, 59158739, 3.9)],\n",
       "   ['Pantai Pelawan',\n",
       "    'Museum Simalungun',\n",
       "    'Putri Cahaya Travel',\n",
       "    'Penangkaran Rusa Universitas Sumatera Utara',\n",
       "    'Tugu Becak Bsa Siantar',\n",
       "    'Waterpark Ria',\n",
       "    'Masjid Raya Stabat'])],\n",
       " [([(14806, 247, 33780696, 4.0)],\n",
       "   ['Danau Sipogas',\n",
       "    'Tinggi Raja',\n",
       "    'Explore Bahorok Adventure Trip',\n",
       "    'Objek Wisata Budaya Batu Kursi Raja Siallagan'])],\n",
       " [([(60674, 1011, 135488000, 3.7)],\n",
       "   ['Air Terjun Simpang Kanan',\n",
       "    'Bekas Istana Kesultanan Asahan',\n",
       "    'Bukit Lawang Guide',\n",
       "    'Air Terjun Pantai Salak',\n",
       "    'Bukik Posuak Maek',\n",
       "    'Toba Lake Sibolahotang Beautiful Beach',\n",
       "    'Sembilantujuh Tour&Travel'])],\n",
       " [([(31523, 525, 70848826, 4.0)],\n",
       "   ['Puncak Paranginan,Aek Nabirong',\n",
       "    'Rumah Makan Irian',\n",
       "    'Tao Lake Rod Onang',\n",
       "    'Siba Island Resort'])],\n",
       " [([(25273, 421, 56990130, 4.0)],\n",
       "   ['Disparbud Dairi',\n",
       "    'Monkey Forest Umar Manik Sibaganding',\n",
       "    'Air Terjun Kemuning'])],\n",
       " [([(11662, 194, 26809217, 4.7)],\n",
       "   ['Tugu D.I Panjaitan', 'Tugu Simpang Empat', 'Setia Wisata'])],\n",
       " [([(28620, 477, 64411739, 4.0)],\n",
       "   ['Umbul Ejuk',\n",
       "    'Air Terjun Sempugen',\n",
       "    'Taman Wisata Simatahari Indah',\n",
       "    'Ksu Antara Travel'])],\n",
       " [([(40482, 675, 90714435, 3.4)],\n",
       "   ['Balai Datuk Setia Maharaja Negeri Serdang',\n",
       "    'Lau Perkoh',\n",
       "    'Lumban Binanga Beach Laguboti',\n",
       "    'Agrowisata Hidro Aa',\n",
       "    'Cis Tour & Travel'])],\n",
       " [([(53275, 888, 119081522, 3.4)],\n",
       "   ['Pt. Hikmah',\n",
       "    'Kuta Sukareme',\n",
       "    'Darul Umroh',\n",
       "    'Embae Tour & Travel',\n",
       "    'Bintang Johor Swimming Pool',\n",
       "    'North Padang Lawas Regency',\n",
       "    'Air Terjun Sarasah Kajai'])],\n",
       " [([(49130, 819, 109890435, 3.9)],\n",
       "   ['Taman Sungai Padang',\n",
       "    'Darul Umroh',\n",
       "    'Air Terjun Pelangi Indah',\n",
       "    'Puncak Jb',\n",
       "    'Pulau Pigago',\n",
       "    'Muara Beach Beautiful',\n",
       "    'Berakit-Rakit Ke Hulu',\n",
       "    'Dunia Outbound Camp'])],\n",
       " [([(47751, 796, 106832652, 4.3)],\n",
       "   ['Taman Megawati',\n",
       "    'Pantai Pulau Putri',\n",
       "    'Taman Pesona Asri',\n",
       "    'Puncak Santai',\n",
       "    'Revolution Heroes Monument',\n",
       "    'Pt. Dairi Transport',\n",
       "    'Air Terjun Bertala'])],\n",
       " [([(44669, 744, 99998652, 4.0)],\n",
       "   ['One Heart Hill',\n",
       "    'Sumur Tua',\n",
       "    'Bakarang Simalem',\n",
       "    'Barusjahe',\n",
       "    'Pantai Pongkar',\n",
       "    'Namu Sira-Sira',\n",
       "    'Uruk Ndaholi'])],\n",
       " [([(20104, 335, 45528435, 3.6)],\n",
       "   ['Cis Tour & Travel',\n",
       "    'Batang Bahal',\n",
       "    'Biro Jasa',\n",
       "    'Pemandian Alam Bolang',\n",
       "    'Lau Teba Langkat'])],\n",
       " [([(37302, 622, 83663130, 3.9)],\n",
       "   ['Taman Benteng Lions Club',\n",
       "    'Letter Z',\n",
       "    'Musala Waterfall',\n",
       "    'Sp.Lau Petundal',\n",
       "    'Tinggi Raja',\n",
       "    'Pakpak Culture Association (Cgc)',\n",
       "    'Kantor Balai Taman Nasional Batang Gadis'])],\n",
       " [([(17757, 296, 40324217, 3.3)],\n",
       "   ['Monumen Equator',\n",
       "    'Puncak Hoza',\n",
       "    'Sumatra Tours Holiday & Jungle Trekking'])],\n",
       " [([(28274, 471, 63644522, 4.1)],\n",
       "   ['Silalahi I',\n",
       "    'Wisata Alam Siringo',\n",
       "    'Simanimbo Waterfall',\n",
       "    'Gedung Nasional Djauli Manik',\n",
       "    'Sopo Tinjak',\n",
       "    'Vihara Pubbarama Buddhist',\n",
       "    'Masjid Agung Kota Binjai'])],\n",
       " [([(30793, 513, 69230130, 3.8)],\n",
       "   ['Aek Kanopan',\n",
       "    'Perumahaan Azalea Asri',\n",
       "    'Kolam Pancing Asri',\n",
       "    'Perhadtian Air Panas Taman Wisata Sibayak',\n",
       "    'Museum Simalungun',\n",
       "    'Wisata Merci',\n",
       "    'Desa Adat Ragi Hotang Meat'])],\n",
       " [([(21595, 360, 48834565, 3.8)],\n",
       "   ['Masjid Agung Kota Binjai',\n",
       "    'Thermal Baths U.S.K Hineni',\n",
       "    'Lapangan Pasir Tanjung Balai',\n",
       "    'Pemandian Alam Bendungan Ginbers',\n",
       "    'Simonis',\n",
       "    'Samto Aek Rangat'])],\n",
       " [([(72726, 1212, 162212000, 3.8)],\n",
       "   ['North Namu Ukur',\n",
       "    'Pasar Kaget Kota Binjai',\n",
       "    'Puncak Jb',\n",
       "    'Tor Simago-Mago',\n",
       "    'Wisata Bah Kulistik',\n",
       "    'Pantai Barat Natal',\n",
       "    'Zam Zam Prima Persada. Pt',\n",
       "    'Sampuren Tutuen Sige'])],\n",
       " [([(20460, 341, 46317826, 4.2)],\n",
       "   ['Namo Cengkeh',\n",
       "    'Pt Wisata Habibah Berkah',\n",
       "    'Bersama Travel',\n",
       "    'Pantai Barat Natal'])],\n",
       " [([(45598, 760, 102058609, 3.7)],\n",
       "   ['Alam Wisata Danau Laut Tador',\n",
       "    'Kualuh Hulu',\n",
       "    'Tirtanadi Tower',\n",
       "    'Batu Gantung',\n",
       "    'Vihara Avalokitesvara',\n",
       "    'Cafe Goa Kaca',\n",
       "    'Rumah Makan Irian',\n",
       "    'Pantai Barat Natal',\n",
       "    'Dairi Regency'])],\n",
       " [([(40958, 683, 91769913, 3.9)],\n",
       "   ['Desa Adat Ragi Hotang Meat',\n",
       "    'Loket Satu Nusa',\n",
       "    'Stasiun Binjai',\n",
       "    'Lyza Outbount',\n",
       "    'Sumatra Jungle Trek',\n",
       "    'Gapura Wisata Alam Lae Mbilulu',\n",
       "    'Kolam Pancing Asri',\n",
       "    'Air Terjun Aek Nabontar'])],\n",
       " [([(31842, 531, 71556174, 4.0)],\n",
       "   ['Pt Wisata Habibah Berkah',\n",
       "    'Twins Travel',\n",
       "    'Elsasya Utama',\n",
       "    'Air Terjun Lenggo Geni',\n",
       "    'Batu Lobang Sibaganding'])],\n",
       " [([(30903, 515, 69474043, 3.3)],\n",
       "   ['Museum Zoologi',\n",
       "    'Pantai Pasir Putih Parparean',\n",
       "    'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.',\n",
       "    'Stasiun Binjai',\n",
       "    'Lyza Outbount',\n",
       "    'Air Terjun Simonang Monang'])],\n",
       " [([(36275, 605, 81385870, 4.1)],\n",
       "   ['Aek Sipaulak Hosa Loja',\n",
       "    'Elsasya Utama',\n",
       "    'Taman Selfie',\n",
       "    'Bus Wisata',\n",
       "    'Objek Wisata Pantai Ujung Sibolga',\n",
       "    'Air Terjun Sigura Gura',\n",
       "    'Pemandian Air Panas Tirto Kencono'])],\n",
       " [([(41147, 686, 92189000, 4.1)],\n",
       "   ['Bakarang Simalem',\n",
       "    'Ikan Larangan Lubuak Landua',\n",
       "    'Penatapan Pamah Simelir',\n",
       "    'Pantai Arta Indah',\n",
       "    'Taman Remaja Binjai',\n",
       "    'Sopo Tinjak',\n",
       "    'Pantai Pasir Putih Parbaba'])],\n",
       " [([(8964, 149, 20826696, 3.7)],\n",
       "   ['Oyo 1752 Hotel Wisata', 'Dokter Travel', 'Pasar Kaget Kota Binjai'])],\n",
       " [([(31259, 521, 70263435, 4.2)],\n",
       "   ['Wisata Sawah Koto',\n",
       "    'Air Travel Parsariran',\n",
       "    'Rosyid Orangutan Tours',\n",
       "    'Danau Sipogas',\n",
       "    'Masjid Agung Sumatera Utara',\n",
       "    'Puncak Santai'])],\n",
       " [([(18454, 308, 41869739, 4.0)],\n",
       "   ['Pusat Kuliner Kota Sibolga',\n",
       "    'Simpang Pantai Monyet',\n",
       "    'A8 Village',\n",
       "    'Lae Simbellen'])],\n",
       " [([(19476, 325, 44135913, 4.2)],\n",
       "   ['Telagah',\n",
       "    'Masjid Lama Kabanjahe',\n",
       "    'Embae Tour & Travel',\n",
       "    'Pemandian Air Panas - Batu Bara ( 50 )'])],\n",
       " [([(28025, 467, 63092391, 3.9)],\n",
       "   ['Pondok Wisata Lagundi Samosir',\n",
       "    'Gundaling',\n",
       "    'Pt. Npm Perwakilan On Bus',\n",
       "    'Pulau Beswesen Tanjungbalai',\n",
       "    'Masjid Raya Al Osmani',\n",
       "    'Bukit Lawang Ecotourism & Ecoproject',\n",
       "    'Tugu Silahi Sabungan'])],\n",
       " [([(16893, 282, 38408391, 4.2)],\n",
       "   ['Rosyid Orangutan Tours',\n",
       "    'Wisata Alam Experience Survive Champing',\n",
       "    'Landak River',\n",
       "    'Monumen Equator'])],\n",
       " [([(66351, 1106, 148076130, 3.8)],\n",
       "   ['Masjid Raya Kisaran Kota',\n",
       "    'Jembatan Sidikalang Wisata',\n",
       "    'Alam Wisata Danau Laut Tador',\n",
       "    'Waterpark Bima Utomo International',\n",
       "    'Pemandian Pulau Batu (Pulbat)',\n",
       "    'Danau Laut Tinggal',\n",
       "    'Pantai Barat',\n",
       "    'Air Terjun Sipagogo'])],\n",
       " [([(30445, 507, 68458478, 3.9)],\n",
       "   ['Letter Z',\n",
       "    'Luppatan Tali - Tali',\n",
       "    'Air Terjun Binanga Bolon',\n",
       "    'Air Terjun Lumban Rang',\n",
       "    \"Penginapan King's Ambarita\",\n",
       "    'Pt. Dairi Transport',\n",
       "    'Pt. Jsa Tour & Travel',\n",
       "    'Perumahaan Azalea Asri'])],\n",
       " [([(29736, 496, 66886348, 3.8)],\n",
       "   ['Bukit Tara Bunga',\n",
       "    'Plta Sipansihaporas',\n",
       "    'Lumban Binanga Beach Laguboti',\n",
       "    'Bukit Teletubies',\n",
       "    'Loket Satu Nusa'])],\n",
       " [([(33248, 554, 74673826, 4.1)],\n",
       "   ['Pasir Putih Porsea',\n",
       "    'Warung Info Wisata',\n",
       "    'Pemandian Air Panas Sibayak Mardinding Julu',\n",
       "    'Kolam Pancing Sapat',\n",
       "    'Pemandian Pulau Batu (Pulbat)',\n",
       "    'De Hole Laguna',\n",
       "    'Museum Simalungun'])],\n",
       " [([(19947, 332, 45180304, 4.0)],\n",
       "   ['Danau Teratai', 'Bandar Pulau', 'Sopo Tinjak', 'Bukit Lawang Explore'])],\n",
       " [([(53954, 899, 120587130, 4.0)],\n",
       "   ['Air Terjun Malakkut',\n",
       "    'Pantai Bukit Malintang Buburan',\n",
       "    'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )',\n",
       "    'Silalahi I',\n",
       "    'Rm Batunadua Indah',\n",
       "    'Pt. Dairi Transport',\n",
       "    'Mangrove Tour Lubuk Kertang',\n",
       "    'Panatapan Sileme-Leme',\n",
       "    'Lapangan Tengku Amir Hamzah Stabat'])],\n",
       " [([(37327, 622, 83718565, 4.2)],\n",
       "   ['Wisata Bah Kulistik',\n",
       "    'Medan City Tour',\n",
       "    'Gundaling',\n",
       "    'Penatapan Pamah Simelir',\n",
       "    'Penatapen Doulu',\n",
       "    'Tao Lake Rod Onang'])],\n",
       " [([(31490, 525, 70775652, 4.1)],\n",
       "   ['Saba Napa',\n",
       "    'Gedung Bks Pps',\n",
       "    'Setia Wisata',\n",
       "    'Efrata Waterfall',\n",
       "    'Merci Waterboom',\n",
       "    'Pt Farnaz Utama',\n",
       "    'North Namu Ukur',\n",
       "    'Paranggiran Raja Silahisabungan'])],\n",
       " [([(54370, 906, 121509565, 3.9)],\n",
       "   ['Jembatan Sidikalang Wisata',\n",
       "    'Lau Bengkelade Kuta',\n",
       "    'Abadas Jaya',\n",
       "    'Uruk Ndaholi',\n",
       "    'Tobasa',\n",
       "    'Taman Selfie',\n",
       "    'Konservasi Sungai Kukam',\n",
       "    'Budaya Resto'])],\n",
       " [([(42573, 710, 95351000, 3.9)],\n",
       "   ['Tugu Pahlawan Revolusi',\n",
       "    'Tinggi Raja',\n",
       "    'Medan City Tour',\n",
       "    'Ikan Larangan Lubuak Landua',\n",
       "    'Sitinjo',\n",
       "    'Simpang Bantoon',\n",
       "    'Pool Bus Intra',\n",
       "    'Pemandian Air Panas Tirto Kencono',\n",
       "    'Gang Bengkok Old Mosque'])],\n",
       " [([(34489, 575, 77425609, 4.4)],\n",
       "   ['Desa S.Kalangan Ii',\n",
       "    'Bair Falls',\n",
       "    'Waterpark Bima Utomo International',\n",
       "    'Azizi Mosque',\n",
       "    'Pemandu Bukit Lawang'])],\n",
       " [([(18497, 308, 41965087, 4.0)],\n",
       "   ['Taman Benteng Lions Club',\n",
       "    'Berakit-Rakit Ke Hulu',\n",
       "    'Masjid Agung Sibolga'])],\n",
       " [([(24376, 406, 55001130, 4.2)],\n",
       "   ['Beach Island Karang',\n",
       "    'Pantai Pasir Putih Parparean',\n",
       "    'Tour Accomodation',\n",
       "    'Pasar Kaget Kota Binjai',\n",
       "    'Bukit Burung',\n",
       "    'Gang Bengkok Old Mosque'])],\n",
       " [([(41272, 688, 92466174, 4.0)],\n",
       "   ['Batang Gadis National Park',\n",
       "    'Awaliyah Tour And Travel',\n",
       "    'Lapangan Pasir',\n",
       "    'Botanical Samosir',\n",
       "    'Aek Milas Paringgonan Sibuhuan',\n",
       "    'Delta'])],\n",
       " [([(34314, 572, 77037565, 4.0)],\n",
       "   ['Ekowisata Mangrove',\n",
       "    'Warisan Dunia Minimini',\n",
       "    'Tapian Puti',\n",
       "    'Danau Cipogas Rohul',\n",
       "    'Tinggi Raja'])],\n",
       " [([(24665, 411, 55641957, 4.2)],\n",
       "   ['Twa Lau Debuk-Debuk',\n",
       "    'Millenium Wisata Indah Pt',\n",
       "    'Penatapan Pamah Simelir',\n",
       "    'Sumatra Jungle Trek',\n",
       "    'Wisata Air Parsariran'])],\n",
       " [([(45339, 756, 101484304, 4.2)],\n",
       "   ['Azizi Mosque',\n",
       "    'Padang Lawas Regency',\n",
       "    'Puncak Jb',\n",
       "    'Tugu Sitio',\n",
       "    'Sopo Tinjak',\n",
       "    'Sidebuk Debuk Thermal Baths Berastagi',\n",
       "    'Pt. Hikmah',\n",
       "    'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)'])],\n",
       " [([(59204, 987, 132228435, 3.8)],\n",
       "   ['Bendungan Lau Si Meimei',\n",
       "    'Pondok Pisang',\n",
       "    'Explore Bahorok Adventure Trip',\n",
       "    'Pulau Samosir',\n",
       "    'Pantai Ketam',\n",
       "    'Wisata Pulau Spantiang'])],\n",
       " [([(15399, 257, 35095609, 3.8)],\n",
       "   ['Yayasan Perguruan Sisingamangaraja',\n",
       "    'Masjid Lama Gang Bengkok',\n",
       "    'Bagan Percut',\n",
       "    'Sp.Lau Petundal'])],\n",
       " [([(72255, 1204, 161167609, 3.6)],\n",
       "   ['Taman Kebun Bunga èŒ  榀¢ 圀™',\n",
       "    'Umbul Ejuk',\n",
       "    'Air Terjun Kemuning',\n",
       "    'Pasir Putih Porsea',\n",
       "    'Pt Pelangi Wisata',\n",
       "    'Air Terjun Saringgana',\n",
       "    'Taman Rekreasi Kong Mah',\n",
       "    'Saba Napa',\n",
       "    'Pantai Malaya'])],\n",
       " [([(29727, 495, 66866391, 3.7)],\n",
       "   ['Dairi Regency',\n",
       "    'Sabah Simelir',\n",
       "    'Pelangi Nusantara',\n",
       "    'Bendungan Batang Tongar',\n",
       "    'Taman Gajah Mada',\n",
       "    'Lyza Outbount',\n",
       "    'Air Panas Simolap'])],\n",
       " [([(55643, 927, 124332304, 4.0)],\n",
       "   ['Baneara, Partungko Naginjang',\n",
       "    'Welterbeminimini',\n",
       "    'Taman Sungai Padang',\n",
       "    'Pulau Poncan',\n",
       "    'Panatapan Parhalow',\n",
       "    'Samto Aek Rangat',\n",
       "    'Air Terjun Pongkar',\n",
       "    'Pool Bus Intra',\n",
       "    'Air Terjun Linggahara-Rantau Prapat'])],\n",
       " [([(5823, 97, 13861870, 4.0)],\n",
       "   ['Bukit Lawang Wisata Alam',\n",
       "    'Pt. Jsa Tour & Travel',\n",
       "    'Penatapan Pamah Simelir'])],\n",
       " [([(33895, 565, 76108478, 3.8)],\n",
       "   ['Bukit Lawang Trip',\n",
       "    'Pemandian Air Panas - Batu Bara ( 50 )',\n",
       "    'Puncak Bukit Manalise Aek Buro',\n",
       "    'Taman Sri Deli',\n",
       "    'Taman Bunga',\n",
       "    'Pantai Sikabau'])],\n",
       " [([(38047, 634, 85315087, 4.0)],\n",
       "   ['Abadas Jaya',\n",
       "    'Museum Huta Bolon Simanindo',\n",
       "    'Taman Remaja Binjai',\n",
       "    'Air Terjun Tarunggang',\n",
       "    'Darul Umroh',\n",
       "    'Dunia Outbound Camp',\n",
       "    'Royal Palace Nafis Jackson'])],\n",
       " [([(37057, 618, 83119870, 4.0)],\n",
       "   ['Bukit Lawang Explore',\n",
       "    'Kolam Renang Pesona Wisata',\n",
       "    'Wisata Pulau Spantiang',\n",
       "    'Revolution Heroes Monument',\n",
       "    'Titi Gantung Bridge',\n",
       "    'Parhallow Viewpoint And Coffee Shop'])],\n",
       " [([(50909, 848, 113835174, 4.0)],\n",
       "   ['Ambar Onan Runggu',\n",
       "    'Bukit Lawang Explore',\n",
       "    'Sabah Simelir',\n",
       "    'Taman Sungai Padang',\n",
       "    'Taman Cadika Pramuka',\n",
       "    'Pasar Tomok',\n",
       "    'Malay Street Medan'])],\n",
       " [([(32705, 545, 73469783, 4.0)],\n",
       "   ['Pantai Cermin Theme Park & Resort Hotel', 'Muaraopu', 'Kebun Madu Efi'])],\n",
       " [([(30910, 515, 69489565, 4.0)],\n",
       "   ['Bat Cave, Bukit Lawang',\n",
       "    'Vihara Avalokitesvara',\n",
       "    'Pemandian Pulau Batu (Pulbat)',\n",
       "    'Kantor Balai Taman Nasional Batang Gadis',\n",
       "    'Air Terjun Taman Eden 100, Tobasa',\n",
       "    'Toba Lake Sibolahotang Beautiful Beach',\n",
       "    'Wisata Alam Datuk'])],\n",
       " [([(37856, 631, 84891565, 4.0)],\n",
       "   ['Counters Kupj Simpang Sei Kopas',\n",
       "    'Namo Cengkeh',\n",
       "    'Air Terjun Betala',\n",
       "    'Simpang Bantoon',\n",
       "    'Hotel Wisata Indah',\n",
       "    'Sumatra Tours Holiday & Jungle Trekking'])],\n",
       " [([(38211, 637, 85678739, 3.6)],\n",
       "   ['Twins Travel',\n",
       "    'Langkat Regency',\n",
       "    'Objek Wisata Maggrove Sisarahili Ts',\n",
       "    'Botanical Samosir',\n",
       "    'Pantai Barat',\n",
       "    'Desa Adat Ragi Hotang Meat',\n",
       "    'Bagan Percut'])],\n",
       " [([(59020, 984, 131820435, 4.3)],\n",
       "   ['Taman Gajah Mada',\n",
       "    'Wisata Pulau Spantiang',\n",
       "    'Pantai Sikabau',\n",
       "    'Jembatan Dalik Lubuk Sikaping',\n",
       "    'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)',\n",
       "    'Masjid Raya Nur Addin',\n",
       "    'Pusat Kuliner Kota Sibolga'])],\n",
       " [([(33981, 566, 76299174, 4.0)],\n",
       "   ['Puncak Anai',\n",
       "    'Dokter Travel',\n",
       "    'Putri Cahaya Travel',\n",
       "    'Tao Lake Rod Onang'])]]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = df[\"Tempat Wisata\"]\n",
    "criteria = tercriteria(data)\n",
    "print(len(criteria))\n",
    "#criteria"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[([(33248, 554, 74673826, 4.1)],\n",
       "  ['Pasir Putih Porsea',\n",
       "   'Warung Info Wisata',\n",
       "   'Pemandian Air Panas Sibayak Mardinding Julu',\n",
       "   'Kolam Pancing Sapat',\n",
       "   'Pemandian Pulau Batu (Pulbat)',\n",
       "   'De Hole Laguna',\n",
       "   'Museum Simalungun'])]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pr = parentselect(criteria)\n",
    "pr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array(['Chinatown Medan', 'Luppatan Tali - Tali', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Batu Lobang Sibaganding', 'Fortress Seven Layer', 'Vania Travel',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Pantai Buih', 'Musala Waterfall', 'Masjid Raya Nur Addin',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Pulau Pigago', 'Puncak Saragodung', 'Pantai Batu Rusa',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Wisata Alam \"Panatapan Parupuk Julu\"', 'Tapian Siri-Siri Syariah',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Masjid Agung Sibolga', 'Vania Travel', 'Wisata Bah Kulistik',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Cis Tour & Travel', 'Sopo Partungkoan',\n",
       "        'Pt. Npm Perwakilan On Bus', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Pantai Pelawan', 'Cis Tour & Travel', 'Batak Museum',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Pantai Simallo', 'Pantai Kenangan', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Pantai Pasir Putih', 'Pantai Sikabau', 'Alun Alun Kota Kisaran',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Air Terjun Pongkar',\n",
       "        'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U59'),\n",
       " array(['Sampuren Tutuen Sige', 'Aek Kanopan', 'Chinatown Medan',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Loket Bus Bintang Utara', 'Bendungan Batang Tongar',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Pantai Indah Sipinggan', 'Bendungan Lau Si Meimei',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Halo Angso Duo Pratama Bro. Pt', 'Putri Cahaya Travel',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Kolam Pancing Asri', 'Kupu-Kupu Garden Guest House & Cafe',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Bekas Istana Kesultanan Asahan', 'Simpang Bantoon',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Pasir Putih Janggawari', 'Pemandian Alam Agape',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Sri Supramaniyam Temple', 'Pantai Malaya', 'Sri Deli Park',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Gedung Bks Pps', 'Cafe Goa Kaca', 'T.Garden',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Cafe Goa Kaca', 'Pesanggrahan Bung Karno', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Danau Sipogas', 'Kota Padang Sidempuan', 'Agen Bus Karina',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Armaya Wisata Alam', 'Danau Linting',\n",
       "        'Toba Lake Sibolahotang Beautiful Beach', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Sabah Simelir', 'Konservasi Sungai Kukam',\n",
       "        'Air Terjun Linggahara-Rantau Prapat', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Jembatan Tano Ponggol', 'Pasir Putih Janggawari', 'Pondok Pisang',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U63'),\n",
       " array(['Tumori Traditional Village',\n",
       "        'Taman Kebun Bunga èŒ  榀¢ 圀™', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Bukit Lawang Planet Hijau', 'Mora Indah', 'West Kisaran',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Elsasya Utama', 'Mester Bukit Lawang (Tour Guide)', 'Sbv',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Air Terjun Linggahara-Rantau Prapat', 'Aek Kanopan',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Alun Alun Kota Kisaran', 'Lorong Indah', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Air Terjun Situak Lotik Iii', 'Air Terjun Pongkar',\n",
       "        'Agrowisata Hidro Aa', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Puncak Tonang', 'Azizi Mosque', 'Air Terjun Pongkar',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Alun Alun Kota Kisaran', 'Pasar Kaget Kota Binjai',\n",
       "        'Pool Bus Intra', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U44'),\n",
       " array(['Pantai Teluk Kerang', 'Delta', 'Masjid Raya Stabat',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Taman Cadika Pramuka', 'Pantai Batu Rusa', 'Batang Bahal',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U59'),\n",
       " array(['Wisata Pancing Sungai Bedera', 'Sembilantujuh Tour&Travel',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Little India Medan', 'Panatapan Sileme-Leme',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Welterbeminimini', 'Garunggang', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Danau Laut Tinggal', 'Bukit Lawang Orangutan Trekking',\n",
       "        'Pantai Pasir Putih', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Lapangan Tengku Amir Hamzah Stabat',\n",
       "        'Wisata Pancing Sungai Bedera', 'Bukitlawang Trek',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Danau Sipogas', 'Handreva Tour', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Air Terjun Tarunggang', 'Bukitlawang Trek', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Masjid Al Istiqomah', 'Perkebunan Londut', 'Taman Edukasi Binjai',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Pusat Informasi Geopark Kaldera Toba Sigulatti',\n",
       "        'Wisata Sawah Koto', 'Bukit Travel Gibeon', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U46'),\n",
       " array(['Air Terjun Lumban Rang', 'Air Soda Kabupaten Karo',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Masjid Agung Kota Binjai', 'Sabah Simelir', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Bayu Lagoon Resto & Taman Rekreasi', 'Pemandian Alam Bolang',\n",
       "        'Armaya Wisata Alam', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Bendungan Batang Tongar', 'Puncak Santai', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Makam Ompung Parmata Sapihak', 'Hendreva Tour',\n",
       "        'Objek Wisata Budaya Batu Kursi Raja Siallagan',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U45'),\n",
       " array(['Museum Kota Tebing Tinggi',\n",
       "        'Wisata Alam Experience Survive Champing', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Pantai Pulau Putri', 'Gapura Wisata Alam Lae Mbilulu',\n",
       "        'Salib Kasih', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U45'),\n",
       " array(['Rm Batunadua Indah', 'Pasar Kaget Kota Binjai',\n",
       "        'Wisata Alam Siringo', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Pemandian Sidamanik', 'Little India Medan', 'Agrowisata Hidro Aa',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U53'),\n",
       " array(['Lau Teba Langkat', 'Stasiun Binjai', 'Agen Bus Karina',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['North Padang Lawas Regency', 'Hotel Pesona Wisata',\n",
       "        'Masjid Agung Sibolga', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Beranda Madina', 'Taman Bunga', 'Bukit Lawang Trip',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Wisata Pemandian Water Hill', 'Kolam Pancing Asri',\n",
       "        'Bukit Lawang Wisata Alam', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Wisata Alam', 'Pantai Bul Bul', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Danau Linting', 'Bagan Percut', 'Air Terjun Simonang Monang',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Sibio-Bio Advanture Park', 'Tahura (Taman Hutan Raya)',\n",
       "        'Taman Rekreasi Kong Mah', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['The Le Hu Garden',\n",
       "        'Pusat Informasi Geopark Kaldera Toba Sigulatti',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U46'),\n",
       " array(['Counters Kupj Simpang Sei Kopas', 'Vihara Pekong Lima',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U46'),\n",
       " array(['Taman Alamta Jaya', 'Taman Sri Deli',\n",
       "        'Wisata Alam Experience Survive Champing', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Wisata Taman Merci', 'The Heritage', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Pantai Pelawan', 'Museum Simalungun', 'Putri Cahaya Travel',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Danau Sipogas', 'Tinggi Raja', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U45'),\n",
       " array(['Air Terjun Simpang Kanan', 'Bekas Istana Kesultanan Asahan',\n",
       "        'Bukit Lawang Guide', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Puncak Paranginan,Aek Nabirong', 'Rumah Makan Irian',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Disparbud Dairi', 'Monkey Forest Umar Manik Sibaganding',\n",
       "        'Air Terjun Kemuning', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Tugu D.I Panjaitan', 'Tugu Simpang Empat', 'Setia Wisata',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Umbul Ejuk', 'Air Terjun Sempugen', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Balai Datuk Setia Maharaja Negeri Serdang', 'Lau Perkoh',\n",
       "        'Lumban Binanga Beach Laguboti', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Pt. Hikmah', 'Kuta Sukareme', 'Darul Umroh',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Taman Sungai Padang', 'Darul Umroh', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Taman Megawati', 'Pantai Pulau Putri', 'Taman Pesona Asri',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['One Heart Hill', 'Sumur Tua', 'Bakarang Simalem',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Cis Tour & Travel', 'Batang Bahal', 'Biro Jasa',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Taman Benteng Lions Club', 'Letter Z', 'Musala Waterfall',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Monumen Equator', 'Puncak Hoza',\n",
       "        'Sumatra Tours Holiday & Jungle Trekking', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Silalahi I', 'Wisata Alam Siringo', 'Simanimbo Waterfall',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Aek Kanopan', 'Perumahaan Azalea Asri', 'Kolam Pancing Asri',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Masjid Agung Kota Binjai', 'Thermal Baths U.S.K Hineni',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['North Namu Ukur', 'Pasar Kaget Kota Binjai',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Namo Cengkeh', 'Pt Wisata Habibah Berkah', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Alam Wisata Danau Laut Tador', 'Kualuh Hulu', 'Tirtanadi Tower',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Desa Adat Ragi Hotang Meat', 'Loket Satu Nusa',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Pt Wisata Habibah Berkah', 'Twins Travel', 'Elsasya Utama',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Museum Zoologi', 'Pantai Pasir Putih Parparean',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U89'),\n",
       " array(['Aek Sipaulak Hosa Loja', 'Elsasya Utama', 'Taman Selfie',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Bakarang Simalem', 'Ikan Larangan Lubuak Landua',\n",
       "        'Penatapan Pamah Simelir', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Oyo 1752 Hotel Wisata', 'Dokter Travel',\n",
       "        'Pasar Kaget Kota Binjai', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Wisata Sawah Koto', 'Air Travel Parsariran',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Pusat Kuliner Kota Sibolga', 'Simpang Pantai Monyet',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Telagah', 'Masjid Lama Kabanjahe', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Pondok Wisata Lagundi Samosir', 'Gundaling',\n",
       "        'Pt. Npm Perwakilan On Bus', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Rosyid Orangutan Tours',\n",
       "        'Wisata Alam Experience Survive Champing', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Masjid Raya Kisaran Kota', 'Jembatan Sidikalang Wisata',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Letter Z', 'Luppatan Tali - Tali', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Bukit Tara Bunga', 'Plta Sipansihaporas',\n",
       "        'Lumban Binanga Beach Laguboti', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Pasir Putih Porsea', 'Warung Info Wisata',\n",
       "        'Pemandian Air Panas Sibayak Mardinding Julu',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Danau Teratai', 'Bandar Pulau', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Air Terjun Malakkut', 'Pantai Bukit Malintang Buburan',\n",
       "        'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U59'),\n",
       " array(['Wisata Bah Kulistik', 'Medan City Tour', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Saba Napa', 'Gedung Bks Pps', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Jembatan Sidikalang Wisata', 'Lau Bengkelade Kuta',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Tugu Pahlawan Revolusi', 'Tinggi Raja', 'Medan City Tour',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Desa S.Kalangan Ii', 'Bair Falls',\n",
       "        'Waterpark Bima Utomo International', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Taman Benteng Lions Club', 'Berakit-Rakit Ke Hulu',\n",
       "        'Masjid Agung Sibolga', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Beach Island Karang', 'Pantai Pasir Putih Parparean',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Batang Gadis National Park', 'Awaliyah Tour And Travel',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Ekowisata Mangrove', 'Warisan Dunia Minimini', 'Tapian Puti',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Twa Lau Debuk-Debuk', 'Millenium Wisata Indah Pt',\n",
       "        'Penatapan Pamah Simelir', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Azizi Mosque', 'Padang Lawas Regency', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U53'),\n",
       " array(['Bendungan Lau Si Meimei', 'Pondok Pisang', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Yayasan Perguruan Sisingamangaraja', 'Masjid Lama Gang Bengkok',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Taman Kebun Bunga èŒ  榀¢ 圀™', 'Umbul Ejuk',\n",
       "        'Air Terjun Kemuning', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Dairi Regency', 'Sabah Simelir', 'Pelangi Nusantara',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Baneara, Partungko Naginjang', 'Welterbeminimini',\n",
       "        'Taman Sungai Padang', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Bukit Lawang Wisata Alam', 'Pt. Jsa Tour & Travel',\n",
       "        'Penatapan Pamah Simelir', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Bukit Lawang Trip', 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Abadas Jaya', 'Museum Huta Bolon Simanindo',\n",
       "        'Taman Remaja Binjai', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Bukit Lawang Explore', 'Kolam Renang Pesona Wisata',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Ambar Onan Runggu', 'Bukit Lawang Explore', 'Sabah Simelir',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Pantai Cermin Theme Park & Resort Hotel', 'Muaraopu',\n",
       "        'Kebun Madu Efi', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Bat Cave, Bukit Lawang', 'Vihara Avalokitesvara',\n",
       "        'Pemandian Pulau Batu (Pulbat)', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Counters Kupj Simpang Sei Kopas', 'Namo Cengkeh',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U43'),\n",
       " array(['Twins Travel', 'Langkat Regency',\n",
       "        'Objek Wisata Maggrove Sisarahili Ts', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43'),\n",
       " array(['Taman Gajah Mada', 'Wisata Pulau Spantiang', 'Pantai Sikabau',\n",
       "        'Kolam Pancing Sapat', 'Pemandian Pulau Batu (Pulbat)'],\n",
       "       dtype='<U53'),\n",
       " array(['Puncak Anai', 'Dokter Travel', 'Kolam Pancing Sapat',\n",
       "        'Pemandian Pulau Batu (Pulbat)'], dtype='<U43')]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs = crossover(pr, criteria)\n",
    "cs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "129"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(cs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                               Ksu Antara Travel\n",
       "1                                      A8 Village\n",
       "2      Air Terjun Sigarattung ( Sampuran Na Pitu)\n",
       "3               Air Terjun Taman Eden 100, Tobasa\n",
       "4                                     Abadas Jaya\n",
       "5                                     Aek Kanopan\n",
       "6                                    Aek Malapari\n",
       "7                                       Aek Milas\n",
       "8                  Aek Milas Paringgonan Sibuhuan\n",
       "9                          Aek Sipaulak Hosa Loja\n",
       "10                                     Aek Saroha\n",
       "11                                Agen Bus Karina\n",
       "12                            Agrowisata Hidro Aa\n",
       "13                              Air Panas Simolap\n",
       "14                        Air Soda Kabupaten Karo\n",
       "15                           Air Terjun Aek Matua\n",
       "16                          Air Terjun Aek Godang\n",
       "17                        Air Terjun Aek Nabontar\n",
       "18                       Air Terjun Binanga Bolon\n",
       "19                           Air Terjun Bah Salak\n",
       "20                              Air Terjun Betala\n",
       "21             Air Terjun Cirocai Sungai Pandahan\n",
       "22                              Air Terjun Efrata\n",
       "23                              Air Terjun Gorbus\n",
       "24                            Air Terjun Kemuning\n",
       "25                      Air Terjun Lembah Sipogas\n",
       "26                         Air Terjun Lenggo Geni\n",
       "27            Air Terjun Linggahara-Rantau Prapat\n",
       "28                         Air Terjun Lumban Rang\n",
       "29                            Air Terjun Malakkut\n",
       "                          ...                    \n",
       "576                         Wisata Madu Aek Nauli\n",
       "577               Wisata Makam Papan Tinggi Barus\n",
       "578                  Wisata Pancing Sungai Bedera\n",
       "579                        Wisata Pulau Spantiang\n",
       "580                  Wisata Rekreasi Danau Buatan\n",
       "581                             Wisata Sawah Koto\n",
       "582                               Wisata Sipinsur\n",
       "583                            Wisata Taman Merci\n",
       "584                                   Wisata Alam\n",
       "585                  Wisata Hutan Mangrove Perpat\n",
       "586                   Wisata Pemandian Water Hill\n",
       "587            Yayasan Perguruan Sisingamangaraja\n",
       "588                     Zam Zam Prima Persada. Pt\n",
       "589                            Air Terjun Baburai\n",
       "590                            Air Terjun Bertala\n",
       "591                           Air Terjun Kemuning\n",
       "592                    Air Terjun Sampuran Widuri\n",
       "593                           Air Terjun Sempugen\n",
       "594                   Air Terjun Situak Lotik Iii\n",
       "595                           Embae Tour & Travel\n",
       "596                       Konservasi Sungai Kukam\n",
       "597                           Museum Deli Serdang\n",
       "598                                 Old City Hall\n",
       "599                            Pantai Pasir Putih\n",
       "600                            Pasir Putih Porsea\n",
       "601                             Pelangi Nusantara\n",
       "602             Pemandian Air Panas Tirto Kencono\n",
       "603                     Travel Panyabungan Padang\n",
       "604                              Welterbeminimini\n",
       "605                                  Wisata Merci\n",
       "Name: Tempat Wisata, Length: 606, dtype: object"
      ]
     },
     "execution_count": 27,
>>>>>>> 2d671302635a972c35f91aa10b40f9c627584cfc
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
<<<<<<< HEAD
    "crite = parentselect(criteria)\n",
    "crite"
=======
    "data = df[\"Tempat Wisata\"]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "ename": "ZeroDivisionError",
     "evalue": "float division by zero",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mZeroDivisionError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-26-a1a90b13e780>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0minputan\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-6-f7e2581f299d>\u001b[0m in \u001b[0;36minputan\u001b[1;34m(param)\u001b[0m\n\u001b[0;32m     13\u001b[0m     \u001b[0mwaktu\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimasiWaktu\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjarak\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     14\u001b[0m     \u001b[0mbiaya\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimasiBiaya\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjarak\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 15\u001b[1;33m     \u001b[0mrate\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maverageRating\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpreproses_Rating\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     16\u001b[0m     \u001b[0minputt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjarak\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwaktu\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbiaya\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     17\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0minputt\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-5-6ffdabd77bb7>\u001b[0m in \u001b[0;36maverageRating\u001b[1;34m(preproses_Rating)\u001b[0m\n\u001b[0;32m     61\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpreproses_Rating\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     62\u001b[0m             \u001b[0mav\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpreproses_Rating\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 63\u001b[1;33m         \u001b[0maverage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mround\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mav\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpreproses_Rating\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     64\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0maverage\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mZeroDivisionError\u001b[0m: float division by zero"
     ]
    }
   ],
   "source": [
    "inputan(cs[0])"
>>>>>>> 2d671302635a972c35f91aa10b40f9c627584cfc
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}