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TA13
Commit c961a851 by Febby B. Simanjuntak
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Merge branch 'EA' into 'master'

Ea See merge request !3
parents 93912c0c f72f6292
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.ipynb_checkpoints/TA13-checkpoint.ipynb
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{
"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": 8,
"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": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('C:/Users/lenovo/TA13/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": 9,
"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": 10,
"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": 11,
"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": 12,
"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": 13,
"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": 14,
"metadata": {},
"outputs": [],
"source": [
"#printt.result()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2. Iterated Local Search"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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",
" 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": 16,
"metadata": {},
"outputs": [],
"source": [
"#printils.resultils()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.Evalutionary Algorithm"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"#Random Population\n",
"\n",
"def swappositions(list, pos1, pos2):\n",
" list[pos1], list[pos2] = list[pos2], list[pos1]\n",
" return list\n",
"\n",
"def setinput(data):\n",
" collect = []\n",
" dft = df[\"Tempat Wisata\"]\n",
" for i in range(len(data)):\n",
" tt = data[i]\n",
" tess = []\n",
" tess *= 0\n",
" for c in range (len(tt)):\n",
" tess.append(tt[c])\n",
" collect.append(tess)\n",
" return collect\n",
"\n",
"class evalutionary():\n",
" def listcrossover(data):\n",
" basic = []\n",
" for x in range(len(data)):\n",
" cc = inputan(data[x])\n",
" basic.append(cc)\n",
" return basic\n",
"\n",
" def populationnfitnes (data):\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 = generateTempatWisata(data);\n",
" if len(cri) > 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, 2)\n",
" for i in range (len (listdata)):\n",
" over = np.array_split(listdata[i], 2)\n",
" #offsp = np.append(cros[0], over[1])\n",
" tes = np.append(cros[0], over[1] )\n",
" offspring.append(tes)\n",
" return offspring\n",
"\n",
" def mutatuion(data):\n",
" rescross = []\n",
" for i in range(len(data)):\n",
" ck = data[i]\n",
" if len(ck) > 3:\n",
" swappositions(ck, 1, len(ck)-2)\n",
" rescross.append(ck)\n",
" return rescross\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"122\n"
]
}
],
"source": [
"data = df[\"Tempat Wisata\"]\n",
"criteria = evalutionary.tercriteria(data)\n",
"print(len(criteria))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[['Wisata Alam \"Panatapan Parupuk Julu\"',\n",
" 'Laterzhya Zimhuli',\n",
" 'Danau Pagaran Padang',\n",
" 'Taman Wisata Simatahari Indah',\n",
" 'Sembilantujuh Tour&Travel',\n",
" 'Warung Info Wisata',\n",
" 'Pusat Posko \"Teroh-Teroh.',\n",
" 'Sampuren Tutuen Sige'],\n",
" ['Simonis', 'Tugu Air Mancur Majestik', 'Tugu Jeruk Berastagi'],\n",
" ['Little India Medan',\n",
" 'Masjid Raya Nur Addin',\n",
" 'Wisata Merci',\n",
" 'Connectingjungle'],\n",
" ['Bekancan River',\n",
" 'Sp.Lau Petundal',\n",
" 'Pemandian Air Panas Goa Ergendang',\n",
" 'Gedung Bks Pps',\n",
" 'Masjid Al Osmani',\n",
" 'Bukit Senyum',\n",
" 'Mobil Wisata Medan'],\n",
" ['Air Terjun Simpang Kanan',\n",
" 'Rumah Makan Irian',\n",
" 'Bukit Lawang Planet Hijau',\n",
" 'Bukit Tara Bunga',\n",
" 'Simpang Pantai Monyet',\n",
" 'Siba Island Resort',\n",
" 'Mmtc Walking Street',\n",
" 'Amarjun Wisata',\n",
" 'Laterzhya Zimhuli'],\n",
" ['Bukit Senyum',\n",
" 'Objek Wisata Pantai Ujung Sibolga',\n",
" 'Connectingjungle',\n",
" 'Vihara Pekong Lima',\n",
" 'Padang Lawas Regency',\n",
" 'Pemandian Air Panas Goa Ergendang'],\n",
" ['Elsasya Utama',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'Pemandian Pulau Batu (Pulbat)',\n",
" 'Pantai Pongkar',\n",
" 'Beranda Madina',\n",
" 'Revolution Heroes Monument',\n",
" 'Ekowisata Mangrove'],\n",
" ['Desa S.Kalangan Ii',\n",
" 'Air Terjun Sibabo',\n",
" 'Puncak Paranginan,Aek Nabirong',\n",
" 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul',\n",
" 'Sansan Travel'],\n",
" ['Pantai Bukit Malintang Buburan',\n",
" 'West Kisaran',\n",
" 'Museum Huta Bolon Simanindo',\n",
" 'Pemandu Bukit Lawang',\n",
" 'Bukit Lawang Explore',\n",
" 'Tugu Becak Bsa Siantar',\n",
" 'Armaya Wisata Alam'],\n",
" ['Pemandian Air Panas Tirto Kencono',\n",
" 'Connectingjungle',\n",
" 'Tanjung Pura',\n",
" 'Agrowisata Hidro Aa',\n",
" 'Saf Travel Indo'],\n",
" ['Luppatan Tali - Tali',\n",
" 'Monumen Loko Uap Du Croo & Braun',\n",
" 'Air Terjun Nyarai',\n",
" 'Pinang City',\n",
" 'Taman Rekreasi Kong Mah',\n",
" 'Danau Tao Batang Onang'],\n",
" ['Danau Cipogas Rohul', 'Vihara Pekong Lima', 'Bakarang Simalem'],\n",
" ['Pasar Kaget Kota Binjai',\n",
" 'Bukit Travel Gibeon',\n",
" 'Sumatra Jungle Trek',\n",
" 'Tirtanadi Tower'],\n",
" ['Saba Napa',\n",
" 'Taman Alamta Jaya',\n",
" 'Tugu Silahi Sabungan',\n",
" 'Tugu Simpang Empat',\n",
" 'Berakit-Rakit Ke Hulu',\n",
" 'Air Terjun Ponot',\n",
" 'Mora Indah',\n",
" 'Objek Wisata Luak Gadang, Guguak Rang Pisang'],\n",
" ['Penatapen Doulu',\n",
" 'Salak Monument Pakkat',\n",
" 'Menara Pandang Simanindo',\n",
" 'Vania Travel'],\n",
" ['Bintang Johor Swimming Pool',\n",
" 'Puncak Bukit Manalise Aek Buro',\n",
" 'Barusjahe',\n",
" 'Wisata Air Parsariran',\n",
" 'Pt. Hikmah',\n",
" 'Lapangan Pasir',\n",
" 'Pantai Barat Natal'],\n",
" ['Paranggiran Raja Silahisabungan',\n",
" 'Danau Marambe',\n",
" 'Pondok Pisang',\n",
" 'Pemandian Air Panas Goa Ergendang',\n",
" 'Peceren Karo Village',\n",
" 'Dokter Travel',\n",
" 'Pantai Barat'],\n",
" ['Tangkahan',\n",
" 'Bair Falls',\n",
" 'Taman Sungai Padang',\n",
" 'Wisata Bendunga Sei Palis',\n",
" 'Pt. Npm Perwakilan On Bus',\n",
" 'Wisata Madu Aek Nauli'],\n",
" ['Lingga Cultural Village',\n",
" 'Kuta Sukareme',\n",
" 'Mangrove Tour Lubuk Kertang',\n",
" 'Pantai Kenangan',\n",
" 'Berakit-Rakit Ke Hulu',\n",
" 'Museum Pusaka Karo - Berastagi'],\n",
" ['Pemandian Pulau Batu (Pulbat)',\n",
" 'Muara Beach Beautiful',\n",
" 'Air Terjun Taga Hambing'],\n",
" ['Dokter Travel',\n",
" 'Dermaga Silalahi',\n",
" 'Handreva Tour',\n",
" 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™',\n",
" 'Museum Karo Lingga',\n",
" 'Air Terjun Efrata'],\n",
" ['Batu Marhosa', 'Tor Simago-Mago', 'Amarjun Wisata'],\n",
" ['Pantai Pelawan', 'Sp.Lau Petundal', 'Tugu Kol'],\n",
" ['Simanimbo Waterfall',\n",
" 'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan',\n",
" 'Taman Sri Deli',\n",
" 'Taman Megawati',\n",
" 'Travel Panyabungan Padang',\n",
" 'Benteng Jepang',\n",
" 'Wisata Merci'],\n",
" ['Rm Batunadua Indah',\n",
" 'Pt. Sky Ocean Travel',\n",
" 'Air Terjun Bertala',\n",
" 'Namo Cengkeh',\n",
" 'Pantai Arta Indah',\n",
" 'Air Terjun Sigura-Gura',\n",
" 'R.M Wisata Indah',\n",
" 'Masjid Raya Stabat'],\n",
" ['Tanjung Apek Beach',\n",
" 'Pool Bus Intra',\n",
" 'Air Terjun Cirocai Sungai Pandahan',\n",
" 'Pantai Indah Sipinggan',\n",
" 'Air Terjun Sipagogo',\n",
" 'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.',\n",
" 'Jembatan Poriaha',\n",
" 'Lokasi Wisata Pemandian Air Panas Sipoholon',\n",
" 'Berastagi'],\n",
" ['Wisata Alam \"Panatapan Parupuk Julu\"', 'Danau Marambe', 'Tor Simago-Mago'],\n",
" ['Air Terjun Sitiotio',\n",
" 'Romance Padi Perbaungan',\n",
" 'Wisata Alam Datuk',\n",
" 'Konservasi Sungai Kukam'],\n",
" ['Wisata Alam \"Panatapan Parupuk Julu\"',\n",
" 'Lumban Binanga Beach Laguboti',\n",
" 'T.Garden',\n",
" 'Saf Travel Indo',\n",
" 'Masjid Raya'],\n",
" ['Delta',\n",
" 'Wisata Bendunga Sei Palis',\n",
" 'Anugerah Soambaton Beach',\n",
" 'Pantai Ketam',\n",
" 'Explore Bahorok Adventure Trip',\n",
" 'Go Adventure Tour & Travel Indonesia',\n",
" 'Sampuren Tutuen Sige'],\n",
" ['Taman Danau Wisata Bunga Tujuh',\n",
" 'Museum Perkebunan Indonesia',\n",
" 'Kolam Pancing Asri',\n",
" 'Taman Bunga',\n",
" 'Salib Kasih',\n",
" 'Pantai Teluk Kerang'],\n",
" ['Gunung Pandan River Tourism Area',\n",
" 'Air Terjun Aek Godang',\n",
" 'Magic Eye 3d Art Museum'],\n",
" ['Objek Wisata Patamuan',\n",
" 'Vihara Budha Taman Iman',\n",
" 'Bus Wisata Medan',\n",
" 'Air Terjun Betala',\n",
" 'Wisata Merci'],\n",
" ['Air Terjun Tarunggang',\n",
" 'Twa Lau Debuk-Debuk',\n",
" 'Setia Wisata',\n",
" 'Museum Lubuk Pakam',\n",
" 'Medan City Tour'],\n",
" ['Masjid Raya',\n",
" 'Langkat Regency',\n",
" 'Luppatan Tali - Tali',\n",
" 'Travel Panyabungan Padang',\n",
" 'Armaya Wisata Alam'],\n",
" ['Toddler Garden Binjai',\n",
" 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)',\n",
" 'Tugu Air Mancur Majestik',\n",
" \"Penginapan King's Ambarita\",\n",
" 'Pantai Buih',\n",
" 'Pasir Putih Porsea',\n",
" 'Museum Pusaka Karo - Berastagi'],\n",
" ['Jembatan Dalik Lubuk Sikaping',\n",
" 'Kantor Balai Taman Nasional Batang Gadis',\n",
" 'Pakpak Culture Association (Cgc)',\n",
" 'Bukit Lawang Day Trek',\n",
" 'Masjid Lama Gang Bengkok',\n",
" 'Sialang Batu',\n",
" 'Menara Pandang Simanindo',\n",
" 'Air Terjun Kemuning',\n",
" 'Museum Kota Tebing Tinggi'],\n",
" ['Vihara Pubbarama Buddhist',\n",
" 'Sri Supramaniyam Temple',\n",
" 'Letter Z',\n",
" 'Salib Kasih Tarutung',\n",
" 'Danau Marambe',\n",
" 'Kota Padang Sidempuan',\n",
" 'Baneara, Partungko Naginjang',\n",
" 'Agrowisata Hidro Aa'],\n",
" ['Masjid Raya Nur Addin',\n",
" 'Masjid Raya Kisaran Kota',\n",
" 'Ikan Larangan Lubuak Landua',\n",
" 'Sp.Lau Petundal',\n",
" 'Danau Linting',\n",
" 'Pusat Kuliner Kota Sibolga'],\n",
" ['Vihara Budha Taman Iman',\n",
" 'Gunung Pandan River Tourism Area',\n",
" 'Jembatan Poriaha',\n",
" 'Air Terjun Sipagogo',\n",
" 'Monumen Halilintar',\n",
" 'Pt. Pmn Travel Bus',\n",
" 'Air Terjun Pantai Salak'],\n",
" ['Huta Bolon', 'Pulau Pigago', 'Namo Cengkeh'],\n",
" ['Museum Deli Serdang',\n",
" 'Silalahi I',\n",
" 'Pulau Malau',\n",
" 'Masjid Raya Al Osmani',\n",
" 'Mesjid Raya Al-Abror',\n",
" 'Masjid Raya Kisaran Kota',\n",
" 'Twins Travel',\n",
" 'Pakkodian Toba'],\n",
" ['Batu Lobang Sibaganding',\n",
" 'Taman Rekreasi Kong Mah',\n",
" 'Parhallow Viewpoint And Coffee Shop',\n",
" 'Garunggang',\n",
" 'Tourism Kuala Paret',\n",
" 'Air Terjun Nai Sogop',\n",
" 'Lyza Outbount',\n",
" 'Baneara, Partungko Naginjang'],\n",
" ['Taman Sungai Padang',\n",
" 'Ranika Surf',\n",
" 'Dolok Bunga Sirandorung',\n",
" 'Anugerah Soambaton Beach',\n",
" 'Pulau Pigago',\n",
" 'Lau Bingai',\n",
" 'Deleng Bencirus',\n",
" 'Air Terjun Pantai Salak'],\n",
" ['Pinang City',\n",
" 'Danau Teratai',\n",
" 'Stabat',\n",
" 'Masjid Raya Kisaran Kota',\n",
" 'Sumatra Orangutan Tours & Holidays',\n",
" 'Bukit Lawang Travel',\n",
" 'Kualuh Hulu'],\n",
" ['Pool Bus Intra',\n",
" 'Pinang City',\n",
" 'Dunia Outbound Camp',\n",
" 'Pakkodian Toba',\n",
" 'Lapangan Tengku Amir Hamzah Stabat',\n",
" 'Museum Negeri Sumatera Utara',\n",
" 'Tugu Air Mancur Majestik',\n",
" 'Parhonasan (Kebun Nenas) Sidumpe Anturi'],\n",
" ['Kolam Pancing Sapat',\n",
" 'Aman Wisata Citra Int. Pt',\n",
" 'Pusat Informasi Geopark Kaldera Toba Sigulatti',\n",
" 'Taman Alamta Jaya',\n",
" 'Mja Travel',\n",
" 'Wisata Sipinsur',\n",
" 'Pantai Pulau Putri',\n",
" 'Pt. Raya Utama Travel',\n",
" 'Lau Bengkelade Kuta'],\n",
" ['Revolution Heroes Monument', 'Tugu Sitio', 'Taman Benteng Lions Club'],\n",
" ['Museum Huta Bolon Simanindo',\n",
" 'Makam Ompung Parmata Sapihak',\n",
" 'Toba Lake Sibolahotang Beautiful Beach',\n",
" 'Air Terjun Sipagogo',\n",
" 'Bersama Travel',\n",
" 'Saf Travel Indo',\n",
" 'Danau Pagaran Padang',\n",
" 'Air Terjun Linggahara-Rantau Prapat',\n",
" 'Air Soda Kabupaten Karo'],\n",
" ['Bukit Lawang Tour Trekking',\n",
" 'Objek Wisata Luak Gadang, Guguak Rang Pisang',\n",
" 'Masjid Al Osmani',\n",
" 'Sini Suka Natural Bath Sibiru-Biru',\n",
" 'Air Travel Parsariran',\n",
" 'Medan City Tour',\n",
" 'Taman Edukasi Binjai',\n",
" 'The Kaldera'],\n",
" ['Garunggang', 'Dunia Outbound Camp', 'Rumah Wisata Sunggal'],\n",
" ['Lau Teba Langkat',\n",
" 'Air Terjun Bertala',\n",
" 'Na Ix-X',\n",
" 'Pemandian Alam Tirta Sayum Sabah',\n",
" 'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan',\n",
" 'Monumen Equator',\n",
" 'Indah Sipinggan Beach',\n",
" 'Kuta Sukareme'],\n",
" ['Bukik Posuak Maek', 'Sembilantujuh Tour&Travel', 'Salak Monument Pakkat'],\n",
" ['Merci Waterboom',\n",
" 'Sabah Simelir',\n",
" 'Masjid Agung Sibolga',\n",
" 'Batang Gadis National Park',\n",
" 'Aek Milas',\n",
" 'Pemandian Air Panas Rianiate'],\n",
" ['Pasir Putih Porsea',\n",
" 'Pantai La Terzhia Zhimehuli',\n",
" 'Bukit Suligi',\n",
" 'Bukit Lawang Day Trek',\n",
" 'Kualuh Hulu'],\n",
" ['Armaya Wisata Alam', 'Pt. Hikmah', 'Wisata Hutan Mangrove Perpat'],\n",
" ['Hotel Wisata Indah', 'Pulau Poncan', 'Lau Bengkelade'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Langkat Regency',\n",
" 'Bandar Pulau'],\n",
" ['Wisata Bendunga Sei Palis',\n",
" 'Pantai Tiram Tapakis',\n",
" 'The Kaldera',\n",
" 'The Le Hu Garden',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'Wisata Dakwah Okura',\n",
" 'Jln Dusun Lauseridi',\n",
" 'Welterbeminimini'],\n",
" ['Pt, Yy Traveling Tour And Travel',\n",
" 'Lake Toba Viewpoint',\n",
" 'Loket Satu Nusa',\n",
" 'Air Terjun Lembah Sipogas',\n",
" 'Sibio-Bio Advanture Park',\n",
" 'Umbul Ejuk'],\n",
" ['Tugu D.I Panjaitan', 'Monumen Halilintar', 'Taman Selfie'],\n",
" ['Tirtanadi Tower',\n",
" 'Danau Marambe',\n",
" 'Rm Batunadua Indah',\n",
" 'Warnawarni Stabat',\n",
" 'Air Terjun Kemuning',\n",
" 'Masjid Agung Sibolga',\n",
" 'Danau Sipogas'],\n",
" ['Taman Megawati',\n",
" 'Masjid Agung Sumatera Utara',\n",
" 'Lau Bengkelade',\n",
" 'Romance Padi Perbaungan',\n",
" 'Niagara Tanjung Raja',\n",
" 'Rumah Wisata Sunggal',\n",
" 'Masjid Al Osmani'],\n",
" ['Biro Jasa',\n",
" 'Kebun Binatang Simalingkar Medan',\n",
" 'Tugu Pramuka',\n",
" 'Pt Wisata Habibah Berkah',\n",
" 'Tugu Sejarah Perjuangan Asahan',\n",
" 'Sbv',\n",
" 'Pisang Pelangi',\n",
" 'Lake Toba Viewpoint',\n",
" 'Tapian Puti'],\n",
" ['Wisata Makam Papan Tinggi Barus',\n",
" 'Sansan Travel',\n",
" 'Taman Kebun Bunga èŒ  榀¢ 圀™',\n",
" 'Agrowisata Hidro Aa'],\n",
" ['Perumahaan Azalea Asri', 'Wisata Alam Datuk', 'Pasar Buah Berastagi'],\n",
" ['Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™',\n",
" 'Bukit Lawang Tour Trekking',\n",
" 'T.Garden',\n",
" 'Pantai Simallo',\n",
" 'Rudang Mayang',\n",
" 'Pakpak Culture Association (Cgc)',\n",
" 'Desa S.Kalangan Ii',\n",
" 'Wisata Alam Pohon Damai Simempar',\n",
" 'Tugu Sitio'],\n",
" ['Museum Huta Bolon Simanindo',\n",
" 'Lau Teba Langkat',\n",
" 'Sri Deli Park',\n",
" 'Gang Bengkok Old Mosque',\n",
" 'Dunia Outbound Camp',\n",
" 'Vania Travel',\n",
" 'Taman Balita Kota Binjai'],\n",
" ['Rumah Makan Irian', 'Hotel Wisata Indah', 'Namu Sira-Sira'],\n",
" ['Sibio-Bio Adventure Park',\n",
" 'Tobasa',\n",
" 'Wisata Alam',\n",
" 'A8 Village',\n",
" 'Uruk Ndaholi',\n",
" 'Warung Info Wisata',\n",
" 'Taman Sungai Padang'],\n",
" ['Sembilantujuh Tour&Travel',\n",
" 'Wisata Pemandian Water Hill',\n",
" 'Penatapan Pamah Simelir',\n",
" 'Vihara Pekong Lima',\n",
" 'Pantai Pasir Putih Parbaba',\n",
" 'Balai Datuk Setia Maharaja Negeri Serdang'],\n",
" ['Bukit Burung', 'Namu Sira-Sira', 'Warnawarni Stabat'],\n",
" ['Lapangan Pasir Tanjung Balai',\n",
" 'Pantai Cermin Theme Park & Resort Hotel',\n",
" 'Pemandian Air Panas Tirto Kencono',\n",
" 'Simanimbo Waterfall',\n",
" 'Taman Mejuah-Juah',\n",
" 'Air Terjun Gorbus'],\n",
" ['Danau Pagaran Padang',\n",
" 'Perwakilan Mandiri',\n",
" 'Vania Travel',\n",
" 'Objek Wisata Budaya Batu Kursi Raja Siallagan',\n",
" 'Bintang Johor Swimming Pool',\n",
" 'Kota Padang Sidempuan',\n",
" 'Pulau Samosir',\n",
" 'Kolam Renang Air Panas Mardinding Tiga Rasa'],\n",
" ['Bukit Lawang Ecotourism & Ecoproject',\n",
" 'Pelangi Nusantara',\n",
" 'Menara Tirtanadi',\n",
" 'Bakarang Simalem',\n",
" 'Puncak Paranginan,Aek Nabirong'],\n",
" ['Pisang Pelangi',\n",
" 'Delta',\n",
" 'Pulau Poncan',\n",
" 'Bukit Lawang Guide',\n",
" 'Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Air Terjun Taga Hambing',\n",
" 'Botanical Samosir',\n",
" 'West Kisaran',\n",
" 'Parks West Coast'],\n",
" ['Taman Wisata Simatahari Indah',\n",
" 'Masjid Al Osmani',\n",
" 'Bukit Lawang Trip',\n",
" 'Frog Rock Tour',\n",
" 'Kolam Pancing Asri',\n",
" 'Air Terjun Nai Sogop',\n",
" 'Rudang Mayang',\n",
" 'Toddler Garden Binjai',\n",
" 'Waterpark Ria'],\n",
" ['Jembatan Tano Ponggol', 'Wisata Alam', 'Thermal Baths U.S.K Hineni'],\n",
" ['Tourism Kuala Paret',\n",
" 'Dokter Travel',\n",
" 'Wisata Air Parsariran',\n",
" 'Pantai Pelawan',\n",
" 'Pulau Beswesen Tanjungbalai',\n",
" 'Bukit Lawang Guide',\n",
" 'Umbul Ejuk',\n",
" 'Bair Falls'],\n",
" ['Anugerah Soambaton Beach', 'Pasir Putih Janggawari', 'Hendreva Tour'],\n",
" ['Alam Wisata Danau Laut Tador',\n",
" 'Nice Trans Kisaran',\n",
" 'Taman Kebun Bunga èŒ  榀¢ 圀™'],\n",
" ['Tangkahan',\n",
" 'Masjid Raya Kisaran Kota',\n",
" 'Tts (Toru Tor Simarsayang) Cafe',\n",
" 'Replika Istana Serdang',\n",
" 'Vihara Tri Ratna',\n",
" 'Dolok Bunga Sirandorung',\n",
" 'Pondok Wisata Lagundi Samosir',\n",
" 'Pulau Samosir'],\n",
" ['Pantai Paris',\n",
" 'Bukit Gibeon (Yapim Taruna)',\n",
" 'Kantor Balai Taman Nasional Batang Gadis',\n",
" 'Tapian Siri-Siri Syariah',\n",
" 'Padang Lawas Regency',\n",
" 'Budaya Resto'],\n",
" ['Taman Bukit Gelanggang',\n",
" 'Jln Dusun Lauseridi',\n",
" 'Bukit Teletubies',\n",
" 'Bukit Lawang Wisata Alam',\n",
" 'Air Terjun Aek Godang',\n",
" 'Millenium Wisata Indah Pt'],\n",
" ['Musala Waterfall', 'Salib Kasih', 'Pantai Pulau Karang', 'Langkat Regency'],\n",
" ['Wisata Indonesia Itu Indah',\n",
" 'Lyza Outbount',\n",
" 'Masjid Agung Sibolga',\n",
" 'Danau Marambe'],\n",
" ['Barusjahe',\n",
" 'Kolam Pancing Sapat',\n",
" 'Air Terjun Sampuran Widuri',\n",
" 'Old City Hall',\n",
" 'Disparbud Dairi'],\n",
" ['Pasar Tomok',\n",
" 'Alaman Bolak Padang Nadimpu',\n",
" 'Air Terjun Betala',\n",
" 'Pemandian Alam Bolang',\n",
" 'Monkey Forest Umar Manik Sibaganding'],\n",
" ['Puncak Bukit Manalise Aek Buro',\n",
" 'Sialang Batu',\n",
" 'Pantai Sikilang',\n",
" 'Ksu Antara Travel',\n",
" 'Pawan Hot Water',\n",
" 'Dokter Travel',\n",
" 'Indah Sipinggan Beach',\n",
" 'Sri Deli Park',\n",
" 'Taman Gajah Mada'],\n",
" ['Abadas Jaya',\n",
" 'Wisata Air Parsariran',\n",
" 'Hotel Pesona Wisata',\n",
" 'Bukit Burung',\n",
" 'Botanical Samosir'],\n",
" ['Tirtanadi Tower',\n",
" 'Taman Benteng Lions Club',\n",
" 'Wisata Pulau Spantiang',\n",
" 'Lubuk Larangan Desa Padang Bulan',\n",
" 'Bukit Gibeon (Yapim Taruna)',\n",
" 'Masjid Al Osmani',\n",
" 'Tinggi Raja',\n",
" 'Sumur Tua',\n",
" 'Tumori Traditional Village'],\n",
" ['Air Terjun Betala',\n",
" 'Pemandian Air Panas Tirto Kencono',\n",
" 'Taman Bukit Gelanggang',\n",
" 'Taman Cadika Pramuka',\n",
" 'Titi Gantung Bridge',\n",
" 'Museum Pusaka Karo - Berastagi',\n",
" 'Panatapan Sileme-Leme'],\n",
" ['Taman Selfie',\n",
" 'Pantai Arta Indah',\n",
" 'Bekas Istana Kesultanan Asahan',\n",
" 'Pantai Kaca',\n",
" 'Aek Saroha',\n",
" 'Tugu Pramuka',\n",
" 'Sibolga Dutch Tunnel'],\n",
" ['Bersama Travel', 'Lake Toba Viewpoint', 'Mesjid Raya Al-Abror'],\n",
" ['Gunung Pandan River Tourism Area',\n",
" 'A8 Village',\n",
" 'Sbv',\n",
" 'Taman Wisata Alam, Pusat Latihan Gajah'],\n",
" ['Agrowisata Hidro Aa',\n",
" 'Na Ix-X',\n",
" 'Museum Deli Serdang',\n",
" 'Permata Asri Stabat',\n",
" 'Pakkodian Toba'],\n",
" ['Pemandian Alam Agape',\n",
" 'Titi Gantung Bridge',\n",
" 'Pemandian Alam Bolang',\n",
" 'Objek Wisata Maggrove Sisarahili Ts',\n",
" 'Bukit Senyum',\n",
" 'Danau Laut Tinggal',\n",
" 'Air Terjun Simonang Monang'],\n",
" ['Gang Bengkok Old Mosque',\n",
" 'Berastagi Local Guide',\n",
" 'The Heritage',\n",
" 'Pantai Pelawan',\n",
" 'Loket Satu Nusa'],\n",
" ['Tourism Kuala Paret',\n",
" 'One Heart Hill',\n",
" 'Patung Dewi Kwan Im',\n",
" 'Pusat Posko \"Teroh-Teroh.',\n",
" 'Taman Danau Wisata Bunga Tujuh',\n",
" 'Tirtanadi Tower',\n",
" 'Salak Monument Pakkat',\n",
" 'Stasiun Binjai'],\n",
" ['Pantai Tiram Tapakis',\n",
" 'Air Terjun Simonang Monang',\n",
" 'Air Terjun Sigura Gura',\n",
" 'Mora Indah',\n",
" 'Replika Istana Serdang',\n",
" 'Air Terjun Lumban Rang',\n",
" 'Air Panas Simolap',\n",
" 'Pantai Pasir Putih Parparean',\n",
" 'Objek Wisata Togindrawa Gua'],\n",
" ['Masjid Agung Islamic Centre Pasir Pengaraian Rohul',\n",
" 'Air Terjun Ponot',\n",
" 'Air Terjun Bah Salak',\n",
" 'Hotel Wisata Indah',\n",
" 'Air Terjun Kemuning',\n",
" 'Ende Holidays',\n",
" 'Bandar Pulau',\n",
" 'Batang Gadis National Park'],\n",
" ['Indah Sipinggan Beach',\n",
" 'Tor Simago-Mago',\n",
" 'Aek Milas Paringgonan Sibuhuan',\n",
" 'Tangkahan',\n",
" 'Air Terjun Baburai'],\n",
" ['Bukit Gibeon (Yapim Taruna)',\n",
" 'Danau Cipogas Rohul',\n",
" 'Bersama Travel',\n",
" 'Air Terjun Bertala',\n",
" 'Thermal Baths U.S.K Hineni',\n",
" 'Penatapen Doulu',\n",
" 'Parhallow Viewpoint And Coffee Shop',\n",
" 'Bahal Temple I'],\n",
" ['Azizi Mosque',\n",
" 'Bukit Lawang Trip',\n",
" 'Patung Dewi Kwan Im',\n",
" 'Pantai La Terzhia Zhimehuli',\n",
" 'Bendungan Batang Tongar',\n",
" 'Air Terjun Sempugen',\n",
" 'Kolam Renang Pesona Wisata'],\n",
" ['Rumah Wisata Sunggal',\n",
" 'Thermal Baths U.S.K Hineni',\n",
" 'Magic Eye 3d Art Museum',\n",
" 'Bekas Istana Kesultanan Asahan'],\n",
" ['Lau Gendang,Wisata Gua',\n",
" 'Kolam Renang Air Panas Mardinding Tiga Rasa',\n",
" 'Sibio-Bio Advanture Park',\n",
" 'Saf Travel Indo',\n",
" 'Wisata Air Parsariran',\n",
" 'Museum Simalungun',\n",
" 'Vihara Pubbarama Buddhist',\n",
" 'Air Terjun Efrata'],\n",
" ['Alam Wisata Danau Laut Tador',\n",
" 'Azizi Mosque',\n",
" 'Tempat Pengasingan Soekarno',\n",
" 'Welterbeminimini',\n",
" 'Tugu Pramuka',\n",
" 'Delta',\n",
" 'Struggle Monument Berastagi',\n",
" 'Yayasan Perguruan Sisingamangaraja'],\n",
" ['Batak Museum',\n",
" 'Puncak Bukit Galau',\n",
" 'Alun Alun Lubuk Sikpaing',\n",
" 'Bayu Lagoon Resto & Taman Rekreasi',\n",
" 'Puncak Jb',\n",
" 'Puncak Saragodung'],\n",
" ['Bukit Gibeon (Yapim Taruna)',\n",
" 'Dolok Bunga Sirandorung',\n",
" 'Air Terjun Sarasah Kajai',\n",
" 'Garunggang',\n",
" 'Puncak Paranginan,Aek Nabirong',\n",
" 'Tanah Lapang Merdeka Binjai'],\n",
" ['Landak River',\n",
" 'Lae Simbellen',\n",
" 'Lapangan Pasir',\n",
" 'Tanah Lapang Merdeka Binjai'],\n",
" ['Pertunjukan Tari Sigale Gale',\n",
" 'R.M Wisata Indah',\n",
" 'Jembatan Poriaha',\n",
" 'Asahan Regency'],\n",
" ['Pemandian Sidamanik',\n",
" 'Bukit Lawang Tour Trekking',\n",
" 'Pantai Simallo',\n",
" 'Air Terjun Malakkut',\n",
" 'Uruk Ndaholi',\n",
" 'Wisata Alam Aek Markusasak',\n",
" 'Twa Lau Debuk-Debuk',\n",
" 'Perkebunan Londut'],\n",
" ['Vihara Pekong Lima',\n",
" 'Puncak Saragodung',\n",
" 'Pasir Putih Janggawari',\n",
" 'Berastagi',\n",
" 'Batu Gajah',\n",
" 'Pemandian Alam Bendungan Ginbers',\n",
" 'Niagara Tanjung Raja',\n",
" 'Pantai Bukit Malintang Buburan',\n",
" \"Five Star Int'l Travel\"],\n",
" ['Peceren Karo Village',\n",
" 'Desa Adat Ragi Hotang Meat',\n",
" 'Lorong Indah',\n",
" 'Batu Gajah',\n",
" 'Pasir Putih Porsea'],\n",
" ['Sidebuk Debuk Thermal Baths Berastagi',\n",
" 'Dermaga Silalahi',\n",
" 'Tanjung Unta',\n",
" 'Danau Laut Tinggal'],\n",
" ['Halo Angso Duo Pratama Bro. Pt',\n",
" 'Museum Simalungun',\n",
" 'Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Bayu Lagoon Resto & Taman Rekreasi',\n",
" 'Berastagi',\n",
" 'Bair Falls',\n",
" 'Air Terjun Malakkut'],\n",
" ['Konservasi Sungai Kukam',\n",
" 'Cafe Goa Kaca',\n",
" 'Pantai Maligi',\n",
" 'Gedung Mabmi',\n",
" 'Rm Batunadua Indah',\n",
" 'Chinatown Medan',\n",
" 'Balai Datuk Setia Maharaja Negeri Serdang',\n",
" 'Tugu Pramuka',\n",
" 'Klenteng Gunung Timur'],\n",
" ['Sopo Partungkoan',\n",
" 'Pt Pelangi Wisata',\n",
" 'Pantai Cermin Theme Park & Resort Hotel',\n",
" 'Air Terjun Nyarai',\n",
" 'Tirtanadi Tower',\n",
" 'Wisata Pulau Spantiang',\n",
" 'Pantai Pasir Putih'],\n",
" ['Lapangan Pasir Tanjung Balai',\n",
" 'Wisata Taman Merci',\n",
" 'Taman Benteng Lions Club',\n",
" 'Pantai Pasir Putih Parparean',\n",
" 'Penatapan Pamah Simelir',\n",
" 'Wisata Alam Aek Markusasak'],\n",
" ['Kuta Sukareme',\n",
" 'Alun Alun Kota Kisaran',\n",
" 'Wisata Alam Siringo',\n",
" 'Terminal Berastagi'],\n",
" ['Mobil Wisata Medan',\n",
" 'Puncak Saragodung',\n",
" 'Air Terjun Sigarattung ( Sampuran Na Pitu)',\n",
" 'Rudang Mayang',\n",
" 'Winter Holidays',\n",
" 'Kualuh Hulu',\n",
" 'Muaraopu',\n",
" 'Tanjung Apek Beach',\n",
" 'Sialang Batu'],\n",
" ['Wisata Alam \"Panatapan Parupuk Julu\"',\n",
" 'Mandailing Natal Regency',\n",
" 'Pt. Hikmah',\n",
" 'Wisata Madu Aek Nauli',\n",
" 'Danau Teratai',\n",
" 'Berakit-Rakit Ke Hulu',\n",
" 'Pantai Maligi',\n",
" 'Efrata Waterfall']]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"criteria"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Langkat Regency',\n",
" 'Bandar Pulau']"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pr = evalutionary.parentselect(criteria)\n",
"pr"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Sembilantujuh Tour&Travel', 'Warung Info Wisata',\n",
" 'Pusat Posko \"Teroh-Teroh.', 'Sampuren Tutuen Sige'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Tugu Jeruk Berastagi'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Wisata Merci', 'Connectingjungle'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Masjid Al Osmani', 'Bukit Senyum', 'Mobil Wisata Medan'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Siba Island Resort', 'Mmtc Walking Street', 'Amarjun Wisata',\n",
" 'Laterzhya Zimhuli'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Vihara Pekong Lima', 'Padang Lawas Regency',\n",
" 'Pemandian Air Panas Goa Ergendang'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Beranda Madina', 'Revolution Heroes Monument',\n",
" 'Ekowisata Mangrove'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul',\n",
" 'Sansan Travel'], dtype='<U50'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Bukit Lawang Explore', 'Tugu Becak Bsa Siantar',\n",
" 'Armaya Wisata Alam'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Agrowisata Hidro Aa', 'Saf Travel Indo'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pinang City', 'Taman Rekreasi Kong Mah', 'Danau Tao Batang Onang'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Bakarang Simalem'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Sumatra Jungle Trek', 'Tirtanadi Tower'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Berakit-Rakit Ke Hulu', 'Air Terjun Ponot', 'Mora Indah',\n",
" 'Objek Wisata Luak Gadang, Guguak Rang Pisang'], dtype='<U44'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Menara Pandang Simanindo', 'Vania Travel'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pt. Hikmah', 'Lapangan Pasir', 'Pantai Barat Natal'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Peceren Karo Village', 'Dokter Travel', 'Pantai Barat'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Wisata Bendunga Sei Palis', 'Pt. Npm Perwakilan On Bus',\n",
" 'Wisata Madu Aek Nauli'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pantai Kenangan', 'Berakit-Rakit Ke Hulu',\n",
" 'Museum Pusaka Karo - Berastagi'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Air Terjun Taga Hambing'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™', 'Museum Karo Lingga',\n",
" 'Air Terjun Efrata'], dtype='<U39'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Amarjun Wisata'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Tugu Kol'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Travel Panyabungan Padang', 'Benteng Jepang', 'Wisata Merci'],\n",
" dtype='<U63'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pantai Arta Indah', 'Air Terjun Sigura-Gura', 'R.M Wisata Indah',\n",
" 'Masjid Raya Stabat'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.',\n",
" 'Jembatan Poriaha', 'Lokasi Wisata Pemandian Air Panas Sipoholon',\n",
" 'Berastagi'], dtype='<U89'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Tor Simago-Mago'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Wisata Alam Datuk', 'Konservasi Sungai Kukam'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Saf Travel Indo', 'Masjid Raya'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Explore Bahorok Adventure Trip',\n",
" 'Go Adventure Tour & Travel Indonesia', 'Sampuren Tutuen Sige'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Taman Bunga', 'Salib Kasih', 'Pantai Teluk Kerang'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Magic Eye 3d Art Museum'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Air Terjun Betala', 'Wisata Merci'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Museum Lubuk Pakam', 'Medan City Tour'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Travel Panyabungan Padang', 'Armaya Wisata Alam'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pantai Buih', 'Pasir Putih Porsea',\n",
" 'Museum Pusaka Karo - Berastagi'], dtype='<U53'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Sialang Batu', 'Menara Pandang Simanindo', 'Air Terjun Kemuning',\n",
" 'Museum Kota Tebing Tinggi'], dtype='<U40'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Danau Marambe', 'Kota Padang Sidempuan',\n",
" 'Baneara, Partungko Naginjang', 'Agrowisata Hidro Aa'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Sp.Lau Petundal', 'Danau Linting', 'Pusat Kuliner Kota Sibolga'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Monumen Halilintar', 'Pt. Pmn Travel Bus',\n",
" 'Air Terjun Pantai Salak'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Namo Cengkeh'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Mesjid Raya Al-Abror', 'Masjid Raya Kisaran Kota', 'Twins Travel',\n",
" 'Pakkodian Toba'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Tourism Kuala Paret', 'Air Terjun Nai Sogop', 'Lyza Outbount',\n",
" 'Baneara, Partungko Naginjang'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pulau Pigago', 'Lau Bingai', 'Deleng Bencirus',\n",
" 'Air Terjun Pantai Salak'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Sumatra Orangutan Tours & Holidays', 'Bukit Lawang Travel',\n",
" 'Kualuh Hulu'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Lapangan Tengku Amir Hamzah Stabat',\n",
" 'Museum Negeri Sumatera Utara', 'Tugu Air Mancur Majestik',\n",
" 'Parhonasan (Kebun Nenas) Sidumpe Anturi'], dtype='<U39'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Wisata Sipinsur', 'Pantai Pulau Putri', 'Pt. Raya Utama Travel',\n",
" 'Lau Bengkelade Kuta'], dtype='<U46'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Taman Benteng Lions Club'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Saf Travel Indo', 'Danau Pagaran Padang',\n",
" 'Air Terjun Linggahara-Rantau Prapat', 'Air Soda Kabupaten Karo'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Air Travel Parsariran', 'Medan City Tour', 'Taman Edukasi Binjai',\n",
" 'The Kaldera'], dtype='<U44'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Rumah Wisata Sunggal'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan',\n",
" 'Monumen Equator', 'Indah Sipinggan Beach', 'Kuta Sukareme'],\n",
" dtype='<U63'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Salak Monument Pakkat'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Batang Gadis National Park', 'Aek Milas',\n",
" 'Pemandian Air Panas Rianiate'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Bukit Lawang Day Trek', 'Kualuh Hulu'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Wisata Hutan Mangrove Perpat'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Lau Bengkelade'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Langkat Regency', 'Bandar Pulau'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )', 'Wisata Dakwah Okura',\n",
" 'Jln Dusun Lauseridi', 'Welterbeminimini'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Air Terjun Lembah Sipogas', 'Sibio-Bio Advanture Park',\n",
" 'Umbul Ejuk'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Taman Selfie'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Air Terjun Kemuning', 'Masjid Agung Sibolga', 'Danau Sipogas'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Niagara Tanjung Raja', 'Rumah Wisata Sunggal', 'Masjid Al Osmani'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque', 'Sbv',\n",
" 'Pisang Pelangi', 'Lake Toba Viewpoint', 'Tapian Puti'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Taman Kebun Bunga èŒ  榀¢ 圀™', 'Agrowisata Hidro Aa'],\n",
" dtype='<U41'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pasar Buah Berastagi'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pakpak Culture Association (Cgc)', 'Desa S.Kalangan Ii',\n",
" 'Wisata Alam Pohon Damai Simempar', 'Tugu Sitio'], dtype='<U39'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Dunia Outbound Camp', 'Vania Travel', 'Taman Balita Kota Binjai'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Namu Sira-Sira'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Uruk Ndaholi', 'Warung Info Wisata', 'Taman Sungai Padang'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Vihara Pekong Lima', 'Pantai Pasir Putih Parbaba',\n",
" 'Balai Datuk Setia Maharaja Negeri Serdang'], dtype='<U41'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Warnawarni Stabat'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Simanimbo Waterfall', 'Taman Mejuah-Juah', 'Air Terjun Gorbus'],\n",
" dtype='<U39'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Bintang Johor Swimming Pool', 'Kota Padang Sidempuan',\n",
" 'Pulau Samosir', 'Kolam Renang Air Panas Mardinding Tiga Rasa'],\n",
" dtype='<U45'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Bakarang Simalem', 'Puncak Paranginan,Aek Nabirong'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Air Terjun Taga Hambing', 'Botanical Samosir', 'West Kisaran',\n",
" 'Parks West Coast'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Air Terjun Nai Sogop', 'Rudang Mayang', 'Toddler Garden Binjai',\n",
" 'Waterpark Ria'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Thermal Baths U.S.K Hineni'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pulau Beswesen Tanjungbalai', 'Bukit Lawang Guide', 'Umbul Ejuk',\n",
" 'Bair Falls'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Hendreva Tour'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Taman Kebun Bunga èŒ  榀¢ 圀™'], dtype='<U41'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Vihara Tri Ratna', 'Dolok Bunga Sirandorung',\n",
" 'Pondok Wisata Lagundi Samosir', 'Pulau Samosir'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Tapian Siri-Siri Syariah', 'Padang Lawas Regency', 'Budaya Resto'],\n",
" dtype='<U40'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Bukit Lawang Wisata Alam', 'Air Terjun Aek Godang',\n",
" 'Millenium Wisata Indah Pt'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pantai Pulau Karang', 'Langkat Regency'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Masjid Agung Sibolga', 'Danau Marambe'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Old City Hall', 'Disparbud Dairi'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pemandian Alam Bolang', 'Monkey Forest Umar Manik Sibaganding'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Dokter Travel', 'Indah Sipinggan Beach', 'Sri Deli Park',\n",
" 'Taman Gajah Mada'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Bukit Burung', 'Botanical Samosir'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Masjid Al Osmani', 'Tinggi Raja', 'Sumur Tua',\n",
" 'Tumori Traditional Village'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Titi Gantung Bridge', 'Museum Pusaka Karo - Berastagi',\n",
" 'Panatapan Sileme-Leme'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Aek Saroha', 'Tugu Pramuka', 'Sibolga Dutch Tunnel'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Mesjid Raya Al-Abror'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque', 'Sbv',\n",
" 'Taman Wisata Alam, Pusat Latihan Gajah'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Permata Asri Stabat', 'Pakkodian Toba'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Bukit Senyum', 'Danau Laut Tinggal', 'Air Terjun Simonang Monang'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pantai Pelawan', 'Loket Satu Nusa'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Taman Danau Wisata Bunga Tujuh', 'Tirtanadi Tower',\n",
" 'Salak Monument Pakkat', 'Stasiun Binjai'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Air Terjun Lumban Rang', 'Air Panas Simolap',\n",
" 'Pantai Pasir Putih Parparean', 'Objek Wisata Togindrawa Gua'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Air Terjun Kemuning', 'Ende Holidays', 'Bandar Pulau',\n",
" 'Batang Gadis National Park'], dtype='<U50'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Tangkahan', 'Air Terjun Baburai'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Thermal Baths U.S.K Hineni', 'Penatapen Doulu',\n",
" 'Parhallow Viewpoint And Coffee Shop', 'Bahal Temple I'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Bendungan Batang Tongar', 'Air Terjun Sempugen',\n",
" 'Kolam Renang Pesona Wisata'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Magic Eye 3d Art Museum', 'Bekas Istana Kesultanan Asahan'],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Wisata Air Parsariran', 'Museum Simalungun',\n",
" 'Vihara Pubbarama Buddhist', 'Air Terjun Efrata'], dtype='<U43'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Tugu Pramuka', 'Delta', 'Struggle Monument Berastagi',\n",
" 'Yayasan Perguruan Sisingamangaraja'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Bayu Lagoon Resto & Taman Rekreasi', 'Puncak Jb',\n",
" 'Puncak Saragodung'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Garunggang', 'Puncak Paranginan,Aek Nabirong',\n",
" 'Tanah Lapang Merdeka Binjai'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Lapangan Pasir', 'Tanah Lapang Merdeka Binjai'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Jembatan Poriaha', 'Asahan Regency'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Uruk Ndaholi', 'Wisata Alam Aek Markusasak',\n",
" 'Twa Lau Debuk-Debuk', 'Perkebunan Londut'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pemandian Alam Bendungan Ginbers', 'Niagara Tanjung Raja',\n",
" 'Pantai Bukit Malintang Buburan', \"Five Star Int'l Travel\"],\n",
" dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Batu Gajah', 'Pasir Putih Porsea'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Tanjung Unta', 'Danau Laut Tinggal'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Berastagi', 'Bair Falls', 'Air Terjun Malakkut'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Chinatown Medan', 'Balai Datuk Setia Maharaja Negeri Serdang',\n",
" 'Tugu Pramuka', 'Klenteng Gunung Timur'], dtype='<U41'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Tirtanadi Tower', 'Wisata Pulau Spantiang', 'Pantai Pasir Putih'],\n",
" dtype='<U39'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Pantai Pasir Putih Parparean', 'Penatapan Pamah Simelir',\n",
" 'Wisata Alam Aek Markusasak'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Wisata Alam Siringo', 'Terminal Berastagi'], dtype='<U38'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Kualuh Hulu', 'Muaraopu', 'Tanjung Apek Beach', 'Sialang Batu'],\n",
" dtype='<U42'),\n",
" array(['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque',\n",
" 'Danau Teratai', 'Berakit-Rakit Ke Hulu', 'Pantai Maligi',\n",
" 'Efrata Waterfall'], dtype='<U38')]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cs = evalutionary.crossover(pr, criteria)\n",
"cs "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pusat Posko \"Teroh-Teroh.',\n",
" 'Sembilantujuh Tour&Travel',\n",
" 'Warung Info Wisata',\n",
" 'Azizi Mosque',\n",
" 'Sampuren Tutuen Sige'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Tugu Jeruk Berastagi'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Wisata Merci',\n",
" 'Azizi Mosque',\n",
" 'Connectingjungle'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Bukit Senyum',\n",
" 'Masjid Al Osmani',\n",
" 'Azizi Mosque',\n",
" 'Mobil Wisata Medan'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Amarjun Wisata',\n",
" 'Siba Island Resort',\n",
" 'Mmtc Walking Street',\n",
" 'Azizi Mosque',\n",
" 'Laterzhya Zimhuli'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Padang Lawas Regency',\n",
" 'Vihara Pekong Lima',\n",
" 'Azizi Mosque',\n",
" 'Pemandian Air Panas Goa Ergendang'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Revolution Heroes Monument',\n",
" 'Beranda Madina',\n",
" 'Azizi Mosque',\n",
" 'Ekowisata Mangrove'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul',\n",
" 'Azizi Mosque',\n",
" 'Sansan Travel'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Tugu Becak Bsa Siantar',\n",
" 'Bukit Lawang Explore',\n",
" 'Azizi Mosque',\n",
" 'Armaya Wisata Alam'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Agrowisata Hidro Aa',\n",
" 'Azizi Mosque',\n",
" 'Saf Travel Indo'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Taman Rekreasi Kong Mah',\n",
" 'Pinang City',\n",
" 'Azizi Mosque',\n",
" 'Danau Tao Batang Onang'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Bakarang Simalem'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Sumatra Jungle Trek',\n",
" 'Azizi Mosque',\n",
" 'Tirtanadi Tower'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Mora Indah',\n",
" 'Berakit-Rakit Ke Hulu',\n",
" 'Air Terjun Ponot',\n",
" 'Azizi Mosque',\n",
" 'Objek Wisata Luak Gadang, Guguak Rang Pisang'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Menara Pandang Simanindo',\n",
" 'Azizi Mosque',\n",
" 'Vania Travel'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Lapangan Pasir',\n",
" 'Pt. Hikmah',\n",
" 'Azizi Mosque',\n",
" 'Pantai Barat Natal'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Dokter Travel',\n",
" 'Peceren Karo Village',\n",
" 'Azizi Mosque',\n",
" 'Pantai Barat'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pt. Npm Perwakilan On Bus',\n",
" 'Wisata Bendunga Sei Palis',\n",
" 'Azizi Mosque',\n",
" 'Wisata Madu Aek Nauli'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Berakit-Rakit Ke Hulu',\n",
" 'Pantai Kenangan',\n",
" 'Azizi Mosque',\n",
" 'Museum Pusaka Karo - Berastagi'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Air Terjun Taga Hambing'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Museum Karo Lingga',\n",
" 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™',\n",
" 'Azizi Mosque',\n",
" 'Air Terjun Efrata'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque', 'Amarjun Wisata'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque', 'Tugu Kol'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Benteng Jepang',\n",
" 'Travel Panyabungan Padang',\n",
" 'Azizi Mosque',\n",
" 'Wisata Merci'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'R.M Wisata Indah',\n",
" 'Pantai Arta Indah',\n",
" 'Air Terjun Sigura-Gura',\n",
" 'Azizi Mosque',\n",
" 'Masjid Raya Stabat'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Lokasi Wisata Pemandian Air Panas Sipoholon',\n",
" 'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.',\n",
" 'Jembatan Poriaha',\n",
" 'Azizi Mosque',\n",
" 'Berastagi'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque', 'Tor Simago-Mago'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Wisata Alam Datuk',\n",
" 'Azizi Mosque',\n",
" 'Konservasi Sungai Kukam'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Saf Travel Indo',\n",
" 'Azizi Mosque',\n",
" 'Masjid Raya'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Go Adventure Tour & Travel Indonesia',\n",
" 'Explore Bahorok Adventure Trip',\n",
" 'Azizi Mosque',\n",
" 'Sampuren Tutuen Sige'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Salib Kasih',\n",
" 'Taman Bunga',\n",
" 'Azizi Mosque',\n",
" 'Pantai Teluk Kerang'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Magic Eye 3d Art Museum'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Air Terjun Betala',\n",
" 'Azizi Mosque',\n",
" 'Wisata Merci'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Museum Lubuk Pakam',\n",
" 'Azizi Mosque',\n",
" 'Medan City Tour'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Travel Panyabungan Padang',\n",
" 'Azizi Mosque',\n",
" 'Armaya Wisata Alam'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pasir Putih Porsea',\n",
" 'Pantai Buih',\n",
" 'Azizi Mosque',\n",
" 'Museum Pusaka Karo - Berastagi'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Air Terjun Kemuning',\n",
" 'Sialang Batu',\n",
" 'Menara Pandang Simanindo',\n",
" 'Azizi Mosque',\n",
" 'Museum Kota Tebing Tinggi'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Baneara, Partungko Naginjang',\n",
" 'Danau Marambe',\n",
" 'Kota Padang Sidempuan',\n",
" 'Azizi Mosque',\n",
" 'Agrowisata Hidro Aa'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Danau Linting',\n",
" 'Sp.Lau Petundal',\n",
" 'Azizi Mosque',\n",
" 'Pusat Kuliner Kota Sibolga'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pt. Pmn Travel Bus',\n",
" 'Monumen Halilintar',\n",
" 'Azizi Mosque',\n",
" 'Air Terjun Pantai Salak'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque', 'Namo Cengkeh'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Twins Travel',\n",
" 'Mesjid Raya Al-Abror',\n",
" 'Masjid Raya Kisaran Kota',\n",
" 'Azizi Mosque',\n",
" 'Pakkodian Toba'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Lyza Outbount',\n",
" 'Tourism Kuala Paret',\n",
" 'Air Terjun Nai Sogop',\n",
" 'Azizi Mosque',\n",
" 'Baneara, Partungko Naginjang'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Deleng Bencirus',\n",
" 'Pulau Pigago',\n",
" 'Lau Bingai',\n",
" 'Azizi Mosque',\n",
" 'Air Terjun Pantai Salak'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Bukit Lawang Travel',\n",
" 'Sumatra Orangutan Tours & Holidays',\n",
" 'Azizi Mosque',\n",
" 'Kualuh Hulu'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Tugu Air Mancur Majestik',\n",
" 'Lapangan Tengku Amir Hamzah Stabat',\n",
" 'Museum Negeri Sumatera Utara',\n",
" 'Azizi Mosque',\n",
" 'Parhonasan (Kebun Nenas) Sidumpe Anturi'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pt. Raya Utama Travel',\n",
" 'Wisata Sipinsur',\n",
" 'Pantai Pulau Putri',\n",
" 'Azizi Mosque',\n",
" 'Lau Bengkelade Kuta'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Taman Benteng Lions Club'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Air Terjun Linggahara-Rantau Prapat',\n",
" 'Saf Travel Indo',\n",
" 'Danau Pagaran Padang',\n",
" 'Azizi Mosque',\n",
" 'Air Soda Kabupaten Karo'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Taman Edukasi Binjai',\n",
" 'Air Travel Parsariran',\n",
" 'Medan City Tour',\n",
" 'Azizi Mosque',\n",
" 'The Kaldera'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Rumah Wisata Sunggal'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Indah Sipinggan Beach',\n",
" 'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan',\n",
" 'Monumen Equator',\n",
" 'Azizi Mosque',\n",
" 'Kuta Sukareme'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Salak Monument Pakkat'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Aek Milas',\n",
" 'Batang Gadis National Park',\n",
" 'Azizi Mosque',\n",
" 'Pemandian Air Panas Rianiate'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Bukit Lawang Day Trek',\n",
" 'Azizi Mosque',\n",
" 'Kualuh Hulu'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Wisata Hutan Mangrove Perpat'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque', 'Lau Bengkelade'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Langkat Regency',\n",
" 'Azizi Mosque',\n",
" 'Bandar Pulau'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Jln Dusun Lauseridi',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'Wisata Dakwah Okura',\n",
" 'Azizi Mosque',\n",
" 'Welterbeminimini'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Sibio-Bio Advanture Park',\n",
" 'Air Terjun Lembah Sipogas',\n",
" 'Azizi Mosque',\n",
" 'Umbul Ejuk'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque', 'Taman Selfie'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Masjid Agung Sibolga',\n",
" 'Air Terjun Kemuning',\n",
" 'Azizi Mosque',\n",
" 'Danau Sipogas'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Rumah Wisata Sunggal',\n",
" 'Niagara Tanjung Raja',\n",
" 'Azizi Mosque',\n",
" 'Masjid Al Osmani'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Lake Toba Viewpoint',\n",
" 'Sbv',\n",
" 'Pisang Pelangi',\n",
" 'Azizi Mosque',\n",
" 'Tapian Puti'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Taman Kebun Bunga èŒ  榀¢ 圀™',\n",
" 'Azizi Mosque',\n",
" 'Agrowisata Hidro Aa'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Pasar Buah Berastagi'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Wisata Alam Pohon Damai Simempar',\n",
" 'Pakpak Culture Association (Cgc)',\n",
" 'Desa S.Kalangan Ii',\n",
" 'Azizi Mosque',\n",
" 'Tugu Sitio'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Vania Travel',\n",
" 'Dunia Outbound Camp',\n",
" 'Azizi Mosque',\n",
" 'Taman Balita Kota Binjai'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque', 'Namu Sira-Sira'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Warung Info Wisata',\n",
" 'Uruk Ndaholi',\n",
" 'Azizi Mosque',\n",
" 'Taman Sungai Padang'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pantai Pasir Putih Parbaba',\n",
" 'Vihara Pekong Lima',\n",
" 'Azizi Mosque',\n",
" 'Balai Datuk Setia Maharaja Negeri Serdang'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Warnawarni Stabat'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Taman Mejuah-Juah',\n",
" 'Simanimbo Waterfall',\n",
" 'Azizi Mosque',\n",
" 'Air Terjun Gorbus'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pulau Samosir',\n",
" 'Bintang Johor Swimming Pool',\n",
" 'Kota Padang Sidempuan',\n",
" 'Azizi Mosque',\n",
" 'Kolam Renang Air Panas Mardinding Tiga Rasa'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Bakarang Simalem',\n",
" 'Azizi Mosque',\n",
" 'Puncak Paranginan,Aek Nabirong'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'West Kisaran',\n",
" 'Air Terjun Taga Hambing',\n",
" 'Botanical Samosir',\n",
" 'Azizi Mosque',\n",
" 'Parks West Coast'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Toddler Garden Binjai',\n",
" 'Air Terjun Nai Sogop',\n",
" 'Rudang Mayang',\n",
" 'Azizi Mosque',\n",
" 'Waterpark Ria'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Thermal Baths U.S.K Hineni'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Umbul Ejuk',\n",
" 'Pulau Beswesen Tanjungbalai',\n",
" 'Bukit Lawang Guide',\n",
" 'Azizi Mosque',\n",
" 'Bair Falls'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah', 'Azizi Mosque', 'Hendreva Tour'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Taman Kebun Bunga èŒ  榀¢ 圀™'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pondok Wisata Lagundi Samosir',\n",
" 'Vihara Tri Ratna',\n",
" 'Dolok Bunga Sirandorung',\n",
" 'Azizi Mosque',\n",
" 'Pulau Samosir'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Padang Lawas Regency',\n",
" 'Tapian Siri-Siri Syariah',\n",
" 'Azizi Mosque',\n",
" 'Budaya Resto'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Air Terjun Aek Godang',\n",
" 'Bukit Lawang Wisata Alam',\n",
" 'Azizi Mosque',\n",
" 'Millenium Wisata Indah Pt'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pantai Pulau Karang',\n",
" 'Azizi Mosque',\n",
" 'Langkat Regency'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Masjid Agung Sibolga',\n",
" 'Azizi Mosque',\n",
" 'Danau Marambe'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Old City Hall',\n",
" 'Azizi Mosque',\n",
" 'Disparbud Dairi'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pemandian Alam Bolang',\n",
" 'Azizi Mosque',\n",
" 'Monkey Forest Umar Manik Sibaganding'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Sri Deli Park',\n",
" 'Dokter Travel',\n",
" 'Indah Sipinggan Beach',\n",
" 'Azizi Mosque',\n",
" 'Taman Gajah Mada'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Bukit Burung',\n",
" 'Azizi Mosque',\n",
" 'Botanical Samosir'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Sumur Tua',\n",
" 'Masjid Al Osmani',\n",
" 'Tinggi Raja',\n",
" 'Azizi Mosque',\n",
" 'Tumori Traditional Village'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Museum Pusaka Karo - Berastagi',\n",
" 'Titi Gantung Bridge',\n",
" 'Azizi Mosque',\n",
" 'Panatapan Sileme-Leme'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Tugu Pramuka',\n",
" 'Aek Saroha',\n",
" 'Azizi Mosque',\n",
" 'Sibolga Dutch Tunnel'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Azizi Mosque',\n",
" 'Mesjid Raya Al-Abror'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Sbv',\n",
" 'Azizi Mosque',\n",
" 'Taman Wisata Alam, Pusat Latihan Gajah'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Permata Asri Stabat',\n",
" 'Azizi Mosque',\n",
" 'Pakkodian Toba'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Danau Laut Tinggal',\n",
" 'Bukit Senyum',\n",
" 'Azizi Mosque',\n",
" 'Air Terjun Simonang Monang'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pantai Pelawan',\n",
" 'Azizi Mosque',\n",
" 'Loket Satu Nusa'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Salak Monument Pakkat',\n",
" 'Taman Danau Wisata Bunga Tujuh',\n",
" 'Tirtanadi Tower',\n",
" 'Azizi Mosque',\n",
" 'Stasiun Binjai'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pantai Pasir Putih Parparean',\n",
" 'Air Terjun Lumban Rang',\n",
" 'Air Panas Simolap',\n",
" 'Azizi Mosque',\n",
" 'Objek Wisata Togindrawa Gua'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Bandar Pulau',\n",
" 'Air Terjun Kemuning',\n",
" 'Ende Holidays',\n",
" 'Azizi Mosque',\n",
" 'Batang Gadis National Park'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Tangkahan',\n",
" 'Azizi Mosque',\n",
" 'Air Terjun Baburai'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Parhallow Viewpoint And Coffee Shop',\n",
" 'Thermal Baths U.S.K Hineni',\n",
" 'Penatapen Doulu',\n",
" 'Azizi Mosque',\n",
" 'Bahal Temple I'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Air Terjun Sempugen',\n",
" 'Bendungan Batang Tongar',\n",
" 'Azizi Mosque',\n",
" 'Kolam Renang Pesona Wisata'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Magic Eye 3d Art Museum',\n",
" 'Azizi Mosque',\n",
" 'Bekas Istana Kesultanan Asahan'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Vihara Pubbarama Buddhist',\n",
" 'Wisata Air Parsariran',\n",
" 'Museum Simalungun',\n",
" 'Azizi Mosque',\n",
" 'Air Terjun Efrata'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Struggle Monument Berastagi',\n",
" 'Tugu Pramuka',\n",
" 'Delta',\n",
" 'Azizi Mosque',\n",
" 'Yayasan Perguruan Sisingamangaraja'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Puncak Jb',\n",
" 'Bayu Lagoon Resto & Taman Rekreasi',\n",
" 'Azizi Mosque',\n",
" 'Puncak Saragodung'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Puncak Paranginan,Aek Nabirong',\n",
" 'Garunggang',\n",
" 'Azizi Mosque',\n",
" 'Tanah Lapang Merdeka Binjai'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Lapangan Pasir',\n",
" 'Azizi Mosque',\n",
" 'Tanah Lapang Merdeka Binjai'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Jembatan Poriaha',\n",
" 'Azizi Mosque',\n",
" 'Asahan Regency'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Twa Lau Debuk-Debuk',\n",
" 'Uruk Ndaholi',\n",
" 'Wisata Alam Aek Markusasak',\n",
" 'Azizi Mosque',\n",
" 'Perkebunan Londut'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pantai Bukit Malintang Buburan',\n",
" 'Pemandian Alam Bendungan Ginbers',\n",
" 'Niagara Tanjung Raja',\n",
" 'Azizi Mosque',\n",
" \"Five Star Int'l Travel\"],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Batu Gajah',\n",
" 'Azizi Mosque',\n",
" 'Pasir Putih Porsea'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Tanjung Unta',\n",
" 'Azizi Mosque',\n",
" 'Danau Laut Tinggal'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Bair Falls',\n",
" 'Berastagi',\n",
" 'Azizi Mosque',\n",
" 'Air Terjun Malakkut'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Tugu Pramuka',\n",
" 'Chinatown Medan',\n",
" 'Balai Datuk Setia Maharaja Negeri Serdang',\n",
" 'Azizi Mosque',\n",
" 'Klenteng Gunung Timur'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Wisata Pulau Spantiang',\n",
" 'Tirtanadi Tower',\n",
" 'Azizi Mosque',\n",
" 'Pantai Pasir Putih'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Penatapan Pamah Simelir',\n",
" 'Pantai Pasir Putih Parparean',\n",
" 'Azizi Mosque',\n",
" 'Wisata Alam Aek Markusasak'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Wisata Alam Siringo',\n",
" 'Azizi Mosque',\n",
" 'Terminal Berastagi'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Tanjung Apek Beach',\n",
" 'Kualuh Hulu',\n",
" 'Muaraopu',\n",
" 'Azizi Mosque',\n",
" 'Sialang Batu'],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Pantai Maligi',\n",
" 'Danau Teratai',\n",
" 'Berakit-Rakit Ke Hulu',\n",
" 'Azizi Mosque',\n",
" 'Efrata Waterfall']]"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hsl = evalutionary.mutatuion(cs)\n",
"tk = []\n",
"for i in range(len(hsl)):\n",
" bl = []\n",
" bl *= 0\n",
" for x in (hsl[i]):\n",
" bl.append(x)\n",
" tk.append(bl)\n",
" \n",
"tk"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multi objective optimization by MOORA"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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",
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"nbformat": 4,
"nbformat_minor": 2
}
Sidang_TA_13.csv 0 → 100644
Tempat Wisata,Rating,Latitude, Longitude
Ksu Antara Travel,4.6,2.986,99.6204
A8 Village,4,2.0137,99.0037
Air Terjun Sigarattung ( Sampuran Na Pitu),4.5,2.4042,99.0474
"Air Terjun Taman Eden 100, Tobasa",4.4,2.6951,98.6897
Abadas Jaya,4.3,3.7704,98.6321
Aek Kanopan,4.8,2.5633,99.5229
Aek Malapari,5,2.268,99.7627
Aek Milas,3.9,1.5227,99.2204
Aek Milas Paringgonan Sibuhuan,4,2.0399,99.8223
Aek Sipaulak Hosa Loja,4.5,2.8446,98.5291
Aek Saroha,4.3,2.9685,99.8078
Agen Bus Karina,3.3,2.6358,99.4709
Agrowisata Hidro Aa,5,3.5765,98.6866
Air Panas Simolap,3.5,3.2708,98.3814
Air Soda Kabupaten Karo,4.4,3.1987,98.3804
Air Terjun Aek Matua,4.1,1.0835,100.2524
Air Terjun Aek Godang,4.3,2.4425,99.1608
Air Terjun Aek Nabontar,4,2.6978,98.69
Air Terjun Binanga Bolon,4.3,2.6723,98.6986
Air Terjun Bah Salak,3.6,3.456624,98.562737
Air Terjun Betala,4.2,3.2592,98.5135
Air Terjun Cirocai Sungai Pandahan,5,0.1743,100.1392
Air Terjun Efrata,4.5,2.5937,99.0372
Air Terjun Gorbus,4.3,2.0203,98.7825
Air Terjun Kemuning,4.2,0.8687,100.1023
Air Terjun Lembah Sipogas,4,0.1888,100.0832
Air Terjun Lenggo Geni,5,0.114,99.9685
Air Terjun Linggahara-Rantau Prapat,3.6,1.3722,99.273
Air Terjun Lumban Rang,4.3,2.6625,98.9342
Air Terjun Malakkut,4.3,0.7961,99.5761
Air Terjun Nai Sogop,4.3,2.3203,98.8265
Air Terjun Nyarai,4.6,1.1187,99.8125
Air Terjun Pantai Salak,3.9,3.3601,98.2282
Air Terjun Pelangi Indah,4.2,2.8563,98.9079
Air Terjun Pongkar,4.8,3.727,98.663
Air Terjun Ponot,4.2,2.7136,99.1483
Air Terjun Sarasah Kajai,3.2,1.3497,99.4152
Air Terjun Saringgana,4.2,3.6097,98.4978
Air Terjun Sibabo,2.7,2.3057,98.8126
Air Terjun Sigura Gura,4.3,2.5612,99.3442
Air Terjun Sigura-Gura,4.3,3.3213,99.1641
Air Terjun Simonang Monang,4.7,2.8133,98.7813
Air Terjun Simpang Kanan,1,0.2759,99.5514
Air Terjun Sipagogo,4.1,0.4126,99.5874
Air Terjun Sipitu Tikka,4.8,2.7486,98.751
Air Terjun Sitiotio,3.8,2.3486,98.4261
Air Terjun Taga Hambing,4.4,2.9577,99.6354
Air Terjun Tarunggang,3.5,3.6307,98.9345
Air Travel Parsariran,4.2,1.0825,99.7163
Alam Wisata Danau Laut Tador,3.4,3.2058,99.0633
Alaman Bolak Padang Nadimpu,4,1.1,99.6126
Alun Alun Kota Kisaran,4.1,3.6393,98.6878
Alun Alun Lubuk Sikpaing,4.4,0.821,99.0136
Aman Wisata Citra Int. Pt,5,3.5843,98.7025
Amarjun Wisata,4,3.5862,98.6964
Ambar Onan Runggu,4.2,2.0298,98.9794
Anugerah Soambaton Beach,5,2.3475,99.0407
Armaya Wisata Alam,3.9,3.5642,98.6485
Asahan Regency,4.4,2.5561,99.4571
Auliya Tour & Travel,4.7,2.8714,99.5686
Awaliyah Tour And Travel,5,0.8173,100.315
Azizi Mosque,4.7,3.638,98.7012
Bakarang Simalem,4.1,3.1185,98.4642
Benteng Jepang,2.7,1.7407,98.7742
Bukit Gibeon (Yapim Taruna),4.1,3.6037,98.4807
Bukit Lawang,4.2,3.9286,98.5446
Bukit Travel Gibeon,4.4,2.5902,98.6291
Bagan Percut,3.9,2.8133,98.7813
Bahal Temple I,4.3,0.5504,100.2832
Bair Falls,4.4,0.5669,100.4071
Balai Datuk Setia Maharaja Negeri Serdang,2.7,1.2827,103.8451
Bandar Pulau,3.9,2.7181,99.1393
"Baneara, Partungko Naginjang",5,2.347,99.0295
Barusjahe,4.5,3.1218,98.6821
"Bat Cave, Bukit Lawang",4.4,3.3907,98.4112
Batak Museum,4.2,2.6095,98.8434
Batang Bahal,4.2,1.3934,99.2963
Batang Gadis National Park,4,0.5564,99.1125
Batu Gantung,4.4,2.6928,98.9271
Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan ),4.5,2.7208,98.9394
Batu Lobang Sibaganding,4.6,2.679,98.8364
Batu Gajah,4.3,1.5615,99.2892
Batu Marhosa,4.4,1.9744,98.3561
Bayu Lagoon Resto & Taman Rekreasi,3.9,3.5856,98.6806
Beach Island Karang,5,2.0773,98.9397
Bekancan River,3.8,3.3054,98.3872
Bekas Istana Kesultanan Asahan,4.7,2.9903,99.6754
Bendungan Batang Tongar,4,1.6732,98.8277
Bendungan Lau Si Meimei,4.8,3.197,98.5409
Berakit-Rakit Ke Hulu,4,2.8563,98.9079
Beranda Madina,4.4,1.2939,99.4461
Berastagi,4.2,3.2961,98.3686
Berastagi Local Guide,5,3.3601,98.2282
Bersama Travel,5,2.8654,98.9209
Binjai,4,3.5073,98.4678
Bintang Johor Swimming Pool,4.2,3.468,98.6325
Biro Jasa,4.7,3.2409,98.5372
Botanical Samosir,4.2,2.1525,98.4742
Budaya Resto,4.4,3.4831,98.6424
Bukik Posuak Maek,4.2,1.7301,98.8261
Bukit Burung,4.8,2.5935,98.6335
Bukit Kininduma Simantas,4.5,2.6154,98.402
Bukit Kubu,4.3,3.3425,98.5912
Bukit Lawang Day Trek,4.7,3.3331,98.2231
Bukit Lawang Ecotourism & Ecoproject,4.5,3.4436,98.1507
Bukit Lawang Explore,5,3.7381,98.4489
Bukit Lawang Guide,4.6,3.3953,98.415
Bukit Lawang Orangutan Trekking,4.6,3.5553,98.1448
Bukit Lawang Tour Trekking,4.5,3.7511,98.4528
Bukit Lawang Travel,4.6,3.4858,98.4318
Bukit Lawang Trip,4.7,3.7434,98.4467
Bukit Senyum,4.6,1.8894,98.5555
Bukit Suligi,4.3,0.202,100.1631
Bukit Tara Bunga,4.5,2.8133,98.7813
Bukit Teletubies,4.5,0.3878,99.5255
Bukit Lawang Planet Hijau,4.5,3.7457,98.4483
Bukit Lawang Wisata Alam,4,3.294,98.3761
Bukitlawang Trek,5,3.0788,99.0792
Bus Wisata,5,2.8988,98.5099
Bus Wisata Medan,5,3.5756,98.6863
Cis Tour & Travel,3,3.6335,98.7055
Cafe Goa Kaca,3.6,3.0817,98.6821
Chinatown Medan,4.3,3.2274,98.5388
Connectingjungle,5,3.2931,98.4075
Counters Kupj Simpang Sei Kopas,4.2,2.7319,98.3803
Cross Of Love,4.6,2.6625,98.9342
Danau Sipogas,4.8,0.2027,99.7456
Dairi Regency,4.1,2.6978,98.69
Danau Cipogas Rohul,4.1,0.5216,100.364
Danau Laut Tinggal,5,1.0131,99.4655
Danau Linting,4.3,3.4062,98.679
Danau Marambe,3.9,1.1,99.6126
Danau Pagaran Padang,3.7,1.8049,100.0353
Danau Tao Batang Onang,4.5,1.5887,99.2769
Danau Teratai,3.7,2.9656,99.6491
Darul Umroh,4.2,1.9932,99.8394
De Hole Laguna,4,1.935,99.5533
Deleng Bencirus,5,3.0758,98.172
Delta,3.9,2.6627,99.4197
Dermaga Silalahi,4.1,2.7512,98.3113
Desa Adat Ragi Hotang Meat,4.1,2.3308,99.0494
Desa S.Kalangan Ii,5,0.4508,99.2079
Dinas Kebudayaan & Pariwisata,3,3.1853,98.5035
Disparbud Dairi,3.7,2.8654,98.9209
Dokter Travel,4.6,2.9801,99.6301
Dolok Bunga Sirandorung,4,6.0633,107.0126
Dunia Outbound Camp,5,3.5793,98.6677
Ekowisata Mangrove,3.8,3.5323,98.1218
Efrata Waterfall,4.5,2.5318,98.6992
Elsasya Utama,3.3,3.5451,98.1281
Ende Holidays,5,3.5866,98.669
Explore Bahorok Adventure Trip,4.3,0.7386,99.6178
Five Star Int'l Travel,3.3,3.5752,98.6873
Fortress Seven Layer,4.4,0.8224,100.2803
Frog Rock Tour,4.3,4.1752,98.2444
Gang Bengkok Old Mosque,4.8,3.2224,98.5106
Gapura Wisata Alam Lae Mbilulu,5,2.6005,98.6516
Garunggang,4.5,3.542,98.1339
Gedung Bks Pps,4.4,3.5324,98.7636
Gedung Mabmi,4.5,3.3601,98.2282
Gedung Nasional Djauli Manik,4.3,2.8012,98.5276
"Gereja Katolik St. Dionysius, Sumbul",4.7,2.8988,98.5099
Go Adventure Tour & Travel Indonesia,4.9,3.2408,98.5363
Grand Darussalam. Ud,4.1,3.197,98.5409
Great Mosque,4.5,3.5299,98.6627
Gundaling,4.3,3.2673,98.6006
Gunung Pandan River Tourism Area,4.1,3.5436,98.1303
Hadabuan Naisogop Waterfalls,4.3,2.3532,99.0918
Halo Angso Duo Pratama Bro. Pt,4.5,1.5877,99.2843
Handreva Tour,4.7,1.4954,99.4617
Hendreva Tour,3.9,1.3273,99.3113
Hotel Pesona Wisata,3.6,3.1154,99.2222
Hotel Wisata Indah,4,1.7433,98.7739
Huta Bolon,4.3,2.7181,99.1393
Ikan Larangan Lubuak Landua,4,1.6638,98.8264
Indah Sipinggan Beach,4.5,1.8352,98.7053
Istana Kerajaan Rokan,4.2,1.3493,99.4285
Jln Dusun Lauseridi,4.8,3.7479,98.4424
Jembatan Dalik Lubuk Sikaping,4.1,0.2739,100.5376
Jembatan Lae Pandaroh,4.3,2.762,98.5337
"Jembatan Lau Luhung, Gunung Meriah.",4.5,3.727,98.663
Jembatan Poriaha,3.6,1.7657,98.7977
Jembatan Sidikalang Wisata,2.5,2.7524,98.3065
Jembatan Tano Ponggol,4.2,2.6066,98.9461
Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan,4,3.2409,98.5372
Kolam Pancing Asri,3.2,2.2975,99.6624
Kampung Kuliner,4.2,3.6092,98.4913
Kantor Balai Taman Nasional Batang Gadis,4,1.7831,98.7427
Kantor Po Pinem Bus,4,2.9213,99.7135
Karo Regency,4.5,1.7398,98.7768
Kebun Binatang Simalingkar Medan,3.7,3.2295,98.7258
Kebun Madu Efi,4.1,3.1903,98.5093
Kembar Agro,4.2,1.3273,99.3113
Kisaran Kota,4,2.7267,99.3605
Klenteng Gunung Timur,4.6,3.5736,98.6675
Kolam Renang Air Panas Mardinding Tiga Rasa,4.5,3.2905,98.6328
Kolam Renang Pesona Wisata,3.4,3.3473,99.4805
Kolam Pancing Sapat,5,2.9238,98.5356
Kota Padang Sidempuan,4.5,1.3242,98.9986
Kualuh Hulu,3.9,2.8133,98.7813
Kuamang Ujung Gading,4.1,0.2152,99.3661
Kuil Shri Mariamman,4.5,3.5764,98.6766
Kupu-Kupu Garden Guest House & Cafe,4.4,3.5537,98.1242
Kuta Sukareme,1,3.6961,98.3773
Lorong Pandan,4.2,3.1053,98.2651
Lae Simbellen,3.2,2.7349,98.8593
Lake Toba Viewpoint,4.5,3.0222,98.3977
Landak River,4.4,3.6154,98.3968
Langkat Regency,4.1,3.5491,98.1242
Lapangan Pasir,4.1,6.1576,106.8336
Lapangan Pasir Tanjung Balai,4.2,2.9785,99.6299
Lapangan Tengku Amir Hamzah Stabat,4.3,3.4146,98.4767
Laterzhya Zimhuli,4.5,2.7912,98.1996
Lau Bengkelade,4.5,3.4777,98.4344
Lau Bengkelade Kuta,5,3.5553,98.1448
Lau Bingai,5,3.5268,98.4702
"Lau Gendang,Wisata Gua",4.4,5.0378,115.0757
Lau Perkoh,3.7,3.6161,98.1027
Lau Teba Langkat,3.7,3.5553,98.1448
Lau Mentar Canyon,5,3.5589,98.6759
Leo Tour & Travel (Leo Wisata Medan),4.2,3.5864,98.6982
Letter Z,4.1,2.9164,98.5195
Lingga Cultural Village,4.5,3.2708,98.3814
Little India Medan,4,3.6509,98.9893
Lokasi Wisata Pemandian Air Panas Sipoholon,4.2,2.5917,98.779
Loket Bus Bintang Utara,3.4,2.9381,99.6314
Loket Satu Nusa,3.5,0.7101,99.5062
Lorong Indah,5,3.1168,99.5845
Lubuk Batang Waterfall,4.2,0.2399,100.4424
Lubuk Larangan Desa Padang Bulan,4.4,2.3148,98.9803
Lumban Binanga Beach Laguboti,4,2.3469,99.077
Luppatan Tali - Tali,4.1,1.8998,100.0583
Lyza Outbount,3.8,3.8654,98.3088
"Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)",5,2.986,99.6189
Mja Travel,3.8,1.5759,99.6341
Mmtc Walking Street,4.3,3.6359,98.7011
Magic Eye 3d Art Museum,4.4,3.5521,98.8665
Makam Ompung Parmata Sapihak,4.6,1.7693,99.3081
Malay Street Medan,4,3.5764,98.6766
Mandailing Natal Regency,4.4,0.001,109.3222
Mangrove Tour Lubuk Kertang,4.2,3.5509,98.1203
Masjid Al Istiqomah,4.9,1.138,97.4991
Masjid Agung Ahmad Bakrie Kisaran,4.8,1.6614,101.4468
Masjid Agung Islamic Centre Pasir Pengaraian Rohul,4.7,1.3935,99.3047
Masjid Agung Kota Binjai,4.8,3.6019,98.481
Masjid Agung Sibolga,4.7,1.7657,98.7973
Masjid Agung Sumatera Utara,4.7,3.4705,98.5668
Masjid Al Osmani,4.7,3.6359,98.7011
Masjid Lama Gang Bengkok,4.8,3.5662,98.6198
Masjid Lama Kabanjahe,4.5,3.1187,98.4697
"Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.",2.8,2.5948,99.0395
Masjid Raya,4.7,3.6154,98.3968
Masjid Raya Al Osmani,4.9,3.3481,98.4028
Masjid Raya Kisaran Kota,4.8,1.0851,103.3817
Masjid Raya Nur Addin,4.7,3.3742,99.1669
Masjid Raya Stabat,4.7,3.4579,98.8804
Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan,4.5,2.0386,98.4196
Medan City Tour,5,3.5847,98.6806
Menara Pandang Simanindo,4.8,2.4718,98.8241
Menara Tirtanadi,4.5,3.5888,98.6805
Merci Waterboom,4.2,3.3073,98.8127
Mesjid Raya Al-Abror,4.7,1.4972,99.2303
Mester Bukit Lawang (Tour Guide),5,3.5485,98.1257
Millenium Wisata Indah Pt,4,3.2635,98.5531
Mobil Wisata Medan,5,3.5782,98.6572
Monkey Forest Umar Manik Sibaganding,5,2.9101,98.5195
Monumen Equator,4.2,0.1612,100.4791
Monumen Halilintar,4.6,3.118,98.4753
Monumen Loko Uap Du Croo & Braun,3,3.6751,98.9444
Mora Indah,3.9,3.5818,98.6857
Muara Beach Beautiful,4.2,3.5883,98.6895
Muaraopu,4.3,0.6588,99.0666
Musala Waterfall,4.6,1.051,97.5441
Museum Huta Bolon Simanindo,4,2.748,98.7504
Museum Karo Lingga,4.1,3.2236,98.5134
Museum Kota Tebing Tinggi,3.8,3.3294,99.1599
Museum Lubuk Pakam,4,3.1863,98.7013
Museum Negeri Sumatera Utara,4.4,3.5094,98.6765
Museum Perkebunan Indonesia,4.4,3.5669,98.9838
Museum Pusaka Karo - Berastagi,4.4,2.9164,98.5195
Museum Simalungun,4.2,2.977,99.0519
Museum Zoologi,3.9,2.9571,99.0611
Namu Sira-Sira,4.1,3.6037,98.4807
Na Ix-X,5,2.5286,99.6609
Namo Cengkeh,4.7,3.201,98.5173
Nature Baths Gantang Rani,4.2,3.241,98.6005
Niagara Tanjung Raja,4.4,3.5752,98.6839
Nice Trans Kisaran,3.8,2.6039,99.4621
North Labuhanbatu Regency,4.4,2.7844,99.376
North Namu Ukur,4.6,3.3907,98.4112
North Padang Lawas Regency,4.9,2.7349,98.8593
Objek Wisata Patamuan,4.5,1.4529,99.261
Oyo 1752 Hotel Wisata,3.9,3.2332,99.5715
Objek Wisata Budaya Batu Kursi Raja Siallagan,4.8,2.5936,98.3287
"Objek Wisata Luak Gadang, Guguak Rang Pisang",4.4,2.3057,98.8126
Objek Wisata Maggrove Sisarahili Ts,2,1.1908,97.681
Objek Wisata Pantai Ujung Sibolga,4,2.9663,99.8062
Objek Wisata Togindrawa Gua,5,3.727,98.663
One Heart Hill,4.2,3.7197,98.3992
Pantai La Terzhia Zhimehuli,4.3,2.8304,98.5263
Pemandian Air Panas - Batu Bara ( 50 ),4,3.1677,99.441
Pemandian Alam Agape,3.5,3.5249,98.543
Penginapan King's Ambarita,4.1,2.716,98.6919
Permata Asri Stabat,3.9,3.6495,98.5073
Plta Sipansihaporas,4.4,1.72,98.7957
Pt Farnaz Utama,4.8,3.604,98.7105
Pt Pelangi Wisata,1,3.5857,98.6939
Pt Wisata Habibah Berkah,4.1,3.446,98.1484
"Pt, Yy Traveling Tour And Travel",5,2.6951,98.6897
Pt. Bagus Wisata Holiday's,1,3.3722,98.2575
Pt. Dairi Transport,4.5,2.5371,99.0082
Pt. Hikmah,4.1,2.7486,98.751
Pt. Jsa Tour & Travel,4,3.5722,98.6833
Pt. Npm Perwakilan On Bus,4.5,3.1372,99.4804
Pt. Pmn Travel Bus,4,2.9784,99.6292
Pt. Raya Utama Travel,4.1,2.9526,99.0594
Pt. Sky Ocean Travel,5,3.4764,98.6865
Padang Lawas Regency,5,0.4804,100.3201
Pakkodian Toba,4.6,2.0773,98.9397
Pakpak Culture Association (Cgc),4,2.6217,98.4861
Panatapan Parhalow,5,2.7181,99.1393
Panatapan Sileme-Leme,4.5,2.2055,98.5325
Panorama Uruk Lisang,4.4,3.1853,98.5049
Pantai Arta Indah,4.2,0.6835,100.3624
Pantai Bul Bul,4.3,2.0194,98.4578
Pantai Barat,4.3,1.3242,98.9986
Pantai Barat Natal,4.3,0.6107,99.0934
Pantai Batu Rusa,4.2,0.5574,100.4156
Pantai Buih,4,3.3014,98.6498
Pantai Bukit Malintang Buburan,4.5,0.4768,99.6602
Pantai Cermin Theme Park & Resort Hotel,4.1,3.5951,98.7222
Pantai Indah Sipinggan,4.5,2.6317,98.6549
Pantai Kaca,4.6,2.9886,99.6111
Pantai Katung Binasi,5,2.5946,99.0374
Pantai Kenangan,4.2,2.9585,99.0623
Pantai Ketam,4,2.9659,99.7984
Pantai Malaya,3.8,3.293,98.389
Pantai Maligi,4.8,2.7861,98.6161
Pantai Paris,4.1,2.432,98.8975
Pantai Pasir Putih Parbaba,4.2,2.7602,98.7249
Pantai Pasir Putih Parparean,4.2,2.3725,99.1118
Pantai Pelawan,4.2,2.9526,99.0594
Pantai Pongkar,4.1,1.0491,103.3128
Pantai Pulau Karang,4.7,2.6177,98.6763
Pantai Pulau Putri,4.7,1.7914,98.7703
Pantai Sikabau,4.3,0.8911,100.3548
Pantai Sikilang,4.3,1.0247,99.8462
Pantai Simallo,4.1,2.6811,99.5265
Pantai Sorake Nias Selatan,4.5,1.1908,97.681
Pantai Teluk Kerang,3.8,3.5499,98.1203
Pantai Tiram Tapakis,4.3,0.5123,100.0504
Paranggiran Raja Silahisabungan,4.6,2.7513,98.3115
Parhallow Viewpoint And Coffee Shop,4.5,1.8895,98.7487
Parhonasan (Kebun Nenas) Sidumpe Anturi,1,2.7431,98.406
Parks West Coast,4.1,1.0207,99.5045
Pas Pam Wisata,4.6,3.2653,98.5503
Pasar Buah Berastagi,4.3,3.1927,98.5013
Pasar Kaget Kota Binjai,4.4,3.3878,98.4153
Pasar Tomok,4.4,2.604,99.4584
Pasir Putih Janggawari,4,2.9663,99.8062
Patung Dewi Kwan Im,4.5,2.9585,99.0623
Pawan Hot Water,3.8,1.4043,99.2736
Peceren Karo Village,4.8,2.9157,98.5235
Pemandian Air Panas Goa Ergendang,3,6.8006,107.178
Pemandian Air Panas Huta Raja,4.4,2.0399,99.8223
Pemandian Air Panas Rianiate,3.9,2.5198,98.7331
Pemandian Air Panas Sibayak Mardinding Julu,3.8,3.3643,98.6685
Pemandian Air Panas U.S.K Hineni,4.3,2.5509,99.3063
Pemandian Alam Bendungan Ginbers,3.8,3.4566,98.5627
Pemandian Alam Bolang,4.1,3.4706,98.5916
Pemandian Alam Loknya,4.1,3.5902,98.6937
Pemandian Alam Tirta Sayum Sabah,4.4,3.509,98.6767
Pemandian Pulau Batu (Pulbat),4.2,2.957,99.062
Pemandian Sidamanik,4.3,3.2409,98.5372
Pemandu Bukit Lawang,5,3.4705,98.5668
Penangkaran Buaya Asam Kumbang,4.1,3.2592,98.5135
Penangkaran Rusa Universitas Sumatera Utara,4.4,3.5415,98.8103
Penatapan Pamah Simelir,4.4,3.5461,98.1251
Penatapen Doulu,4.4,2.7319,98.3803
Perhadtian Air Panas Taman Wisata Sibayak,4.2,2.0399,99.8223
Perkebunan Londut,5,2.3502,99.2786
Pertunjukan Tari Sigale Gale,4.4,2.2628,98.7491
Perumahaan Azalea Asri,3.5,3.3425,98.5912
Perwakilan Mandiri,3.9,1.5336,99.1702
Pesanggrahan Bung Karno,4.5,2.5561,99.4571
Pesona Alam Panorama Indah. Pt,4,2.8654,98.9209
Pinang City,3.7,0.8173,100.315
Pisang Pelangi,4.3,3.6258,98.7995
Poldung,4.8,2.09,99.7288
Pondok Pisang,3.8,1.4972,99.2303
Pondok Wisata Lagundi Samosir,3.9,2.6519,98.8608
Pool Bus Intra,4.4,3.5094,98.6609
Pulau Beswesen Tanjungbalai,4.1,3.3473,99.4805
Pulau Malau,4.7,2.592,98.6306
Pulau Pigago,4.4,0.3116,99.5608
Pulau Poncan,4.2,1.7657,98.7977
Pulau Samosir,4.5,3.3878,98.4153
Puncak Anai,4.5,0.6858,100.3285
Puncak Bukit Galau,5,2.8085,99.534
Puncak Bukit Manalise Aek Buro,4.6,3.3907,98.4112
Puncak Gundaling Brastagi,4.4,2.8988,98.5099
Puncak Hoza,2.7,3.1498,101.7519
Puncak Jb,3.7,1.4461,99.58
Puncak Kabur Bukit Villa,4.5,0.8219,100.2517
"Puncak Paranginan,Aek Nabirong",5,0.1777,99.2816
"Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut",4.7,3.0931,98.3568
Puncak Santai,5,3.8654,98.3088
Puncak Saragodung,5,1.7657,98.7977
Puncak Tonang,3.9,0.1061,99.8869
Pusat Informasi Geopark Kaldera Toba Sigulatti,4.5,2.8462,98.7288
"Pusat Posko ""Teroh-Teroh.",4.6,3.1927,98.5013
Pusat Kuliner Kota Sibolga,5,1.6742,98.8276
Putri Cahaya Travel,4.1,3.087,98.4141
R.M Wisata Indah,3.4,0.1028,99.5409
Ranika Surf,3.3,0.5681,97.7297
Rm Batunadua Indah,4.1,2.2896,99.0839
Rudang Mayang,3.8,3.241,98.6005
Replika Istana Serdang,4.1,3.5932,98.6687
Replika Pagoda Shwedagon,4.4,3.1919,98.5024
Revolution Heroes Monument,4.2,2.1211,98.9642
Rimba Huta Sikapir,4.5,0.8532,100.1689
Romance Padi Perbaungan,3.9,3.5736,98.6675
Rosyid Orangutan Tours,4,3.5314,98.1462
Royal Palace Nafis Jackson,4.9,3.6765,98.8524
Rumah Irmayanti Lubis,3.7,2.99,99.6385
Rumah Makan Irian,4.2,3.6068,98.489
Rumah Wisata Sunggal,4.1,2.6978,98.69
Sampuren Tutuen Sige,4,2.7122,98.8131
Samto Aek Rangat,4.3,2.6101,98.8642
Sbv,4.4,3.1224,98.5949
Sembilantujuh Tour&Travel,5,3.9214,98.3959
Sopo Partungkoan,4.2,2.324,98.8463
Sri Supramaniyam Temple,5,3.5888,98.6805
Saba Napa,4.6,2.3396,99.0135
Sabah Simelir,4.6,3.4846,98.4593
Saf Travel Indo,5,3.548,98.6087
Salak Monument Pakkat,4.4,2.663,98.2107
Salib Kasih,4.6,2.0298,98.9794
Salib Kasih Tarutung,4.6,2.8446,98.5291
Sansan Travel,4.7,2.5318,98.6992
Setia Wisata,5,3.6397,98.7698
Sialang Batu,4.3,0.7432,99.3673
Siba Island Resort,3.3,3.6299,98.6983
Sibio-Bio Advanture Park,4,1.4793,99.0846
Sibio-Bio Adventure Park,4,0.7693,100.2488
Sibolga Dutch Tunnel,4.2,0.5651,100.4089
Sidebuk Debuk Thermal Baths Berastagi,4.4,3.189,98.5089
Silalahi I,4.4,2.7604,98.7248
Simanimbo Waterfall,4.4,3.3473,99.4805
Simonis,4.3,2.1739,99.4784
Simpang Bantoon,4.7,2.597,99.0302
Simpang Pantai Monyet,4,2.774,99.2064
Sini Suka Natural Bath Sibiru-Biru,4.1,0.5201,117.1409
Siregar Aek Nalas,4.6,2.2694,98.1666
Sitinjo,1,2.7391,98.3248
Sopo Tinjak,5,3.1141,99.122
Sp.Lau Petundal,3,3.4705,98.5668
Sri Deli Park,4.3,7.3444,110.4865
Stabat,4.3,3.4706,98.5916
Stasiun Binjai,4.1,3.5643,98.4862
State Museum Of North Sumatra,4.4,3.5668,98.6568
Struggle Monument Berastagi,4.5,3.1993,98.5111
Sumatra Jungle Trek,5,4.1063,98.2979
Sumatra Orangutan Tours & Holidays,3.8,3.3425,98.5912
Sumatra Tours Holiday & Jungle Trekking,4.8,2.7969,115.186
Sumur Tua,4,2.7136,99.1483
T.Garden,4,3.6283,98.6989
Tahura (Taman Hutan Raya),4.2,3.2224,98.5106
Taman Aek Kota Batu Labura,3.8,2.2498,99.6414
Taman Alamta Jaya,4,3.7115,98.7317
Taman Bukit Gelanggang,4.2,1.4169,99.293
Tts (Toru Tor Simarsayang) Cafe,3.8,1.3493,99.4285
Tugu Air Mancur Majestik,4.2,3.6698,98.6623
Tugu Air Mancur Sinar Indonesia Baru Petisah,4.2,3.1497,98.7866
Twa Lau Debuk-Debuk,4.3,3.2592,98.5135
Taman Balita Kota Binjai,4.5,3.6105,98.4948
Taman Benteng Lions Club,4.4,3.5751,98.6873
Taman Bunga,3.9,3.1047,98.4979
Taman Cadika Pramuka,4.3,1.3934,99.2963
Taman Danau Wisata Bunga Tujuh,3.5,3.1927,98.5013
Taman Edukasi Binjai,4.1,3.6044,98.5347
Taman Gajah Mada,4.2,3.5838,98.6741
Taman Kebun Bunga èŒ  榀 圀,4.3,3.7148,98.6387
Taman Kebun Bunga èŒ ¦€åœ€,4.3,3.5683,98.6963
Taman Kota Salak (Tugu Salak),4.1,1.5877,99.2843
Taman Kota Tanjungbalai,4.2,2.957,99.8279
Taman Lope Lope Bulu Cina,3.9,2.954,99.0572
Taman Megawati,4,1.2502,97.6437
Taman Mejuah-Juah,4.2,3.1964,98.5161
Taman Mini Travel Langkat,4.1,3.7742,97.2437
Taman Mutiara Selat Malaka,5,2.5484,99.3026
Taman Pesona Asri,5,3.3213,99.1641
Taman Rekreasi Kong Mah,3.9,2.7319,98.3803
Taman Remaja Binjai,4.5,3.6086,98.4987
Taman Selfie,4.1,3.6031,98.4813
Taman Sri Deli,4.3,3.4936,98.61
Taman Sungai Padang,3.5,2.809882,99.188514
"Taman Wisata Alam, Pusat Latihan Gajah",3.9,1.7643,99.7945
Taman Wisata Simatahari Indah,3.7,1.669,100.2507
Taman Air Percut,3.5,3.5974,98.8315
Tanah Lapang Merdeka Binjai,4.4,3.6082,98.4974
Tangkahan,4.5,3.3481,98.4028
Tanjung Apek Beach,3.9,1.5438,125.2923
Tanjung Pura,4.7,3.5553,98.1448
Tanjung Unta,4.3,2.0752,98.9441
Tao Lake Rod Onang,4.5,0.4109,99.5025
Tapian Puti,4.6,1.063,99.6559
Tapian Siri-Siri Syariah,3.8,2.3475,99.0407
Telagah,5,3.5856,98.6806
Tempat Pengasingan Soekarno,4.4,2.0137,99.0037
Terminal Berastagi,5,3.1674,98.1558
The Attraction Of Ikan Gadang,4.1,0.7177,100.2033
The Heritage,4.3,3.5822,98.6851
The Kaldera,4.6,2.7322,98.3804
The Le Hu Garden,4.3,3.4086,98.6992
Thermal Baths U.S.K Hineni,4.3,2.2426,98.7385
Tinggi Raja,4.1,2.9238,98.5356
Tirtanadi Tower,4.5,3.5642,98.6485
Titi Gantung Bridge,4.1,3.3219,98.3731
Toba Lake Sibolahotang Beautiful Beach,5,2.5908,98.9979
Tobasa,4.1,2.1533,99.6787
Toddler Garden Binjai,4.5,3.6106,98.4999
Tor Simago-Mago,4.2,1.3785,99.2703
Tour Accomodation,4.7,3.7582,98.6519
"Tour Guide,Tarna Sagala.German &Dutch Speaking",4.7,3.5749,98.6841
Tourism Kuala Paret,4.2,3.2409,98.5372
Tugu Air Bangis,4.3,0.3851,99.5283
Tugu Becak Bsa Siantar,4.6,2.9697,99.1685
Tugu D.I Panjaitan,4.4,2.3395,98.9419
Tugu Jeruk Berastagi,4.4,2.2159,102.2301
Tugu Kol,4.2,3.2054,98.5379
Tugu Marga Silalahi,4.5,2.8449,98.5281
Tugu Pahlawan Revolusi,4.2,2.576,98.4239
Tugu Pramuka,4.3,3.291,98.6332
Tugu Sejarah Perjuangan Asahan,3.9,2.9381,99.6314
Tugu Silahi Sabungan,4.5,3.2466,98.5343
Tugu Simpang Empat,5,2.09,99.7288
Tugu Sitio,4.9,2.6932,98.927
Tumori Traditional Village,4.6,1.1912,97.6442
Twins Travel,4.3,2.1008,99.8288
Umbul Ejuk,5,3.1124,99.0792
Uruk Ndaholi,4.4,3.5194,114.9501
Vihara Pubbarama Buddhist,4.8,3.4184,98.3222
Vania Travel,4.1,2.8578,99.6663
Viewpoint Of Tuktuk Peninsula,4.3,2.7319,98.3803
Vihara Avalokitesvara,4.6,2.9543,99.0611
Vihara Budha Taman Iman,5,2.7914,98.5322
Vihara Gunung Timur,4.6,3.5527,98.7033
Vihara Pekong Lima,3.7,6.8566,107.6327
Vihara Tri Ratna,4.5,2.9655,99.8004
Warnawarni Stabat,3.8,3.6092,98.4256
Winter Holidays,4,3.6291,98.704
Wisata Agro Kopi Karo,4.2,3.1993,98.5111
Wisata Merci,4.2,3.5932,98.6687
Warisan Dunia Minimini,5,2.4541,98.9783
Warung Info Wisata,5,3.8986,98.4208
Water Park Tambunan,3.8,2.1211,98.9642
Waterfall Pelangi Indah,4.2,3.7115,98.7317
Waterpark Bima Utomo International,4.1,3.5094,98.6765
Waterpark Ria,3.9,4.1611,97.8419
West Kisaran,3.9,3.3143,98.3797
Wisata Air Parsariran,4.2,1.156,99.4225
Wisata Alam,3.9,1.8953,100.0932
"Wisata Alam ""Panatapan Parupuk Julu""",1,1.3989,99.2471
Wisata Alam Aek Markusasak,3.9,1.7314,99.8018
Wisata Alam Aek Sordang,3.8,2.3304,100.154
Wisata Alam Datuk,3.7,2.9785,99.6299
Wisata Alam Experience Survive Champing,5,3.5776,98.6684
Wisata Alam Pohon Damai Simempar,4.6,3.1218,98.6821
Wisata Alam Pondok Biru,4.1,2.9526,99.0594
Wisata Alam Siringo,4.8,2.9116,98.5183
Wisata Bah Kulistik,4.2,2.8572,99.2239
Wisata Batu Rongring,5,3.5553,98.1448
Wisata Bendunga Sei Palis,4.7,0.0466,100.5368
Wisata Dakwah Okura,4.3,2.9571,99.0611
Wisata Indonesia Itu Indah,3.9,1.8642,98.6326
Wisata Madu Aek Nauli,5,3.7993,102.2614
Wisata Makam Papan Tinggi Barus,4.4,2.6685,98.937
Wisata Pancing Sungai Bedera,3,3.5738,98.6887
Wisata Pulau Spantiang,4.3,1.7314,99.8018
Wisata Rekreasi Danau Buatan,3.7,3.4801,98.6943
Wisata Sawah Koto,4.6,0.126,100.1705
Wisata Sipinsur,4.5,1.4169,99.293
Wisata Taman Merci,4.2,3.4486,98.7005
Wisata Alam,4,2.2809,99.082
Wisata Hutan Mangrove Perpat,4.5,2.8888,99.6369
Wisata Pemandian Water Hill,3.6,2.9853,99.6285
Yayasan Perguruan Sisingamangaraja,5,2.3277,99.7156
Zam Zam Prima Persada. Pt,3,2.7908,98.5329
Air Terjun Baburai,5,1.6614,101.4468
Air Terjun Bertala,4,3.5066,98.8352
Air Terjun Kemuning,4.5,0.3851,99.5283
Air Terjun Sampuran Widuri,3.7,3.1154,99.2222
Air Terjun Sempugen,4.8,1.4461,99.58
Air Terjun Situak Lotik Iii,4.7,0.9682,99.7794
Embae Tour & Travel,4.9,6.1751,106.8492
Konservasi Sungai Kukam,4.8,3.4697,98.4598
Museum Deli Serdang,4.4,3.1535,98.6911
Old City Hall,5,3.3493,98.6489
Pantai Pasir Putih,4.2,2.6217,98.4861
Pasir Putih Porsea,4.2,2.6273,98.7922
Pelangi Nusantara,4.3,3.4364,98.5488
Pemandian Air Panas Tirto Kencono,5,3.438,98.4846
Travel Panyabungan Padang,3.5,0.8594,99.5631
Welterbeminimini,4.5,2.652,98.3805
Wisata Merci,4.2,3.4024,98.6915
TA13.ipynb
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