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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",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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