{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Library"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"# import sys\n",
"# reload(sys)\n",
"# sys.setdefaultencoding('utf-8')\n",
"import re\n",
"import csv\n",
"import nltk\n",
"import math\n",
"import string\n",
"import random\n",
"import haversine\n",
"import pandas as pd\n",
"import numpy as np\n",
"from random import *\n",
"from math import *\n",
"from string import digits\n",
"from collections import Counter\n",
"import matplotlib as mpl\n",
"from haversine import haversine, Unit\n",
"import matplotlib.pyplot as plt\n",
"from subprocess import check_output\n",
"from sklearn import metrics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loading the Data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Banyak data = 606\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Tempat Wisata</th>\n",
" <th>Rating</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Ksu Antara Travel</td>\n",
" <td>4.6</td>\n",
" <td>2.9860</td>\n",
" <td>99.6204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>A8 Village</td>\n",
" <td>4.0</td>\n",
" <td>2.0137</td>\n",
" <td>99.0037</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Air Terjun Sigarattung ( Sampuran Na Pitu)</td>\n",
" <td>4.5</td>\n",
" <td>2.4042</td>\n",
" <td>99.0474</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Air Terjun Taman Eden 100, Tobasa</td>\n",
" <td>4.4</td>\n",
" <td>2.6951</td>\n",
" <td>98.6897</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Abadas Jaya</td>\n",
" <td>4.3</td>\n",
" <td>3.7704</td>\n",
" <td>98.6321</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Aek Kanopan</td>\n",
" <td>4.8</td>\n",
" <td>2.5633</td>\n",
" <td>99.5229</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Aek Malapari</td>\n",
" <td>5.0</td>\n",
" <td>2.2680</td>\n",
" <td>99.7627</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Aek Milas</td>\n",
" <td>3.9</td>\n",
" <td>1.5227</td>\n",
" <td>99.2204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Aek Milas Paringgonan Sibuhuan</td>\n",
" <td>4.0</td>\n",
" <td>2.0399</td>\n",
" <td>99.8223</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Aek Sipaulak Hosa Loja</td>\n",
" <td>4.5</td>\n",
" <td>2.8446</td>\n",
" <td>98.5291</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Tempat Wisata Rating Latitude Longitude\n",
"0 Ksu Antara Travel 4.6 2.9860 99.6204\n",
"1 A8 Village 4.0 2.0137 99.0037\n",
"2 Air Terjun Sigarattung ( Sampuran Na Pitu) 4.5 2.4042 99.0474\n",
"3 Air Terjun Taman Eden 100, Tobasa 4.4 2.6951 98.6897\n",
"4 Abadas Jaya 4.3 3.7704 98.6321\n",
"5 Aek Kanopan 4.8 2.5633 99.5229\n",
"6 Aek Malapari 5.0 2.2680 99.7627\n",
"7 Aek Milas 3.9 1.5227 99.2204\n",
"8 Aek Milas Paringgonan Sibuhuan 4.0 2.0399 99.8223\n",
"9 Aek Sipaulak Hosa Loja 4.5 2.8446 98.5291"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('Pre_TA_13.csv', engine='python')\n",
"print ('Banyak data =', len(df))\n",
"df.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate Tempat Wisata"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"temp = []\n",
"tempat = []\n",
"inputan = []\n",
"TempatWisata_1 = []\n",
"rate = []\n",
"\n",
"# function generateTempatWisata to get \"Tempat Wisata\" from Data set\n",
"def generateTempatWisata(tempdata):\n",
" TempatWisata = []\n",
" TempatWisata.clear()\n",
" for i in range(randrange(2, 10)):\n",
" x = choice(tempdata)\n",
" if x not in TempatWisata:\n",
" TempatWisata.append(x)\n",
" return TempatWisata\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Encoding"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# function Encoding Itinerary to make value itinerary 0 or 1\n",
"def encodingItinerary(Itinerary, tempatwisata): \n",
" arr2 = []\n",
" arr2.clear()\n",
" for x in range(len(tempatwisata)):\n",
" cek = False\n",
" for i in range(len(Itinerary)):\n",
" if tempatwisata[x] is Itinerary[i]:\n",
" arr2.append(1)\n",
" cek = True\n",
" break\n",
" if(cek == False):\n",
" arr2.append(0)\n",
" return arr2\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Fitness Function"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Class Prepare Itinerary\n",
"class preItinerary:\n",
" \n",
" # function get Longitude and Latitude from Data\n",
" def getLongLat(param):\n",
" test = []\n",
" test.clear()\n",
" for i in range(len(param)):\n",
" if param[i] == 1:\n",
" test.append((df.iloc[i][2], df.iloc[i][3]))\n",
" return test \n",
" \n",
" # function get Rating from Data\n",
" def getRating(param):\n",
" rate = []\n",
" rate.clear()\n",
" for i in range(len(param)):\n",
" if param[i] == 1:\n",
" rate.append((df.iloc[i][1]))\n",
" return rate\n",
"\n",
"# Class Fitness Function\n",
"class fitnessFunction:\n",
" \n",
" # 1. function Estimasi Jarak using Haversine Formula to calculating distance\n",
" def haversineFormula(param):\n",
" r = 6373.0 # default \n",
" sum_ = 0\n",
" for x in range(len(param) - 1):\n",
" dlat = abs(float(param[x+1][0]) - float(param[x][0]))\n",
" dlon = abs(float(param[x+1][1]) - float(param[x][1]))\n",
" a = math.sin(dlat / 2)**2 + math.cos(param[x+1][0]) * math.cos(param[x][0]) * math.sin(dlon / 2)**2\n",
" c = 2 * math.atan2(math.sqrt(a), math.sqrt(1 - a))\n",
" dis = r * c\n",
" sum_ += dis\n",
"\n",
" dist = round(sum_)\n",
" return dist\n",
" \n",
" # 2. function Estimasi Waktu to calculating total time of each itinerary\n",
" def estimasiWaktu(jarak):\n",
" v = 60 # default average velocity\n",
" waktu = jarak / v\n",
" time_hours = round(waktu)\n",
" time_days = round(time_hours/12)\n",
" return time_hours\n",
" \n",
" # 3. function Estimasi Biaya to calculating total cost of each itinerary\n",
" def estimasiBiaya(jarak):\n",
" BBM = 7650 # Biaya BBM 1 Liter = Rp.7650\n",
" S_BBM =3.45 # Jarak tempuh untuk 1 Liter BBM = 3.45 KM\n",
" Biaya_R = 950000 # Biaya sewa/rental bus = Rp.950000\n",
" Biaya_BBM = round((jarak / S_BBM) * BBM) \n",
" Total_Cost = Biaya_BBM + Biaya_R\n",
" return Total_Cost\n",
" \n",
" # 4. function Average Rating to calculating average rating of each itinerary\n",
" def averageRating(preproses_Rating):\n",
" av = 0\n",
" average = 0\n",
" for i in range(len(preproses_Rating)):\n",
" av += float(int(preproses_Rating[i]))\n",
" average = round(float(av)/(len(preproses_Rating)), 1)\n",
" return average"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# function Inputan \n",
"tempdata = df[\"Tempat Wisata\"]\n",
"itinerary = generateTempatWisata(tempdata)\n",
"def inputan(param):\n",
" inputt = []\n",
" inputt.clear()\n",
" p = preItinerary\n",
" encode = encodingItinerary(param, tempdata)\n",
" preproses_Itinerary = p.getLongLat(encode)\n",
" preproses_Rating = p.getRating(encode)\n",
" f = fitnessFunction\n",
" jarak = f.haversineFormula(preproses_Itinerary)\n",
" waktu = f.estimasiWaktu(jarak)\n",
" biaya = f.estimasiBiaya(jarak)\n",
" rate = f.averageRating(preproses_Rating)\n",
" inputt.append((jarak, waktu, biaya, rate))\n",
" return inputt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Implementasi Algoritma"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1. Simulated Annealing"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Class Simulated Annealing\n",
"class simeal:\n",
" \n",
" # function test to get parameter \n",
" def test (data):\n",
" tempatbaru = []\n",
" da = generateTempatWisata(data)\n",
" inn = inputan(da)\n",
" tempatbaru.append((inn, da))\n",
" return tempatbaru\n",
" \n",
" # function calculate to chose best solution from 2 parameter (x1) and (x2)\n",
" def calculate(x1, x2):\n",
" if (x1[0][0] < x2[0][0] and x1[0][3] < x2[0][3]) or (x1[0][0] < x2[0][0] and x1[0][3] == x2[0][3]):\n",
" return x1\n",
" else:\n",
" return x2\n",
" \n",
" # function solution to save all solution \n",
" def solution():\n",
" temp_Case = []\n",
" data = df[\"Tempat Wisata\"]\n",
" T_akhir = 500 # default\n",
" T_awal = 0.0001 # default\n",
" CoolingRate = 0.9 # default\n",
" while T_awal < T_akhir: # condition statement\n",
" x1 = simeal.test(data)\n",
" x2 = simeal.test(data)\n",
" x11 = x1[0][0]\n",
" x22 = x2[0][0]\n",
" Newstate = simeal.calculate(x11, x22)\n",
" if Newstate is x11:\n",
" temp_Case.append(x1)\n",
" else:\n",
" temp_Case.append(x2)\n",
" \n",
" T_akhir = T_akhir * CoolingRate\n",
" \n",
" return temp_Case\n",
" \n",
"# Class printt \n",
"class printt:\n",
" \n",
" # function result to print all solution\n",
" def result():\n",
" result_ = simeal.solution()\n",
" print(len(result_), \"\\n\")\n",
" for i in range(len(result_)):\n",
" print(\"Itinerary \", i+1, \" = \",result_[i], \"\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"147 \n",
"\n",
"Itinerary 1 = [([(7893, 132, 18451870, 4.0)], ['Bekas Istana Kesultanan Asahan', 'Bukit Kininduma Simantas'])] \n",
"\n",
"Itinerary 2 = [([(15771, 263, 35920478, 3.7)], ['Taman Aek Kota Batu Labura', 'Masjid Al Osmani', 'Tor Simago-Mago'])] \n",
"\n",
"Itinerary 3 = [([(36910, 615, 82793913, 3.8)], ['Danau Marambe', 'Sopo Partungkoan', 'Air Terjun Kemuning', 'Tugu Sitio', 'The Heritage'])] \n",
"\n",
"Itinerary 4 = [([(16233, 271, 36944913, 4.0)], ['Tempat Pengasingan Soekarno', 'Jembatan Dalik Lubuk Sikaping', 'Pt. Raya Utama Travel'])] \n",
"\n",
"Itinerary 5 = [([(18197, 303, 41299870, 4.0)], ['Bendungan Lau Si Meimei', 'Kisaran Kota', 'Tugu Air Mancur Majestik', 'Air Terjun Pelangi Indah', 'Danau Linting'])] \n",
"\n",
"Itinerary 6 = [([(58369, 973, 130376913, 3.7)], ['Uruk Ndaholi', 'Pulau Malau', 'Vihara Pekong Lima', 'Air Terjun Ponot', 'Air Terjun Sampuran Widuri', 'Museum Karo Lingga', 'Masjid Raya Nur Addin', 'Tumori Traditional Village', 'Wisata Pancing Sungai Bedera'])] \n",
"\n",
"Itinerary 7 = [([(32615, 544, 73270217, 3.6)], ['Kampung Kuliner', 'Panatapan Sileme-Leme', 'Pantai Indah Sipinggan', 'Aek Sipaulak Hosa Loja', 'Tugu Becak Bsa Siantar', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Zam Zam Prima Persada. Pt', 'Saf Travel Indo'])] \n",
"\n",
"Itinerary 8 = [([(8388, 140, 19549478, 4.0)], ['Samto Aek Rangat', 'Bair Falls'])] \n",
"\n",
"Itinerary 9 = [([(23422, 390, 52885739, 3.6)], ['Pesona Alam Panorama Indah. Pt', 'Gedung Nasional Djauli Manik', 'Taman Bunga', 'Taman Mini Travel Langkat', 'Oyo 1752 Hotel Wisata'])] \n",
"\n",
"Itinerary 10 = [([(3196, 53, 8036783, 3.5)], ['Pantai Teluk Kerang', 'Pas Pam Wisata'])] \n",
"\n",
"Itinerary 11 = [([(25608, 427, 57732957, 3.3)], ['Tugu Kol', 'Monumen Loko Uap Du Croo & Braun', 'Pawan Hot Water'])] \n",
"\n",
"Itinerary 12 = [([(35944, 599, 80651913, 3.8)], ['A8 Village', 'Tugu Kol', 'Pertunjukan Tari Sigale Gale', 'Puncak Kabur Bukit Villa', 'Air Terjun Tarunggang', 'Sibolga Dutch Tunnel'])] \n",
"\n",
"Itinerary 13 = [([(16598, 277, 37754261, 4.0)], ['Twins Travel', 'Laterzhya Zimhuli', 'Batang Bahal'])] \n",
"\n",
"Itinerary 14 = [([(14842, 247, 33860522, 3.6)], ['Masjid Agung Islamic Centre Pasir Pengaraian Rohul', 'Kantor Balai Taman Nasional Batang Gadis', 'Air Terjun Sibabo', 'Air Terjun Pongkar', 'Karo Regency'])] \n",
"\n",
"Itinerary 15 = [([(14522, 242, 33150957, 3.3)], ['Sampuren Tutuen Sige', 'Taman Lope Lope Bulu Cina', 'Air Terjun Sampuran Widuri', 'Museum Zoologi', 'Bukit Lawang Orangutan Trekking', 'Museum Kota Tebing Tinggi'])] \n",
"\n",
"Itinerary 16 = [([(11590, 193, 26649565, 4.0)], ['Air Terjun Simonang Monang', 'Telagah', 'Elsasya Utama', 'Magic Eye 3d Art Museum'])] \n",
"\n",
"Itinerary 17 = [([(6462, 108, 15278783, 3.5)], ['Bukit Lawang Travel', 'Kolam Renang Pesona Wisata'])] \n",
"\n",
"Itinerary 18 = [([(7855, 131, 18367609, 4.0)], ['Siba Island Resort', 'Warisan Dunia Minimini', 'Pt Farnaz Utama'])] \n",
"\n",
"Itinerary 19 = [([(17885, 298, 40608043, 3.5)], ['Benteng Jepang', 'Tahura (Taman Hutan Raya)', 'Lapangan Pasir Tanjung Balai', 'Tirtanadi Tower'])] \n",
"\n",
"Itinerary 20 = [([(31712, 529, 71267913, 3.8)], ['Aek Kanopan', 'Alun Alun Lubuk Sikpaing', 'Lingga Cultural Village', 'Batak Museum', 'Elsasya Utama'])] \n",
"\n",
"Itinerary 21 = [([(8967, 149, 20833348, 3.7)], ['Museum Zoologi', 'Tugu Pahlawan Revolusi', 'Masjid Agung Sumatera Utara'])] \n",
"\n",
"Itinerary 22 = [([(26191, 437, 59025696, 4.0)], ['Rumah Wisata Sunggal', 'Pantai Batu Rusa', 'Air Terjun Linggahara-Rantau Prapat', 'Beach Island Karang', 'A8 Village', 'De Hole Laguna'])] \n",
"\n",
"Itinerary 23 = [([(14540, 242, 33190870, 4.0)], ['Alun Alun Lubuk Sikpaing', 'Bukit Lawang Wisata Alam'])] \n",
"\n",
"Itinerary 24 = [([(24165, 403, 54533261, 3.7)], ['Bukit Tara Bunga', 'Masjid Raya Nur Addin', 'Danau Marambe'])] \n",
"\n",
"Itinerary 25 = [([(26926, 449, 60655478, 3.8)], ['Patung Dewi Kwan Im', 'Taman Mini Travel Langkat', 'Air Terjun Pantai Salak', 'Puncak Bukit Manalise Aek Buro', 'Sri Supramaniyam Temple', 'Nice Trans Kisaran'])] \n",
"\n",
"Itinerary 26 = [([(3116, 52, 7859391, 4.5)], ['Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™', 'Berastagi Local Guide'])] \n",
"\n",
"Itinerary 27 = [([(28159, 469, 63389522, 3.7)], ['Museum Pusaka Karo - Berastagi', 'Gundaling', 'Salib Kasih', 'Bintang Johor Swimming Pool', 'Aek Saroha', 'Romance Padi Perbaungan', 'Agen Bus Karina'])] \n",
"\n",
"Itinerary 28 = [([(24074, 401, 54331478, 3.6)], ['Waterpark Ria', 'Taman Rekreasi Kong Mah', 'Rumah Makan Irian', 'Museum Zoologi', 'Lorong Indah'])] \n",
"\n",
"Itinerary 29 = [([(8854, 148, 20582783, 4.0)], ['Winter Holidays', 'Air Terjun Nai Sogop', 'Struggle Monument Berastagi'])] \n",
"\n",
"Itinerary 30 = [([(47388, 790, 106027739, 3.5)], ['Thermal Baths U.S.K Hineni', 'Oyo 1752 Hotel Wisata', 'Pantai Arta Indah', 'Lau Perkoh', 'Wisata Alam Siringo', 'Aek Milas'])] \n",
"\n",
"Itinerary 31 = [([(11759, 196, 27024304, 3.7)], ['Little India Medan', 'Mandailing Natal Regency', 'Wisata Alam Aek Sordang'])] \n",
"\n",
"Itinerary 32 = [([(22051, 368, 49845696, 3.8)], ['Pemandian Air Panas Rianiate', 'Bukit Burung', 'Pantai Maligi', 'Letter Z', 'Parks West Coast'])] \n",
"\n",
"Itinerary 33 = [([(44666, 744, 99992000, 4.1)], ['Kuamang Ujung Gading', 'Lau Bingai', 'Lau Teba Langkat', 'Langkat Regency', 'Wisata Alam Experience Survive Champing', 'Pemandian Air Panas Rianiate', 'Connectingjungle'])] \n",
"\n",
"Itinerary 34 = [([(7055, 118, 16593696, 3.8)], ['Millenium Wisata Indah Pt', 'Puncak Santai', 'Pemandian Alam Agape', 'Sp.Lau Petundal'])] \n",
"\n",
"Itinerary 35 = [([(45520, 759, 101885652, 3.6)], ['Bukik Posuak Maek', 'Sri Deli Park', 'Pantai Kenangan', 'Air Terjun Sampuran Widuri', 'Bandar Pulau', 'Bukit Lawang Day Trek', 'Perwakilan Mandiri'])] \n",
"\n",
"Itinerary 36 = [([(9494, 158, 22001913, 4.0)], ['Makam Ompung Parmata Sapihak', 'Wisata Agro Kopi Karo'])] \n",
"\n",
"Itinerary 37 = [([(62475, 1041, 139481522, 3.1)], ['Pulau Samosir', 'Dokter Travel', 'Go Adventure Tour & Travel Indonesia', 'Benteng Jepang', 'De Hole Laguna', 'Perwakilan Mandiri', 'Bekancan River', 'Kuta Sukareme'])] \n",
"\n",
"Itinerary 38 = [([(35184, 586, 78966696, 3.5)], ['Bandar Pulau', 'Tahura (Taman Hutan Raya)', 'Aek Malapari', 'Taman Mejuah-Juah', 'Tirtanadi Tower', 'Air Terjun Simpang Kanan'])] \n",
"\n",
"Itinerary 39 = [([(2045, 34, 5484565, 3.5)], ['Air Terjun Tarunggang', 'Bintang Johor Swimming Pool'])] \n",
"\n",
"Itinerary 40 = [([(14367, 239, 32807261, 4.0)], ['Gang Bengkok Old Mosque', 'Tugu Pramuka', 'Wisata Air Parsariran', 'Bakarang Simalem'])] \n",
"\n",
"Itinerary 41 = [([(27647, 461, 62254217, 3.8)], ['Pantai Cermin Theme Park & Resort Hotel', 'Puncak Gundaling Brastagi', 'Bakarang Simalem', 'Hotel Pesona Wisata', 'Wisata Sipinsur', 'Mora Indah', 'Peceren Karo Village', 'Pasar Kaget Kota Binjai', 'Pantai Buih'])] \n",
"\n",
"Itinerary 42 = [([(11454, 191, 26348000, 3.4)], ['Rumah Wisata Sunggal', 'Air Terjun Binanga Bolon', 'Wisata Pulau Spantiang', 'Sitinjo', 'Bukit Tara Bunga'])] \n",
"\n",
"Itinerary 43 = [([(6019, 100, 14296478, 3.5)], ['Pt. Sky Ocean Travel', 'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.'])] \n",
"\n",
"Itinerary 44 = [([(19127, 319, 43362043, 4.0)], ['Merci Waterboom', 'Konservasi Sungai Kukam', 'Pantai Maligi', 'Batu Gajah'])] \n",
"\n",
"Itinerary 45 = [([(27760, 463, 62504783, 3.8)], ['Mesjid Raya Al-Abror', 'Cafe Goa Kaca', 'Pasar Buah Berastagi', 'Makam Ompung Parmata Sapihak', 'One Heart Hill'])] \n",
"\n",
"Itinerary 46 = [([(12349, 206, 28332565, 2.5)], ['Wisata Alam \"Panatapan Parupuk Julu\"', 'Bukit Lawang Guide'])] \n",
"\n",
"Itinerary 47 = [([(6674, 111, 15748870, 4.0)], ['Monumen Halilintar', 'Letter Z', 'Pemandian Alam Tirta Sayum Sabah', 'Vihara Gunung Timur', 'Lingga Cultural Village'])] \n",
"\n",
"Itinerary 48 = [([(27427, 457, 61766391, 4.0)], ['Ende Holidays', 'Wisata Alam Aek Markusasak', 'Bukit Teletubies'])] \n",
"\n",
"Itinerary 49 = [([(4815, 80, 11626739, 3.5)], ['Wisata Dakwah Okura', 'Bekancan River'])] \n",
"\n",
"Itinerary 50 = [([(32065, 534, 72050652, 3.8)], ['Jembatan Lau Luhung, Gunung Meriah.', 'Pantai Pulau Putri', 'Air Terjun Aek Matua', 'Dinas Kebudayaan & Pariwisata', 'Sibolga Dutch Tunnel'])] \n",
"\n",
"Itinerary 51 = [([(9274, 155, 21514087, 3.8)], ['Muara Beach Beautiful', 'Waterfall Pelangi Indah', 'Museum Karo Lingga', 'Alam Wisata Danau Laut Tador'])] \n",
"\n",
"Itinerary 52 = [([(7226, 120, 16972870, 2.5)], ['Wisata Alam \"Panatapan Parupuk Julu\"', 'Pt. Dairi Transport'])] \n",
"\n",
"Itinerary 53 = [([(34643, 577, 77767087, 3.9)], ['Mangrove Tour Lubuk Kertang', 'Bahal Temple I', 'Winter Holidays', 'Letter Z', 'Air Terjun Sipitu Tikka', 'Kolam Pancing Asri', 'Tanjung Pura'])] \n",
"\n",
"Itinerary 54 = [([(12044, 201, 27656261, 4.0)], ['Kota Padang Sidempuan', 'Tourism Kuala Paret'])] \n",
"\n",
"Itinerary 55 = [([(36743, 612, 82423609, 3.4)], ['Gedung Mabmi', 'Sitinjo', 'Lapangan Pasir Tanjung Balai', 'Pertunjukan Tari Sigale Gale', 'Little India Medan', 'Pusat Informasi Geopark Kaldera Toba Sigulatti', 'Air Terjun Sitiotio'])] \n",
"\n",
"Itinerary 56 = [([(50813, 847, 113622304, 3.9)], ['Lau Bingai', 'Air Terjun Bah Salak', 'Fortress Seven Layer', 'Abadas Jaya', 'Kuamang Ujung Gading', 'Cross Of Love', 'Travel Panyabungan Padang'])] \n",
"\n",
"Itinerary 57 = [([(44085, 735, 98703696, 3.9)], ['Rosyid Orangutan Tours', 'The Kaldera', 'Bukit Lawang Ecotourism & Ecoproject', 'Kota Padang Sidempuan', 'Bat Cave, Bukit Lawang', 'Tourism Kuala Paret', 'Oyo 1752 Hotel Wisata'])] \n",
"\n",
"Itinerary 58 = [([(26447, 441, 59593348, 4.3)], ['Bukit Lawang Ecotourism & Ecoproject', 'Sansan Travel', 'Tugu Air Mancur Sinar Indonesia Baru Petisah', 'Peceren Karo Village', 'Tugu Pahlawan Revolusi', 'Warung Info Wisata', 'Umbul Ejuk'])] \n",
"\n",
"Itinerary 59 = [([(28024, 467, 63090174, 4.1)], ['Samto Aek Rangat', 'Lau Bingai', 'Pantai Maligi', 'Viewpoint Of Tuktuk Peninsula', 'Medan City Tour', 'Wisata Alam Pohon Damai Simempar', 'Klenteng Gunung Timur', 'Mangrove Tour Lubuk Kertang', 'Kualuh Hulu'])] \n",
"\n",
"Itinerary 60 = [([(68457, 1141, 152745957, 3.6)], ['Uruk Ndaholi', 'Wisata Alam Datuk', 'Wisata Sawah Koto', 'Taman Lope Lope Bulu Cina', 'Alam Wisata Danau Laut Tador', 'Museum Negeri Sumatera Utara', 'Water Park Tambunan', 'Air Terjun Saringgana', 'Tugu Air Mancur Sinar Indonesia Baru Petisah'])] \n",
"\n",
"Itinerary 61 = [([(18205, 303, 41317609, 3.7)], ['Air Terjun Sempugen', 'Aek Sipaulak Hosa Loja', 'Warnawarni Stabat'])] \n",
"\n",
"Itinerary 62 = [([(10535, 176, 24310217, 3.5)], ['Pantai Arta Indah', 'Taman Lope Lope Bulu Cina'])] \n",
"\n",
"Itinerary 63 = [([(22020, 367, 49776957, 3.7)], ['State Museum Of North Sumatra', 'Great Mosque', 'Air Terjun Aek Godang', 'Kebun Madu Efi', 'Elsasya Utama', 'Taman Lope Lope Bulu Cina'])] \n",
"\n",
"Itinerary 64 = [([(24320, 405, 54876957, 4.0)], ['Air Terjun Taman Eden 100, Tobasa', 'Ksu Antara Travel', 'Bair Falls', 'Klenteng Gunung Timur'])] \n",
"\n",
"Itinerary 65 = [([(51575, 860, 115311957, 3.6)], ['Pelangi Nusantara', 'Pt Farnaz Utama', 'Rumah Irmayanti Lubis', 'Tao Lake Rod Onang', 'Air Terjun Sarasah Kajai'])] \n",
"\n",
"Itinerary 66 = [([(18769, 313, 42568217, 3.8)], ['Rumah Irmayanti Lubis', 'Kolam Pancing Sapat', 'Pantai Teluk Kerang', 'Air Terjun Ponot'])] \n",
"\n",
"Itinerary 67 = [([(14772, 246, 33705304, 3.2)], ['Wisata Taman Merci', 'Kuta Sukareme', 'Counters Kupj Simpang Sei Kopas', 'Peceren Karo Village'])] \n",
"\n",
"Itinerary 68 = [([(12133, 202, 27853609, 4.0)], ['Tinggi Raja', 'Tugu Jeruk Berastagi'])] \n",
"\n",
"Itinerary 69 = [([(11760, 196, 27026522, 4.0)], ['Sopo Partungkoan', 'Berastagi', 'Air Terjun Sigura-Gura', 'Efrata Waterfall'])] \n",
"\n",
"Itinerary 70 = [([(4259, 71, 10393870, 4.0)], ['Beach Island Karang', 'Delta'])] \n",
"\n",
"Itinerary 71 = [([(25442, 424, 57364870, 3.8)], ['Pasar Tomok', 'Lapangan Tengku Amir Hamzah Stabat', 'Hotel Wisata Indah', 'Bagan Percut'])] \n",
"\n",
"Itinerary 72 = [([(27748, 462, 62478174, 4.0)], ['Kantor Balai Taman Nasional Batang Gadis', 'Sri Supramaniyam Temple', 'Museum Karo Lingga', 'Istana Kerajaan Rokan', 'Masjid Lama Gang Bengkok', 'Pt. Hikmah', 'Taman Danau Wisata Bunga Tujuh'])] \n",
"\n",
"Itinerary 73 = [([(33683, 561, 75638391, 4.0)], ['Taman Bunga', 'Tourism Kuala Paret', 'Cross Of Love', 'Salib Kasih Tarutung', 'Lokasi Wisata Pemandian Air Panas Sipoholon', 'Bayu Lagoon Resto & Taman Rekreasi', 'Ende Holidays', 'Aek Malapari'])] \n",
"\n",
"Itinerary 74 = [([(56213, 937, 125596217, 4.1)], ['Taman Selfie', 'Nice Trans Kisaran', 'Objek Wisata Patamuan', 'Wisata Hutan Mangrove Perpat', 'Go Adventure Tour & Travel Indonesia', 'Sopo Tinjak', 'Air Terjun Lenggo Geni', 'Pantai Pasir Putih'])] \n",
"\n",
"Itinerary 75 = [([(21630, 360, 48912174, 3.4)], ['Tapian Siri-Siri Syariah', 'Bukit Burung', 'Benteng Jepang', 'North Namu Ukur', 'Tugu Pahlawan Revolusi'])] \n",
"\n",
"Itinerary 76 = [([(27448, 457, 61812957, 3.0)], ['Sibio-Bio Adventure Park', 'Air Terjun Simpang Kanan', 'Kebun Binatang Simalingkar Medan', 'Efrata Waterfall'])] \n",
"\n",
"Itinerary 77 = [([(21802, 363, 49293565, 4.2)], ['Air Terjun Sigarattung ( Sampuran Na Pitu)', 'Kupu-Kupu Garden Guest House & Cafe', 'Pemandian Air Panas Tirto Kencono', 'Pasir Putih Porsea'])] \n",
"\n",
"Itinerary 78 = [([(35813, 597, 80361435, 3.9)], ['Karo Regency', 'Air Terjun Gorbus', 'Magic Eye 3d Art Museum', 'Samto Aek Rangat', 'Pemandian Air Panas U.S.K Hineni', 'Perwakilan Mandiri', 'Pantai Pasir Putih Parparean'])] \n",
"\n",
"Itinerary 79 = [([(23704, 395, 53511043, 3.4)], ['Vihara Budha Taman Iman', 'Puncak Bukit Manalise Aek Buro', 'Dolok Bunga Sirandorung', 'Namu Sira-Sira', 'Wisata Alam \"Panatapan Parupuk Julu\"', 'Pantai Teluk Kerang', 'Sp.Lau Petundal'])] \n",
"\n",
"Itinerary 80 = [([(9632, 161, 22307913, 3.3)], ['Jln Dusun Lauseridi', 'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.', 'Pemandian Air Panas U.S.K Hineni'])] \n",
"\n",
"Itinerary 81 = [([(11426, 190, 26285913, 4.0)], ['Air Terjun Simonang Monang', 'Taman Mini Travel Langkat', 'Gedung Nasional Djauli Manik'])] \n",
"\n",
"Itinerary 82 = [([(21418, 357, 48442087, 4.1)], ['Masjid Raya Stabat', 'Air Terjun Lumban Rang', 'Penatapan Pamah Simelir', 'Berastagi', 'Pool Bus Intra', 'Kuil Shri Mariamman', 'Monkey Forest Umar Manik Sibaganding'])] \n",
"\n",
"Itinerary 83 = [([(22502, 375, 50845739, 3.5)], ['Elsasya Utama', 'Kantor Balai Taman Nasional Batang Gadis', 'Loket Bus Bintang Utara', 'Fortress Seven Layer'])] \n",
"\n",
"Itinerary 84 = [([(33264, 554, 74709304, 4.0)], ['Struggle Monument Berastagi', 'Pantai Batu Rusa', 'Pool Bus Intra', 'Bukit Lawang Travel', 'Taman Mejuah-Juah', 'Kuamang Ujung Gading'])] \n",
"\n",
"Itinerary 85 = [([(7855, 131, 18367609, 3.5)], ['Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan', 'Air Panas Simolap'])] \n",
"\n",
"Itinerary 86 = [([(646, 11, 2382435, 3.5)], ['Pemandian Alam Agape', 'Bintang Johor Swimming Pool'])] \n",
"\n",
"Itinerary 87 = [([(32557, 543, 73141609, 4.0)], ['Pantai Tiram Tapakis', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Sialang Batu', 'Tanjung Pura', 'Pt. Jsa Tour & Travel', 'Kebun Madu Efi'])] \n",
"\n",
"Itinerary 88 = [([(10131, 169, 23414391, 4.0)], ['Warnawarni Stabat', 'Na Ix-X'])] \n",
"\n",
"Itinerary 89 = [([(36806, 613, 82563304, 4.2)], ['Na Ix-X', 'Pisang Pelangi', 'Air Terjun Simonang Monang', 'Sabah Simelir', 'Ende Holidays', 'Wisata Alam Aek Markusasak'])] \n",
"\n",
"Itinerary 90 = [([(8686, 145, 20210261, 4.0)], ['Air Terjun Nai Sogop', 'Bukit Lawang Guide', 'Tanah Lapang Merdeka Binjai'])] \n",
"\n",
"Itinerary 91 = [([(36899, 615, 82769522, 3.6)], ['Air Terjun Lumban Rang', 'The Attraction Of Ikan Gadang', 'Objek Wisata Maggrove Sisarahili Ts', 'Amarjun Wisata', 'Muaraopu'])] \n",
"\n",
"Itinerary 92 = [([(20371, 340, 46120478, 3.6)], ['Dolok Bunga Sirandorung', 'Water Park Tambunan', 'Pemandian Air Panas U.S.K Hineni', 'Museum Simalungun', 'Wisata Alam Aek Sordang'])] \n",
"\n",
"Itinerary 93 = [([(9667, 161, 22385522, 3.7)], [\"Five Star Int'l Travel\", 'Objek Wisata Luak Gadang, Guguak Rang Pisang', 'Tanjung Unta'])] \n",
"\n",
"Itinerary 94 = [([(64088, 1068, 143058174, 3.7)], ['Sembilantujuh Tour&Travel', 'Taman Wisata Alam, Pusat Latihan Gajah', 'Twa Lau Debuk-Debuk', 'Jembatan Sidikalang Wisata', 'Perkebunan Londut', 'Taman Lope Lope Bulu Cina', 'Sini Suka Natural Bath Sibiru-Biru'])] \n",
"\n",
"Itinerary 95 = [([(47377, 790, 106003348, 3.6)], ['Lau Gendang,Wisata Gua', 'Millenium Wisata Indah Pt', 'Menara Pandang Simanindo', 'Tourism Kuala Paret', 'Jln Dusun Lauseridi', 'Wisata Alam \"Panatapan Parupuk Julu\"', 'Aek Milas Paringgonan Sibuhuan'])] \n",
"\n",
"Itinerary 96 = [([(28475, 475, 64090217, 3.8)], ['Waterpark Ria', 'Taman Selfie', 'Air Terjun Pongkar', 'Masjid Agung Sumatera Utara', 'Poldung'])] \n",
"\n",
"Itinerary 97 = [([(41033, 684, 91936217, 3.6)], [\"Penginapan King's Ambarita\", 'Jembatan Poriaha', 'Masjid Raya Al Osmani', 'Dermaga Silalahi', 'Pantai Kaca', 'Puncak Bukit Galau', 'Parhonasan (Kebun Nenas) Sidumpe Anturi'])] \n",
"\n",
"Itinerary 98 = [([(33210, 554, 74589565, 4.2)], ['Tanah Lapang Merdeka Binjai', 'Rm Batunadua Indah', 'Air Terjun Cirocai Sungai Pandahan', 'Pantai Ketam', 'Gedung Mabmi'])] \n",
"\n",
"Itinerary 99 = [([(26494, 442, 59697565, 3.8)], ['Bahal Temple I', 'Vihara Pubbarama Buddhist', 'Gundaling', 'Air Terjun Sarasah Kajai', 'Air Terjun Lenggo Geni', 'Pemandian Air Panas Sibayak Mardinding Julu'])] \n",
"\n",
"Itinerary 100 = [([(14164, 236, 32357130, 3.0)], ['T.Garden', 'Objek Wisata Maggrove Sisarahili Ts'])] \n",
"\n",
"Itinerary 101 = [([(51956, 866, 116156783, 3.9)], ['Lapangan Pasir', 'Pt. Raya Utama Travel', 'Objek Wisata Patamuan', 'Wisata Taman Merci', 'Lubuk Batang Waterfall', 'Bair Falls', 'Masjid Raya', 'Sp.Lau Petundal', 'Pantai Ketam'])] \n",
"\n",
"Itinerary 102 = [([(1664, 28, 4639739, 4.5)], ['Pantai Katung Binasi', 'Air Terjun Sigura Gura'])] \n",
"\n",
"Itinerary 103 = [([(8702, 145, 20245739, 3.7)], ['Pondok Wisata Lagundi Samosir', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Waterfall Pelangi Indah'])] \n",
"\n",
"Itinerary 104 = [([(26211, 437, 59070043, 3.8)], ['Bendungan Batang Tongar', 'Air Terjun Lumban Rang', 'Wisata Alam Experience Survive Champing', 'Siba Island Resort', 'Wisata Pemandian Water Hill'])] \n",
"\n",
"Itinerary 105 = [([(53619, 894, 119844304, 3.7)], ['Wisata Taman Merci', 'Pesanggrahan Bung Karno', 'Wisata Pulau Spantiang', 'Air Terjun Pelangi Indah', 'Ranika Surf', 'Danau Marambe', 'Lorong Pandan'])] \n",
"\n",
"Itinerary 106 = [([(9006, 150, 20919826, 4.0)], ['Puncak Anai', 'Tugu Sitio'])] \n",
"\n",
"Itinerary 107 = [([(15247, 254, 34758565, 3.7)], ['Sibolga Dutch Tunnel', 'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Ekowisata Mangrove'])] \n",
"\n",
"Itinerary 108 = [([(32694, 545, 73445391, 3.6)], ['Hadabuan Naisogop Waterfalls', 'Pemandian Alam Bendungan Ginbers', 'Abadas Jaya', 'Wisata Alam'])] \n",
"\n",
"Itinerary 109 = [([(3450, 58, 8600000, 4.0)], ['Merci Waterboom', 'Tugu Marga Silalahi'])] \n",
"\n",
"Itinerary 110 = [([(89074, 1485, 198461913, 3.9)], ['Lau Bengkelade', 'Bukit Lawang Planet Hijau', 'Luppatan Tali - Tali', 'Pinang City', 'Pasir Putih Janggawari', 'Bukit Senyum', 'Istana Kerajaan Rokan', 'Puncak Bukit Manalise Aek Buro', 'Air Terjun Taga Hambing'])] \n",
"\n",
"Itinerary 111 = [([(25772, 430, 58096609, 3.4)], ['Air Terjun Sibabo', 'Pantai Teluk Kerang', \"Five Star Int'l Travel\", 'Pemandian Alam Bendungan Ginbers', 'Chinatown Medan', 'Sopo Partungkoan', 'Gundaling', 'Klenteng Gunung Timur'])] \n",
"\n",
"Itinerary 112 = [([(61497, 1025, 137312913, 3.9)], ['The Kaldera', 'Vihara Avalokitesvara', 'Pesona Alam Panorama Indah. Pt', 'Pawan Hot Water', 'Air Terjun Lumban Rang', 'Tugu Air Bangis', 'Vihara Pubbarama Buddhist', 'A8 Village', 'Stasiun Binjai'])] \n",
"\n",
"Itinerary 113 = [([(40769, 679, 91350826, 3.8)], ['Twa Lau Debuk-Debuk', 'Armaya Wisata Alam', 'Simpang Bantoon', 'Taman Selfie', 'Masjid Agung Ahmad Bakrie Kisaran', 'Pantai Cermin Theme Park & Resort Hotel'])] \n",
"\n",
"Itinerary 114 = [([(59343, 989, 132536652, 3.8)], ['Puncak Jb', 'Tugu Kol', 'Sbv', 'Masjid Raya', 'Grand Darussalam. Ud', 'Air Terjun Pantai Salak', 'Sumatra Tours Holiday & Jungle Trekking', 'Bakarang Simalem', 'Pantai Batu Rusa'])] \n",
"\n",
"Itinerary 115 = [([(12695, 212, 29099783, 4.2)], ['Bukit Travel Gibeon', 'Air Terjun Tarunggang', 'Kolam Pancing Sapat', 'Pantai Katung Binasi'])] \n",
"\n",
"Itinerary 116 = [([(26026, 434, 58659826, 3.6)], ['Gereja Katolik St. Dionysius, Sumbul', 'Pantai Pelawan', 'Masjid Raya Al Osmani', 'Taman Rekreasi Kong Mah', 'Kolam Pancing Asri'])] \n",
"\n",
"Itinerary 117 = [([(36421, 607, 81709609, 3.8)], ['Kolam Renang Air Panas Mardinding Tiga Rasa', 'Taman Danau Wisata Bunga Tujuh', 'Saf Travel Indo', 'The Le Hu Garden', 'Taman Kota Salak (Tugu Salak)', 'Oyo 1752 Hotel Wisata'])] \n",
"\n",
"Itinerary 118 = [([(5178, 86, 12431652, 3.8)], ['Letter Z', 'Kebun Binatang Simalingkar Medan', 'Kolam Renang Air Panas Mardinding Tiga Rasa', 'Pantai Indah Sipinggan'])] \n",
"\n",
"Itinerary 119 = [([(3598, 60, 8928174, 4.5)], ['Anugerah Soambaton Beach', 'Bukit Kininduma Simantas'])] \n",
"\n",
"Itinerary 120 = [([(35368, 589, 79374696, 3.4)], ['Objek Wisata Maggrove Sisarahili Ts', 'Lapangan Pasir Tanjung Balai', 'Pemandian Alam Bendungan Ginbers', 'Tugu Air Mancur Majestik', 'Pantai Maligi', 'Masjid Lama Kabanjahe', 'Warnawarni Stabat'])] \n",
"\n",
"Itinerary 121 = [([(46091, 768, 103151783, 3.9)], ['Cafe Goa Kaca', 'Bakarang Simalem', 'Tugu Air Bangis', 'Elsasya Utama', 'Bukit Lawang Guide', 'Pantai Paris', 'Toba Lake Sibolahotang Beautiful Beach', 'Tugu Pramuka'])] \n",
"\n",
"Itinerary 122 = [([(4955, 83, 11937174, 4.0)], ['Struggle Monument Berastagi', 'Huta Bolon'])] \n",
"\n",
"Itinerary 123 = [([(3461, 58, 8624391, 3.5)], ['Wisata Rekreasi Danau Buatan', 'Lake Toba Viewpoint'])] \n",
"\n",
"Itinerary 124 = [([(10079, 168, 23299087, 3.7)], ['Nice Trans Kisaran', 'Pantai Pelawan', 'Pantai Buih'])] \n",
"\n",
"Itinerary 125 = [([(31656, 528, 71143739, 3.8)], ['Mandailing Natal Regency', 'Barusjahe', 'Pantai Kenangan', 'Nature Baths Gantang Rani', 'Taman Air Percut', 'Bendungan Lau Si Meimei', 'Lyza Outbount', 'Pt. Raya Utama Travel'])] \n",
"\n",
"Itinerary 126 = [([(36432, 607, 81734000, 3.7)], ['Wisata Bendunga Sei Palis', 'Salak Monument Pakkat', 'Bahal Temple I', 'Pemandian Air Panas Goa Ergendang', 'Air Terjun Linggahara-Rantau Prapat', 'Karo Regency', 'Bukit Travel Gibeon'])] \n",
"\n",
"Itinerary 127 = [([(8594, 143, 20006261, 3.3)], ['Sopo Partungkoan', 'Balai Datuk Setia Maharaja Negeri Serdang', 'Kota Padang Sidempuan'])] \n",
"\n",
"Itinerary 128 = [([(26380, 440, 59444783, 4.0)], ['Millenium Wisata Indah Pt', 'Kantor Balai Taman Nasional Batang Gadis', 'Sibio-Bio Advanture Park', 'Cross Of Love'])] \n",
"\n",
"Itinerary 129 = [([(44986, 750, 100701565, 3.8)], ['Waterpark Bima Utomo International', 'Vania Travel', 'Taman Wisata Alam, Pusat Latihan Gajah', 'Muara Beach Beautiful', 'Air Terjun Sempugen', 'Cafe Goa Kaca', 'Museum Perkebunan Indonesia', 'Pantai Maligi'])] \n",
"\n",
"Itinerary 130 = [([(59052, 984, 131891391, 3.4)], ['Pt Pelangi Wisata', 'Taman Sungai Padang', 'Kembar Agro', 'Danau Sipogas', 'Pesona Alam Panorama Indah. Pt', 'Pemandian Air Panas Rianiate', 'Pantai Simallo', 'Air Soda Kabupaten Karo', 'Tugu Air Mancur Majestik'])] \n",
"\n",
"Itinerary 131 = [([(71799, 1197, 160156478, 4.1)], ['Tinggi Raja', 'Wisata Merci', 'Zam Zam Prima Persada. Pt', 'Pantai Batu Rusa', 'Lau Mentar Canyon', 'Pesanggrahan Bung Karno', 'Rumah Makan Irian', 'Wisata Madu Aek Nauli', 'Stabat'])] \n",
"\n",
"Itinerary 132 = [([(4842, 81, 11686609, 4.0)], ['Bukit Lawang Wisata Alam', 'Pasar Buah Berastagi', 'Salak Monument Pakkat'])] \n",
"\n",
"Itinerary 133 = [([(7979, 133, 18642565, 4.0)], ['Pusat Informasi Geopark Kaldera Toba Sigulatti', 'Pantai Pongkar'])] \n",
"\n",
"Itinerary 134 = [([(68184, 1136, 152140609, 4.1)], ['Counters Kupj Simpang Sei Kopas', 'Air Terjun Efrata', 'Royal Palace Nafis Jackson', 'Pantai Bul Bul', 'Vihara Gunung Timur', 'Tao Lake Rod Onang', 'Museum Perkebunan Indonesia', 'Leo Tour & Travel (Leo Wisata Medan)', 'Beach Island Karang'])] \n",
"\n",
"Itinerary 135 = [([(26395, 440, 59478043, 3.0)], ['Pt Pelangi Wisata', 'Oyo 1752 Hotel Wisata', 'Dinas Kebudayaan & Pariwisata', 'Museum Huta Bolon Simanindo', 'Pantai Pulau Putri'])] \n",
"\n",
"Itinerary 136 = [([(13964, 233, 31913652, 3.7)], ['Rumah Irmayanti Lubis', 'Tourism Kuala Paret', 'Nature Baths Gantang Rani'])] \n",
"\n",
"Itinerary 137 = [([(50723, 845, 113422739, 3.3)], ['Taman Edukasi Binjai', 'Namu Sira-Sira', 'Masjid Raya Kisaran Kota', 'Tapian Siri-Siri Syariah', 'Sumatra Tours Holiday & Jungle Trekking', \"Pt. Bagus Wisata Holiday's\"])] \n",
"\n",
"Itinerary 138 = [([(14618, 244, 33363826, 3.0)], ['Tour Accomodation', 'Balai Datuk Setia Maharaja Negeri Serdang'])] \n",
"\n",
"Itinerary 139 = [([(24022, 400, 54216174, 3.8)], ['Kupu-Kupu Garden Guest House & Cafe', 'Pinang City', 'Puncak Gundaling Brastagi', 'Simonis'])] \n",
"\n",
"Itinerary 140 = [([(9763, 163, 22598391, 3.7)], ['Masjid Raya', 'Pasir Putih Janggawari', 'Oyo 1752 Hotel Wisata'])] \n",
"\n",
"Itinerary 141 = [([(30757, 513, 69150304, 3.0)], ['Simpang Pantai Monyet', 'Wisata Pancing Sungai Bedera', 'Bukit Lawang Tour Trekking', 'Wisata Alam \"Panatapan Parupuk Julu\"', 'Wisata Rekreasi Danau Buatan'])] \n",
"\n",
"Itinerary 142 = [([(32662, 544, 73374435, 3.9)], ['Air Panas Simolap', 'Tugu Pramuka', 'Mangrove Tour Lubuk Kertang', 'Deleng Bencirus', 'Taman Sri Deli', 'Pantai Ketam', 'Pt. Raya Utama Travel', 'Tugu Sejarah Perjuangan Asahan'])] \n",
"\n",
"Itinerary 143 = [([(12529, 209, 28731696, 4.0)], ['Rosyid Orangutan Tours', 'Tugu Sejarah Perjuangan Asahan', 'Taman Mutiara Selat Malaka'])] \n",
"\n",
"Itinerary 144 = [([(12126, 202, 27838087, 3.7)], ['Barusjahe', 'Taman Lope Lope Bulu Cina', 'Botanical Samosir'])] \n",
"\n",
"Itinerary 145 = [([(37830, 630, 84833913, 3.9)], ['Pulau Malau', 'Air Terjun Malakkut', 'Pt. Npm Perwakilan On Bus', 'T.Garden', 'Lapangan Pasir Tanjung Balai', 'Kuil Shri Mariamman', 'Bukit Lawang Wisata Alam', 'Air Terjun Sitiotio'])] \n",
"\n",
"Itinerary 146 = [([(67065, 1118, 149659348, 3.4)], ['Monkey Forest Umar Manik Sibaganding', 'Pantai Barat Natal', 'Museum Kota Tebing Tinggi', 'Tugu D.I Panjaitan', 'Cross Of Love', 'Waterpark Ria', 'Museum Lubuk Pakam', 'Wisata Alam \"Panatapan Parupuk Julu\"', 'Perwakilan Mandiri'])] \n",
"\n",
"Itinerary 147 = [([(2262, 38, 5965739, 4.0)], ['Air Terjun Ponot', 'Bukit Tara Bunga'])] \n",
"\n"
]
}
],
"source": [
"printt.result()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2. Iterated Local Search"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"#Initial Solution\n",
"\n",
"class initial:\n",
" def solution (data):\n",
" tempatbaru = []\n",
" tempatbaru *= 0\n",
" da = generateTempatWisata(data)\n",
" inn = inputan(da)\n",
" tempatbaru.append((inn, da))\n",
" return tempatbaru\n",
" \n",
" def listsolution(data):\n",
" list_ = []\n",
" listiteration = 150\n",
" for i in range(listiteration):\n",
" c = initial.solution(data)\n",
" list_.append(c)\n",
" return list_\n",
"\n",
"class iteratedlocalsearch:\n",
" \n",
" def calculate(data):\n",
" final_solution = []\n",
" sol_iteration = 150\n",
" for it in range(sol_iteration):\n",
" x1 = initial.solution(data)\n",
" x2 = initial.listsolution(data)\n",
" x2.sort(reverse = False)\n",
" tes = False;\n",
" x11 = x1[0][0][0][0]\n",
" x12 = x1[0][0][0][3]\n",
" for i in range(len(x2)):\n",
" \n",
" x21 = x2[i][0][0][0][0]\n",
" x22 = x2[i][0][0][0][3]\n",
" if (x11 < x21 and x12 < x22) or (x11 < x21 and x12 == x22):\n",
" tes = True;\n",
" break;\n",
" if(tes):\n",
" final_solution.append(x1);\n",
" return final_solution\n",
"\n",
"# Class printt \n",
"class printils:\n",
" \n",
" def resultils():\n",
" data = df[\"Tempat Wisata\"]\n",
" result_ = iteratedlocalsearch.calculate(data)\n",
" print(len(result_), \"\\n\")\n",
" for i in range(len(result_)):\n",
" print(\"Itinerary \", i+1, \" = \", result_[i], \"\\n\")\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"145 \n",
"\n",
"Itinerary 1 = [([(20845, 347, 47171522, 4.0)], ['Masjid Agung Ahmad Bakrie Kisaran', 'Wisata Alam Pohon Damai Simempar', 'Tourism Kuala Paret', 'A8 Village', 'Pt. Pmn Travel Bus', 'Karo Regency'])] \n",
"\n",
"Itinerary 2 = [([(27922, 465, 62864000, 3.6)], ['Pt. Npm Perwakilan On Bus', 'Kuta Sukareme', 'Wisata Madu Aek Nauli', 'Wisata Agro Kopi Karo', 'Pemandian Air Panas - Batu Bara ( 50 )'])] \n",
"\n",
"Itinerary 3 = [([(29476, 491, 66309826, 4.0)], ['Lingga Cultural Village', 'Pantai Arta Indah', 'Tor Simago-Mago', 'Biro Jasa', 'Alun Alun Lubuk Sikpaing'])] \n",
"\n",
"Itinerary 4 = [([(24344, 406, 54930174, 4.2)], ['Beach Island Karang', 'Ende Holidays', 'Pt. Hikmah', 'Zam Zam Prima Persada. Pt', 'Batang Bahal', 'Simpang Bantoon'])] \n",
"\n",
"Itinerary 5 = [([(30528, 509, 68642522, 4.3)], ['Anugerah Soambaton Beach', 'Kuil Shri Mariamman', 'Sialang Batu', 'Masjid Raya Nur Addin', 'Sri Supramaniyam Temple', 'Batu Gantung'])] \n",
"\n",
"Itinerary 6 = [([(13151, 219, 30110913, 4.0)], ['Bukit Lawang Guide', 'Budaya Resto', 'Simpang Bantoon', 'Revolution Heroes Monument'])] \n",
"\n",
"Itinerary 7 = [([(9814, 164, 22711478, 4.0)], ['Saba Napa', 'Efrata Waterfall', 'Bukit Lawang Trip'])] \n",
"\n",
"Itinerary 8 = [([(3838, 64, 9460348, 3.5)], ['Tugu Silahi Sabungan', 'Lae Simbellen'])] \n",
"\n",
"Itinerary 9 = [([(10687, 178, 24647261, 3.8)], ['Taman Pesona Asri', 'Pemandian Sidamanik', 'Disparbud Dairi', 'Wisata Pancing Sungai Bedera'])] \n",
"\n",
"Itinerary 10 = [([(23402, 390, 52841391, 3.8)], ['Taman Benteng Lions Club', 'Wisata Alam Datuk', 'Air Terjun Sigura Gura', 'Barusjahe', 'Pt. Dairi Transport'])] \n",
"\n",
"Itinerary 11 = [([(18791, 313, 42617000, 3.0)], ['Tugu Silahi Sabungan', 'Wisata Rekreasi Danau Buatan', 'Air Terjun Simpang Kanan', 'Tapian Puti'])] \n",
"\n",
"Itinerary 12 = [([(13049, 217, 29884739, 4.0)], ['Pusat Informasi Geopark Kaldera Toba Sigulatti', 'Pantai Cermin Theme Park & Resort Hotel', 'Desa Adat Ragi Hotang Meat'])] \n",
"\n",
"Itinerary 13 = [([(17192, 287, 39071391, 4.0)], ['Air Terjun Sigura-Gura', 'Pakkodian Toba', 'Taman Sri Deli'])] \n",
"\n",
"Itinerary 14 = [([(35775, 596, 80277174, 3.6)], ['Pemandian Air Panas Goa Ergendang', 'Cross Of Love', 'Puncak Jb', 'Kantor Balai Taman Nasional Batang Gadis', 'Wisata Alam Pohon Damai Simempar', 'The Heritage', 'Batu Gantung', 'Pinang City'])] \n",
"\n",
"Itinerary 15 = [([(14368, 239, 32809478, 4.0)], ['Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Replika Istana Serdang', 'Simanimbo Waterfall', 'Bukit Lawang Travel', 'Pusat Informasi Geopark Kaldera Toba Sigulatti'])] \n",
"\n",
"Itinerary 16 = [([(49521, 825, 110757435, 3.8)], ['Taman Lope Lope Bulu Cina', 'Ranika Surf', 'Hotel Pesona Wisata', 'Saba Napa', 'Lokasi Wisata Pemandian Air Panas Sipoholon', 'Puncak Paranginan,Aek Nabirong', 'Auliya Tour & Travel', 'Little India Medan'])] \n",
"\n",
"Itinerary 17 = [([(30353, 506, 68254478, 3.7)], ['Rumah Irmayanti Lubis', 'Air Terjun Baburai', 'Air Terjun Sarasah Kajai', 'Bukit Lawang Guide', 'Pemandian Pulau Batu (Pulbat)', 'Air Terjun Linggahara-Rantau Prapat'])] \n",
"\n",
"Itinerary 18 = [([(33975, 566, 76285870, 3.8)], ['Cross Of Love', 'Bukik Posuak Maek', 'Uruk Ndaholi', 'Batak Museum', 'Alam Wisata Danau Laut Tador', 'Fortress Seven Layer'])] \n",
"\n",
"Itinerary 19 = [([(24883, 415, 56125348, 4.2)], ['Pantai Indah Sipinggan', 'Thermal Baths U.S.K Hineni', 'Agrowisata Hidro Aa', 'Travel Panyabungan Padang', 'Ende Holidays', 'Aek Kanopan'])] \n",
"\n",
"Itinerary 20 = [([(41851, 698, 93750043, 4.0)], ['Simpang Bantoon', 'Lokasi Wisata Pemandian Air Panas Sipoholon', 'Hotel Pesona Wisata', 'Wisata Batu Rongring', 'Kebun Binatang Simalingkar Medan', 'Air Terjun Cirocai Sungai Pandahan', 'Magic Eye 3d Art Museum'])] \n",
"\n",
"Itinerary 21 = [([(48880, 815, 109336087, 3.8)], ['Museum Deli Serdang', 'Ranika Surf', 'Kolam Pancing Sapat', 'Sumatra Tours Holiday & Jungle Trekking', 'Bahal Temple I', 'Tanjung Apek Beach'])] \n",
"\n",
"Itinerary 22 = [([(10624, 177, 24507565, 4.0)], ['Parks West Coast', 'Bukit Tara Bunga'])] \n",
"\n",
"Itinerary 23 = [([(51520, 859, 115190000, 4.2)], ['Alun Alun Lubuk Sikpaing', 'Padang Lawas Regency', 'Amarjun Wisata', 'Grand Darussalam. Ud', 'Bendungan Lau Si Meimei', 'Monkey Forest Umar Manik Sibaganding', 'Tinggi Raja', 'North Labuhanbatu Regency', 'Bukit Lawang'])] \n",
"\n",
"Itinerary 24 = [([(29597, 493, 66578130, 4.0)], ['Tanjung Unta', 'Jembatan Tano Ponggol', 'Karo Regency', 'Pt. Dairi Transport', 'Aek Sipaulak Hosa Loja', 'Tour Accomodation', 'Dermaga Silalahi'])] \n",
"\n",
"Itinerary 25 = [([(64005, 1067, 142874130, 3.9)], ['Air Travel Parsariran', 'Wisata Batu Rongring', 'Tobasa', 'Thermal Baths U.S.K Hineni', 'Ranika Surf', 'The Kaldera', 'Kolam Pancing Asri', 'Leo Tour & Travel (Leo Wisata Medan)'])] \n",
"\n",
"Itinerary 26 = [([(38957, 649, 87332913, 4.1)], ['Berastagi Local Guide', 'Pulau Malau', 'Air Terjun Saringgana', 'Titi Gantung Bridge', 'Vihara Budha Taman Iman', 'Alun Alun Kota Kisaran', 'Salak Monument Pakkat', 'Kolam Pancing Asri', 'Pantai Barat'])] \n",
"\n",
"Itinerary 27 = [([(30482, 508, 68540522, 4.1)], ['Aek Malapari', 'Replika Istana Serdang', 'Masjid Lama Gang Bengkok', 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)', 'Permata Asri Stabat', 'Lorong Pandan', 'Bukik Posuak Maek'])] \n",
"\n",
"Itinerary 28 = [([(31981, 533, 71864391, 3.9)], ['Pakpak Culture Association (Cgc)', 'Cafe Goa Kaca', 'Lae Simbellen', 'Taman Balita Kota Binjai', 'Panatapan Sileme-Leme', 'Warung Info Wisata', 'Air Terjun Gorbus', 'Air Terjun Saringgana'])] \n",
"\n",
"Itinerary 29 = [([(48751, 813, 109050043, 4.1)], ['Pertunjukan Tari Sigale Gale', 'Pasar Kaget Kota Binjai', 'Mester Bukit Lawang (Tour Guide)', 'Air Terjun Betala', 'Tapian Puti', 'Alaman Bolak Padang Nadimpu', 'Masjid Raya Nur Addin'])] \n",
"\n",
"Itinerary 30 = [([(14644, 244, 33421478, 4.3)], ['Masjid Raya Kisaran Kota', 'Pantai Sikabau', 'Tugu Simpang Empat'])] \n",
"\n",
"Itinerary 31 = [([(13979, 233, 31946913, 4.0)], ['Alun Alun Kota Kisaran', 'Pulau Beswesen Tanjungbalai', 'Counters Kupj Simpang Sei Kopas'])] \n",
"\n",
"Itinerary 32 = [([(52807, 880, 118043783, 3.9)], ['Penangkaran Buaya Asam Kumbang', 'Pemandian Air Panas Rianiate', 'Tugu D.I Panjaitan', 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul', 'Tanjung Pura', 'Sansan Travel', 'Air Terjun Bertala', 'Bukit Lawang Guide'])] \n",
"\n",
"Itinerary 33 = [([(12636, 211, 28968957, 3.7)], ['Puncak Anai', 'Bendungan Lau Si Meimei', 'Pemandian Alam Agape'])] \n",
"\n",
"Itinerary 34 = [([(49129, 819, 109888217, 4.0)], ['Air Terjun Aek Matua', 'Mesjid Raya Al-Abror', 'Pt, Yy Traveling Tour And Travel', 'Pawan Hot Water', 'Aek Sipaulak Hosa Loja', 'Wisata Taman Merci', 'Pantai Barat Natal'])] \n",
"\n",
"Itinerary 35 = [([(27907, 465, 62830739, 3.8)], ['Danau Marambe', 'Tugu Silahi Sabungan', 'Parhallow Viewpoint And Coffee Shop', 'Jembatan Lae Pandaroh', 'The Heritage'])] \n",
"\n",
"Itinerary 36 = [([(55225, 920, 123405435, 4.0)], ['Telagah', 'Simonis', 'Twins Travel', 'Puncak Kabur Bukit Villa', 'Disparbud Dairi', 'Sini Suka Natural Bath Sibiru-Biru', 'Pakpak Culture Association (Cgc)'])] \n",
"\n",
"Itinerary 37 = [([(30688, 511, 68997304, 4.0)], ['Jembatan Tano Ponggol', 'Pantai Maligi', 'Winter Holidays', 'Sumatra Tours Holiday & Jungle Trekking'])] \n",
"\n",
"Itinerary 38 = [([(66337, 1106, 148045087, 3.9)], ['Taman Mini Travel Langkat', 'Stasiun Binjai', 'Masjid Lama Kabanjahe', 'Pantai Barat Natal', 'Loket Satu Nusa', 'Masjid Agung Kota Binjai', 'Titi Gantung Bridge', 'Musala Waterfall'])] \n",
"\n",
"Itinerary 39 = [([(33407, 557, 75026391, 3.8)], ['Desa Adat Ragi Hotang Meat', 'Sumur Tua', 'Rumah Irmayanti Lubis', 'Tugu Air Mancur Majestik', 'Bukit Lawang Orangutan Trekking', 'Wisata Bendunga Sei Palis'])] \n",
"\n",
"Itinerary 40 = [([(47318, 789, 105872522, 4.0)], ['State Museum Of North Sumatra', 'Museum Lubuk Pakam', 'Batak Museum', 'Tobasa', 'Cis Tour & Travel', 'Puncak Saragodung', 'Nature Baths Gantang Rani', 'Jembatan Lae Pandaroh'])] \n",
"\n",
"Itinerary 41 = [([(46032, 767, 103020957, 4.0)], ['North Padang Lawas Regency', 'Bukit Lawang Explore', 'Bukit Lawang Travel', 'Lumban Binanga Beach Laguboti', 'Taman Lope Lope Bulu Cina', 'Bukik Posuak Maek', 'Objek Wisata Pantai Ujung Sibolga', 'Masjid Agung Sumatera Utara'])] \n",
"\n",
"Itinerary 42 = [([(70787, 1180, 157912478, 4.0)], ['Ikan Larangan Lubuak Landua', 'Pantai Bul Bul', 'Air Terjun Efrata', 'Museum Karo Lingga', 'Air Terjun Kemuning', 'Masjid Agung Ahmad Bakrie Kisaran', 'Bukit Lawang Explore', 'Taman Aek Kota Batu Labura'])] \n",
"\n",
"Itinerary 43 = [([(63285, 1055, 141277609, 3.6)], ['Air Soda Kabupaten Karo', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Kantor Balai Taman Nasional Batang Gadis', 'Danau Teratai', 'Rumah Wisata Sunggal', 'Kampung Kuliner', 'Explore Bahorok Adventure Trip', 'Wisata Alam Pondok Biru', 'Bukit Lawang Orangutan Trekking'])] \n",
"\n",
"Itinerary 44 = [([(20068, 334, 45448609, 3.8)], ['Sidebuk Debuk Thermal Baths Berastagi', 'Masjid Al Osmani', \"Penginapan King's Ambarita\", 'Taman Sri Deli', 'Water Park Tambunan'])] \n",
"\n",
"Itinerary 45 = [([(39734, 662, 89055826, 3.8)], ['Batu Gajah', 'Bukit Lawang Travel', 'Pt Wisata Habibah Berkah', 'Ikan Larangan Lubuak Landua', 'Danau Linting', 'Museum Zoologi'])] \n",
"\n",
"Itinerary 46 = [([(5893, 98, 14017087, 4.3)], ['Tobasa', 'Panatapan Parhalow', 'Air Terjun Sigura Gura'])] \n",
"\n",
"Itinerary 47 = [([(4288, 71, 10458174, 4.3)], ['Millenium Wisata Indah Pt', 'Pelangi Nusantara', 'Mester Bukit Lawang (Tour Guide)'])] \n",
"\n",
"Itinerary 48 = [([(1778, 30, 4892522, 4.0)], ['Bukit Lawang Tour Trekking', 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™'])] \n",
"\n",
"Itinerary 49 = [([(18862, 314, 42774435, 3.7)], ['Auliya Tour & Travel', 'Bair Falls', 'Pondok Pisang'])] \n",
"\n",
"Itinerary 50 = [([(61749, 1029, 137871696, 4.1)], ['Bahal Temple I', 'Pemandian Air Panas Goa Ergendang', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Batang Gadis National Park', 'Objek Wisata Pantai Ujung Sibolga', 'Air Terjun Nai Sogop', 'Pemandu Bukit Lawang', 'Bukit Travel Gibeon', 'Wisata Batu Rongring'])] \n",
"\n",
"Itinerary 51 = [([(58895, 982, 131543261, 4.0)], ['Pondok Pisang', 'Mesjid Raya Al-Abror', 'Permata Asri Stabat', 'Aman Wisata Citra Int. Pt', 'Fortress Seven Layer', 'Air Terjun Sampuran Widuri', 'Connectingjungle', 'Dunia Outbound Camp'])] \n",
"\n",
"Itinerary 52 = [([(35251, 588, 79115261, 3.8)], ['Penatapen Doulu', 'Simanimbo Waterfall', 'Danau Teratai', 'Mesjid Raya Al-Abror', 'Museum Negeri Sumatera Utara'])] \n",
"\n",
"Itinerary 53 = [([(69049, 1151, 154058652, 3.9)], ['Darul Umroh', 'Danau Sipogas', 'Bukit Tara Bunga', 'Taman Megawati', 'Taman Mejuah-Juah', 'Loket Satu Nusa', 'Tumori Traditional Village', 'Sibolga Dutch Tunnel'])] \n",
"\n",
"Itinerary 54 = [([(23631, 394, 53349174, 4.0)], ['Bukit Lawang Tour Trekking', 'Batu Lobang Sibaganding', 'Sri Deli Park'])] \n",
"\n",
"Itinerary 55 = [([(27131, 452, 61110043, 4.0)], ['Pantai Tiram Tapakis', 'Air Terjun Taga Hambing', 'Perhadtian Air Panas Taman Wisata Sibayak', 'Pulau Poncan'])] \n",
"\n",
"Itinerary 56 = [([(45995, 767, 102938913, 3.8)], ['Batu Marhosa', 'Pulau Samosir', 'Bukit Lawang Ecotourism & Ecoproject', 'Objek Wisata Pantai Ujung Sibolga', 'Dinas Kebudayaan & Pariwisata', 'Tugu Pahlawan Revolusi', 'Pantai Teluk Kerang', 'Sopo Partungkoan', 'Masjid Lama Gang Bengkok'])] \n",
"\n",
"Itinerary 57 = [([(37141, 619, 83306130, 4.0)], ['Taman Air Percut', 'Indah Sipinggan Beach', 'Darul Umroh', 'Tinggi Raja', 'Museum Negeri Sumatera Utara', 'Telagah', 'Lau Perkoh', 'Taman Mutiara Selat Malaka'])] \n",
"\n",
"Itinerary 58 = [([(66339, 1106, 148049522, 3.8)], ['Wisata Bah Kulistik', 'Leo Tour & Travel (Leo Wisata Medan)', 'Tapian Puti', 'Wisata Indonesia Itu Indah', 'Hotel Pesona Wisata', 'Ekowisata Mangrove', 'Indah Sipinggan Beach', 'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Berastagi Local Guide'])] \n",
"\n",
"Itinerary 59 = [([(24669, 411, 55650826, 4.0)], ['Alaman Bolak Padang Nadimpu', 'Landak River', 'Simpang Pantai Monyet', 'Bukit Kubu', 'Garunggang'])] \n",
"\n",
"Itinerary 60 = [([(2303, 38, 6056652, 3.5)], ['Bukit Lawang Planet Hijau', 'Taman Air Percut'])] \n",
"\n",
"Itinerary 61 = [([(43217, 720, 96779000, 4.2)], ['Connectingjungle', 'Dolok Bunga Sirandorung', 'Air Terjun Sigarattung ( Sampuran Na Pitu)', 'Air Terjun Kemuning', 'Rumah Makan Irian'])] \n",
"\n",
"Itinerary 62 = [([(35566, 593, 79813739, 4.0)], ['Pantai Teluk Kerang', 'Counters Kupj Simpang Sei Kopas', 'Tangkahan', 'The Kaldera', 'Penatapen Doulu', 'Danau Laut Tinggal'])] \n",
"\n",
"Itinerary 63 = [([(9183, 153, 21312304, 4.0)], ['Rimba Huta Sikapir', 'Air Terjun Simonang Monang'])] \n",
"\n",
"Itinerary 64 = [([(19414, 324, 43998435, 4.0)], ['Lapangan Pasir', 'Menara Pandang Simanindo', 'Batak Museum'])] \n",
"\n",
"Itinerary 65 = [([(41497, 692, 92965087, 3.8)], ['Botanical Samosir', 'Tanjung Apek Beach', 'Delta', 'Taman Mejuah-Juah', 'Air Terjun Kemuning', 'Cross Of Love', 'Bukit Travel Gibeon'])] \n",
"\n",
"Itinerary 66 = [([(21761, 363, 49202652, 4.0)], ['Silalahi I', 'Bukit Lawang Planet Hijau', 'Pantai Tiram Tapakis'])] \n",
"\n",
"Itinerary 67 = [([(25272, 421, 56987913, 3.8)], ['Objek Wisata Pantai Ujung Sibolga', 'Monumen Equator', 'Taman Sungai Padang', 'Langkat Regency'])] \n",
"\n",
"Itinerary 68 = [([(12211, 204, 28026565, 3.5)], ['Vihara Gunung Timur', 'Danau Pagaran Padang'])] \n",
"\n",
"Itinerary 69 = [([(27938, 466, 62899478, 3.6)], ['Garunggang', 'Pemandian Air Panas Rianiate', 'Baneara, Partungko Naginjang', 'Tugu Sejarah Perjuangan Asahan', 'Alam Wisata Danau Laut Tador'])] \n",
"\n",
"Itinerary 70 = [([(35819, 597, 80374739, 4.2)], ['Taman Pesona Asri', 'Makam Ompung Parmata Sapihak', 'Wisata Sipinsur', 'Taman Remaja Binjai', 'Bekas Istana Kesultanan Asahan'])] \n",
"\n",
"Itinerary 71 = [([(21758, 363, 49196000, 3.8)], ['Pantai Malaya', 'Luppatan Tali - Tali', 'Tugu D.I Panjaitan', 'The Heritage'])] \n",
"\n",
"Itinerary 72 = [([(31345, 522, 70454130, 3.7)], ['Wisata Hutan Mangrove Perpat', 'Puncak Gundaling Brastagi', 'Air Terjun Pantai Salak', 'Pt Wisata Habibah Berkah', 'Pulau Beswesen Tanjungbalai', 'Pusat Posko \"Teroh-Teroh.', 'Kebun Binatang Simalingkar Medan'])] \n",
"\n",
"Itinerary 73 = [([(23767, 396, 53650739, 3.4)], ['Air Terjun Sitiotio', 'Air Terjun Sampuran Widuri', 'Batang Bahal', 'Air Soda Kabupaten Karo', 'Loket Bus Bintang Utara'])] \n",
"\n",
"Itinerary 74 = [([(27862, 464, 62730957, 3.7)], ['Waterpark Bima Utomo International', 'Taman Bunga', 'Mora Indah', 'Ende Holidays', 'Lake Toba Viewpoint', 'Air Terjun Sarasah Kajai'])] \n",
"\n",
"Itinerary 75 = [([(37105, 618, 83226304, 4.0)], ['Kebun Binatang Simalingkar Medan', 'Pantai Pongkar', 'Bukit Lawang Day Trek', 'Deleng Bencirus', 'Museum Kota Tebing Tinggi', 'Ksu Antara Travel', 'Dolok Bunga Sirandorung', 'Medan City Tour'])] \n",
"\n",
"Itinerary 76 = [([(43748, 729, 97956435, 4.0)], ['Balai Datuk Setia Maharaja Negeri Serdang', 'Terminal Berastagi', 'Air Terjun Sipitu Tikka', 'Anugerah Soambaton Beach', 'Danau Linting', 'Masjid Agung Ahmad Bakrie Kisaran'])] \n",
"\n",
"Itinerary 77 = [([(1634, 27, 4573217, 3.5)], ['Malay Street Medan', 'Monumen Loko Uap Du Croo & Braun'])] \n",
"\n",
"Itinerary 78 = [([(20417, 340, 46222478, 3.8)], ['Mandailing Natal Regency', 'Pantai Maligi', 'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Warnawarni Stabat', 'Rumah Makan Irian'])] \n",
"\n",
"Itinerary 79 = [([(23739, 396, 53588652, 4.1)], ['Tempat Pengasingan Soekarno', 'Dokter Travel', 'Bekas Istana Kesultanan Asahan', 'Stasiun Binjai', 'Objek Wisata Togindrawa Gua', 'Sri Supramaniyam Temple', 'Nice Trans Kisaran'])] \n",
"\n",
"Itinerary 80 = [([(29030, 484, 65320870, 3.8)], ['Bukit Lawang Ecotourism & Ecoproject', 'Parhallow Viewpoint And Coffee Shop', 'Wisata Pemandian Water Hill', 'Taman Edukasi Binjai'])] \n",
"\n",
"Itinerary 81 = [([(66919, 1115, 149335609, 3.6)], ['Klenteng Gunung Timur', 'Struggle Monument Berastagi', 'Wisata Alam Experience Survive Champing', 'Wisata Alam \"Panatapan Parupuk Julu\"', 'Istana Kerajaan Rokan', 'Waterpark Ria', 'Panatapan Sileme-Leme', 'Taman Gajah Mada'])] \n",
"\n",
"Itinerary 82 = [([(22235, 371, 50253696, 4.2)], ['Air Terjun Sipitu Tikka', 'Saf Travel Indo', 'Bukit Suligi', 'Air Terjun Lumban Rang'])] \n",
"\n",
"Itinerary 83 = [([(38279, 638, 85829522, 3.6)], ['Air Terjun Sempugen', 'Batak Museum', 'Simonis', 'Pool Bus Intra', 'Putri Cahaya Travel', 'Ksu Antara Travel', 'Benteng Jepang', 'Monumen Loko Uap Du Croo & Braun'])] \n",
"\n",
"Itinerary 84 = [([(15672, 261, 35700957, 3.7)], ['Gedung Bks Pps', 'Wisata Alam'])] \n",
"\n",
"Itinerary 85 = [([(70850, 1181, 158052174, 3.9)], ['Masjid Raya', 'Oyo 1752 Hotel Wisata', 'North Labuhanbatu Regency', 'Tour Guide,Tarna Sagala.German &Dutch Speaking', 'Pt. Dairi Transport', 'Berastagi Local Guide', 'Pantai Barat', 'Loket Satu Nusa', 'Desa Adat Ragi Hotang Meat'])] \n",
"\n",
"Itinerary 86 = [([(71869, 1198, 160311696, 4.1)], ['Bukit Teletubies', 'Kampung Kuliner', 'Pusat Posko \"Teroh-Teroh.', 'De Hole Laguna', 'Mester Bukit Lawang (Tour Guide)', 'Pakkodian Toba', 'Taman Cadika Pramuka', 'Pantai Simallo', 'Air Terjun Pongkar'])] \n",
"\n",
"Itinerary 87 = [([(70543, 1176, 157371435, 4.3)], ['Air Terjun Kemuning', 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)', 'Tor Simago-Mago', 'Pantai Katung Binasi', 'Museum Negeri Sumatera Utara', 'Explore Bahorok Adventure Trip', 'Air Terjun Sigura-Gura', 'Bukitlawang Trek'])] \n",
"\n",
"Itinerary 88 = [([(21814, 364, 49320174, 4.0)], ['Bukit Gibeon (Yapim Taruna)', 'Ambar Onan Runggu', 'Air Terjun Taman Eden 100, Tobasa', 'Museum Negeri Sumatera Utara', 'Pantai Pasir Putih'])] \n",
"\n",
"Itinerary 89 = [([(22569, 376, 50994304, 4.0)], ['Pantai Pulau Putri', 'Binjai', 'Simonis', 'Air Terjun Binanga Bolon', 'Sopo Partungkoan'])] \n",
"\n",
"Itinerary 90 = [([(63203, 1053, 141095783, 4.1)], ['Pelangi Nusantara', 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul', 'Pantai Katung Binasi', 'Tugu Pramuka', 'Air Travel Parsariran', 'Pt Wisata Habibah Berkah', 'Poldung', 'Klenteng Gunung Timur', 'Tugu Marga Silalahi'])] \n",
"\n",
"Itinerary 91 = [([(20792, 347, 47054000, 4.0)], ['Garunggang', 'Puncak Kabur Bukit Villa', 'Revolution Heroes Monument', 'Panatapan Sileme-Leme'])] \n",
"\n",
"Itinerary 92 = [([(13480, 225, 30840435, 3.8)], ['Pt. Dairi Transport', 'Wisata Alam', 'De Hole Laguna'])] \n",
"\n",
"Itinerary 93 = [([(12735, 212, 29188478, 4.0)], ['Wisata Merci', 'Paranggiran Raja Silahisabungan', 'Museum Karo Lingga', 'Klenteng Gunung Timur', 'Taman Gajah Mada'])] \n",
"\n",
"Itinerary 94 = [([(50495, 842, 112917174, 4.1)], ['Air Terjun Pelangi Indah', 'Sri Deli Park', 'Perkebunan Londut', 'Umbul Ejuk', 'Wisata Indonesia Itu Indah', 'Salak Monument Pakkat', 'Tangkahan', 'Pt. Dairi Transport', 'Gereja Katolik St. Dionysius, Sumbul'])] \n",
"\n",
"Itinerary 95 = [([(15785, 263, 35951522, 3.0)], ['Benteng Jepang', 'Amarjun Wisata', 'Kolam Pancing Asri'])] \n",
"\n",
"Itinerary 96 = [([(49655, 828, 111054565, 3.8)], ['Sampuren Tutuen Sige', 'Vihara Gunung Timur', 'Mesjid Raya Al-Abror', 'Wisata Alam \"Panatapan Parupuk Julu\"', 'Lau Bengkelade', 'Bukit Lawang Wisata Alam', 'Bukit Kubu', 'Puncak Gundaling Brastagi', 'Warung Info Wisata'])] \n",
"\n",
"Itinerary 97 = [([(15116, 252, 34468087, 4.0)], ['Pantai Simallo', 'Bukit Gibeon (Yapim Taruna)', 'Gereja Katolik St. Dionysius, Sumbul', 'Masjid Raya Stabat'])] \n",
"\n",
"Itinerary 98 = [([(1435, 24, 4131957, 3.5)], ['Taman Wisata Simatahari Indah', 'Taman Bukit Gelanggang'])] \n",
"\n",
"Itinerary 99 = [([(58208, 970, 130019913, 3.9)], ['Panorama Uruk Lisang', 'Gedung Nasional Djauli Manik', 'Pesanggrahan Bung Karno', 'Bukit Suligi', 'Monumen Equator', 'Wisata Sipinsur', 'Siba Island Resort', 'Revolution Heroes Monument'])] \n",
"\n",
"Itinerary 100 = [([(24746, 412, 55821565, 4.2)], ['Bukit Kubu', 'Warung Info Wisata', 'Air Terjun Sipagogo', 'Pesona Alam Panorama Indah. Pt'])] \n",
"\n",
"Itinerary 101 = [([(11072, 185, 25500957, 4.0)], ['Pantai Tiram Tapakis', 'Gundaling'])] \n",
"\n",
"Itinerary 102 = [([(10143, 169, 23441000, 3.5)], ['Kuil Shri Mariamman', 'Budaya Resto', 'Pemandian Air Panas Rianiate', 'Vihara Pekong Lima'])] \n",
"\n",
"Itinerary 103 = [([(28234, 471, 63555826, 3.5)], ['Pemandian Alam Agape', 'Batu Lobang Sibaganding', 'Kupu-Kupu Garden Guest House & Cafe', 'Alam Wisata Danau Laut Tador', 'Taman Bukit Gelanggang', 'Siba Island Resort'])] \n",
"\n",
"Itinerary 104 = [([(47314, 789, 105863652, 3.6)], ['Masjid Raya Nur Addin', 'Air Terjun Cirocai Sungai Pandahan', 'Balai Datuk Setia Maharaja Negeri Serdang', 'Puncak Tonang', 'Welterbeminimini'])] \n",
"\n",
"Itinerary 105 = [([(54956, 916, 122808957, 4.1)], ['Thermal Baths U.S.K Hineni', 'Panorama Uruk Lisang', 'Taman Pesona Asri', 'Pantai Arta Indah', 'Wisata Dakwah Okura', 'Masjid Agung Sibolga', 'Klenteng Gunung Timur', 'Rumah Wisata Sunggal', 'North Padang Lawas Regency'])] \n",
"\n",
"Itinerary 106 = [([(15371, 256, 35033522, 4.2)], ['Halo Angso Duo Pratama Bro. Pt', 'Pantai Katung Binasi', 'Asahan Regency', 'Pantai Simallo'])] \n",
"\n",
"Itinerary 107 = [([(24443, 407, 55149696, 4.2)], ['Niagara Tanjung Raja', 'Anugerah Soambaton Beach', 'Namu Sira-Sira', 'Pantai Kenangan', 'Tor Simago-Mago'])] \n",
"\n",
"Itinerary 108 = [([(33155, 553, 74467609, 4.1)], ['Kolam Renang Air Panas Mardinding Tiga Rasa', 'Pesanggrahan Bung Karno', 'Huta Bolon', 'Bukit Burung', 'Travel Panyabungan Padang', 'Lau Bengkelade Kuta', 'Medan City Tour'])] \n",
"\n",
"Itinerary 109 = [([(53222, 887, 118964000, 4.2)], ['Lumban Binanga Beach Laguboti', 'Pantai Sorake Nias Selatan', 'Aman Wisata Citra Int. Pt', 'Air Terjun Aek Nabontar', 'Pemandian Pulau Batu (Pulbat)', 'Abadas Jaya', 'Poldung', 'Toba Lake Sibolahotang Beautiful Beach', 'Tinggi Raja'])] \n",
"\n",
"Itinerary 110 = [([(51472, 858, 115083565, 4.1)], ['Sembilantujuh Tour&Travel', 'Embae Tour & Travel', 'Pantai Pasir Putih Parparean', 'Gundaling', 'Kualuh Hulu', 'Puncak Santai', 'Beranda Madina', 'Museum Simalungun', 'Makam Ompung Parmata Sapihak'])] \n",
"\n",
"Itinerary 111 = [([(39181, 653, 87829609, 3.3)], ['Air Terjun Simpang Kanan', 'Pantai Pasir Putih Parparean', 'Puncak Anai', 'Wisata Rekreasi Danau Buatan', 'Berakit-Rakit Ke Hulu', 'Bukit Burung'])] \n",
"\n",
"Itinerary 112 = [([(23377, 390, 52785957, 4.0)], ['Sibio-Bio Adventure Park', 'Pantai Arta Indah', 'Viewpoint Of Tuktuk Peninsula', 'Taman Remaja Binjai', 'Air Terjun Bertala'])] \n",
"\n",
"Itinerary 113 = [([(47671, 795, 106655261, 3.8)], ['Anugerah Soambaton Beach', 'Wisata Sawah Koto', 'Kolam Renang Pesona Wisata', 'Museum Perkebunan Indonesia', 'Pawan Hot Water', 'Abadas Jaya', 'Vihara Pekong Lima', 'Objek Wisata Luak Gadang, Guguak Rang Pisang'])] \n",
"\n",
"Itinerary 114 = [([(32336, 539, 72651565, 4.1)], ['Objek Wisata Togindrawa Gua', 'Pt. Npm Perwakilan On Bus', 'Toba Lake Sibolahotang Beautiful Beach', 'Pesona Alam Panorama Indah. Pt', 'Bukit Lawang', 'Wisata Alam Aek Sordang', 'Dairi Regency', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan'])] \n",
"\n",
"Itinerary 115 = [([(38437, 641, 86179870, 4.0)], ['Hadabuan Naisogop Waterfalls', 'Wisata Indonesia Itu Indah', 'Taman Pesona Asri', 'Air Terjun Lenggo Geni', 'Lau Perkoh'])] \n",
"\n",
"Itinerary 116 = [([(13784, 230, 31514522, 4.3)], ['Na Ix-X', 'Puncak Anai', 'Ksu Antara Travel'])] \n",
"\n",
"Itinerary 117 = [([(23710, 395, 53524348, 3.2)], ['Pemandian Alam Agape', 'Danau Tao Batang Onang', 'Pantai Paris', 'Wisata Makam Papan Tinggi Barus', 'Kuta Sukareme'])] \n",
"\n",
"Itinerary 118 = [([(20204, 337, 45750174, 3.8)], ['Armaya Wisata Alam', 'Mandailing Natal Regency', 'Binjai', 'Tugu Silahi Sabungan', 'Pelangi Nusantara'])] \n",
"\n",
"Itinerary 119 = [([(16391, 273, 37295261, 4.5)], ['Air Terjun Baburai', 'State Museum Of North Sumatra', 'Berastagi Local Guide', 'Taman Benteng Lions Club'])] \n",
"\n",
"Itinerary 120 = [([(15084, 251, 34397130, 4.2)], ['Lingga Cultural Village', 'Bus Wisata', 'Taman Megawati', 'Sidebuk Debuk Thermal Baths Berastagi'])] \n",
"\n",
"Itinerary 121 = [([(27097, 452, 61034652, 4.2)], ['Halo Angso Duo Pratama Bro. Pt', 'Connectingjungle', 'Silalahi I', 'Tor Simago-Mago', 'Dermaga Silalahi'])] \n",
"\n",
"Itinerary 122 = [([(26316, 439, 59302870, 3.9)], ['Sampuren Tutuen Sige', 'Patung Dewi Kwan Im', 'Menara Tirtanadi', 'Taman Alamta Jaya', 'Elsasya Utama', 'Waterpark Bima Utomo International', 'Bahal Temple I'])] \n",
"\n",
"Itinerary 123 = [([(40920, 682, 91685652, 3.8)], ['Puncak Hoza', 'Masjid Raya Al Osmani', 'Sopo Partungkoan', 'Telagah'])] \n",
"\n",
"Itinerary 124 = [([(19411, 324, 43991783, 4.0)], ['Alun Alun Kota Kisaran', 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)', 'Dokter Travel', 'Kolam Pancing Asri', 'Wisata Dakwah Okura'])] \n",
"\n",
"Itinerary 125 = [([(18116, 302, 41120261, 4.4)], ['Pemandian Alam Loknya', 'Pantai La Terzhia Zhimehuli', 'Bukit Lawang Wisata Alam', 'Air Terjun Lenggo Geni', 'Sri Supramaniyam Temple'])] \n",
"\n",
"Itinerary 126 = [([(50475, 841, 112872826, 4.2)], ['Vihara Avalokitesvara', 'Efrata Waterfall', 'Ikan Larangan Lubuak Landua', 'Indah Sipinggan Beach', 'Panatapan Parhalow', 'Air Terjun Sigura-Gura', 'Sopo Tinjak', 'Danau Linting', 'Tugu Jeruk Berastagi'])] \n",
"\n",
"Itinerary 127 = [([(5820, 97, 13855217, 2.5)], ['Pt Pelangi Wisata', 'Dermaga Silalahi'])] \n",
"\n",
"Itinerary 128 = [([(41529, 692, 93036043, 4.0)], ['Air Terjun Sipagogo', 'Sialang Batu', 'Wisata Dakwah Okura', 'Bukit Teletubies', 'Berastagi'])] \n",
"\n",
"Itinerary 129 = [([(46552, 776, 104174000, 4.0)], ['Bukik Posuak Maek', 'Aek Saroha', 'Lorong Pandan', 'Pemandian Alam Bolang', 'Lubuk Batang Waterfall', 'Pantai Barat', 'Pulau Samosir'])] \n",
"\n",
"Itinerary 130 = [([(43317, 722, 97000739, 3.9)], ['Millenium Wisata Indah Pt', 'Air Travel Parsariran', 'Pantai Kenangan', 'Pemandian Alam Tirta Sayum Sabah', 'Danau Linting', 'Objek Wisata Pantai Ujung Sibolga', 'Delta'])] \n",
"\n",
"Itinerary 131 = [([(38151, 636, 85545696, 3.7)], ['Konservasi Sungai Kukam', 'Pawan Hot Water', 'Bukit Lawang Ecotourism & Ecoproject', 'Pondok Pisang', 'Ende Holidays', 'Bandar Pulau', 'Pasar Kaget Kota Binjai'])] \n",
"\n",
"Itinerary 132 = [([(26480, 441, 59666522, 3.5)], ['Kuta Sukareme', 'Pulau Poncan', 'Berastagi Local Guide', 'Taman Selfie'])] \n",
"\n",
"Itinerary 133 = [([(9021, 150, 20953087, 4.5)], ['Pantai Sikilang', 'Toba Lake Sibolahotang Beautiful Beach'])] \n",
"\n",
"Itinerary 134 = [([(10687, 178, 24647261, 4.5)], ['Pusat Kuliner Kota Sibolga', 'Bukit Lawang Day Trek'])] \n",
"\n",
"Itinerary 135 = [([(21600, 360, 48845652, 3.8)], ['Wisata Sawah Koto', 'Go Adventure Tour & Travel Indonesia', 'Aek Sipaulak Hosa Loja', 'Delta'])] \n",
"\n",
"Itinerary 136 = [([(28589, 476, 64343000, 4.0)], ['A8 Village', 'Taman Bunga', 'Pantai Batu Rusa', 'Sumatra Jungle Trek', 'Vihara Avalokitesvara'])] \n",
"\n",
"Itinerary 137 = [([(4767, 79, 11520304, 3.8)], ['Perumahaan Azalea Asri', 'Bus Wisata Medan', 'Tourism Kuala Paret', 'Warnawarni Stabat'])] \n",
"\n",
"Itinerary 138 = [([(15690, 262, 35740870, 4.0)], ['Little India Medan', 'Taman Benteng Lions Club', 'Merci Waterboom', 'Bukit Senyum'])] \n",
"\n",
"Itinerary 139 = [([(9700, 162, 22458696, 3.7)], ['Oyo 1752 Hotel Wisata', 'Masjid Raya', 'Lingga Cultural Village'])] \n",
"\n",
"Itinerary 140 = [([(28469, 474, 64076913, 3.8)], ['Lorong Pandan', 'Sini Suka Natural Bath Sibiru-Biru', 'Perumahaan Azalea Asri', 'Air Terjun Aek Matua'])] \n",
"\n",
"Itinerary 141 = [([(42011, 700, 94104826, 4.0)], ['Jembatan Lau Luhung, Gunung Meriah.', 'Pawan Hot Water', 'Wisata Taman Merci', 'Lau Bengkelade Kuta', 'Sri Supramaniyam Temple', 'Masjid Raya Kisaran Kota', 'Pemandian Pulau Batu (Pulbat)', 'Warnawarni Stabat', 'Gang Bengkok Old Mosque'])] \n",
"\n",
"Itinerary 142 = [([(43681, 728, 97807870, 4.0)], ['Winter Holidays', 'Namo Cengkeh', 'Bintang Johor Swimming Pool', 'Air Terjun Lumban Rang', 'Budaya Resto', 'Sri Deli Park', \"Penginapan King's Ambarita\", 'Embae Tour & Travel'])] \n",
"\n",
"Itinerary 143 = [([(44327, 739, 99240304, 4.0)], ['Pasar Kaget Kota Binjai', 'Mangrove Tour Lubuk Kertang', 'Air Terjun Aek Godang', 'Pantai Kenangan', 'Air Terjun Kemuning'])] \n",
"\n",
"Itinerary 144 = [([(38864, 648, 87126696, 4.0)], ['Pemandian Alam Tirta Sayum Sabah', 'Pemandian Air Panas - Batu Bara ( 50 )', 'Bukit Burung', 'Na Ix-X', 'West Kisaran', 'Lau Mentar Canyon', 'Ikan Larangan Lubuak Landua', 'Museum Zoologi', 'Klenteng Gunung Timur'])] \n",
"\n",
"Itinerary 145 = [([(12228, 204, 28064261, 4.0)], ['Air Terjun Sigarattung ( Sampuran Na Pitu)', 'Tao Lake Rod Onang'])] \n",
"\n"
]
}
],
"source": [
"printils.resultils()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.Evalutionary Algorithm"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"#Random Population\n",
"def populationnfitnes (data):\n",
" calculate = []\n",
" listiteration = 150\n",
" for i in range(listiteration):\n",
" c = initial.solution(data)\n",
" calculate.append(c)\n",
" return calculate\n",
"\n",
"#def tercriteria():\n",
" \n",
"#def parentselect():\n",
"\n",
"#def crossover():\n",
" \n",
"#def utatuion()\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[([(3943, 66, 9693174, 4.0)],\n",
" ['Masjid Agung Sibolga', 'Pantai Pasir Putih Parparean'])],\n",
" [([(33402, 557, 75015304, 3.8)],\n",
" ['Pemandian Sidamanik',\n",
" 'Air Terjun Pongkar',\n",
" 'Embae Tour & Travel',\n",
" 'Bayu Lagoon Resto & Taman Rekreasi',\n",
" 'Bukit Burung',\n",
" 'Taman Danau Wisata Bunga Tujuh',\n",
" 'Danau Linting',\n",
" 'Siregar Aek Nalas',\n",
" 'Gundaling'])],\n",
" [([(59194, 987, 132206261, 3.7)],\n",
" ['Bukit Lawang Tour Trekking',\n",
" 'Wisata Air Parsariran',\n",
" 'Stasiun Binjai',\n",
" 'Aek Milas',\n",
" 'Objek Wisata Patamuan',\n",
" 'Viewpoint Of Tuktuk Peninsula',\n",
" 'Mja Travel',\n",
" 'Delta',\n",
" 'Air Terjun Efrata'])],\n",
" [([(31519, 525, 70839957, 4.1)],\n",
" ['Danau Cipogas Rohul',\n",
" 'Bukit Lawang Orangutan Trekking',\n",
" 'Taman Mutiara Selat Malaka',\n",
" 'Pantai Cermin Theme Park & Resort Hotel',\n",
" 'Tugu D.I Panjaitan',\n",
" 'Pantai Buih',\n",
" 'Bukit Lawang Guide'])],\n",
" [([(6372, 106, 15079217, 4.0)],\n",
" ['Bukit Lawang Guide', 'Menara Pandang Simanindo'])],\n",
" [([(43493, 725, 97391000, 4.1)],\n",
" ['Lorong Indah',\n",
" 'Simpang Bantoon',\n",
" 'Museum Simalungun',\n",
" 'Jln Dusun Lauseridi',\n",
" 'Saba Napa',\n",
" 'Lau Bingai',\n",
" 'Bendungan Batang Tongar',\n",
" 'Menara Tirtanadi',\n",
" 'Wisata Indonesia Itu Indah'])],\n",
" [([(24438, 407, 55138609, 3.8)],\n",
" ['Pantai Sorake Nias Selatan',\n",
" 'Titi Gantung Bridge',\n",
" 'Pusat Posko \"Teroh-Teroh.',\n",
" 'Air Terjun Sipagogo',\n",
" 'Pemandian Air Panas Goa Ergendang'])],\n",
" [([(1689, 28, 4695174, 3.0)],\n",
" ['Romance Padi Perbaungan', 'Monumen Loko Uap Du Croo & Braun'])],\n",
" [([(51575, 860, 115311957, 4.1)],\n",
" ['Letter Z',\n",
" 'Samto Aek Rangat',\n",
" 'Pantai Kaca',\n",
" 'Pemandian Alam Bolang',\n",
" 'Explore Bahorok Adventure Trip',\n",
" 'Puncak Bukit Galau',\n",
" 'Bukit Lawang'])],\n",
" [([(36525, 609, 81940217, 4.0)],\n",
" ['Perumahaan Azalea Asri',\n",
" 'Simonis',\n",
" 'Mester Bukit Lawang (Tour Guide)',\n",
" 'Simpang Pantai Monyet',\n",
" 'Pt, Yy Traveling Tour And Travel',\n",
" 'Bukit Travel Gibeon',\n",
" 'Armaya Wisata Alam'])],\n",
" [([(30730, 512, 69090435, 3.8)],\n",
" ['Travel Panyabungan Padang',\n",
" 'Batu Marhosa',\n",
" 'Air Terjun Efrata',\n",
" 'Huta Bolon',\n",
" 'Simanimbo Waterfall'])],\n",
" [([(63550, 1059, 141865217, 4.0)],\n",
" ['Bagan Percut',\n",
" 'Saba Napa',\n",
" 'Explore Bahorok Adventure Trip',\n",
" 'Pemandu Bukit Lawang',\n",
" 'Tor Simago-Mago',\n",
" 'Taman Selfie',\n",
" 'Kantor Balai Taman Nasional Batang Gadis',\n",
" 'Kupu-Kupu Garden Guest House & Cafe',\n",
" 'Lingga Cultural Village'])],\n",
" [([(26966, 449, 60744174, 3.4)],\n",
" ['Masjid Agung Sibolga',\n",
" 'Bukit Lawang Travel',\n",
" 'Kualuh Hulu',\n",
" 'Lae Simbellen',\n",
" 'Siba Island Resort',\n",
" 'Bukit Lawang Ecotourism & Ecoproject',\n",
" \"Five Star Int'l Travel\"])],\n",
" [([(67411, 1124, 150426565, 3.8)],\n",
" ['Pondok Pisang',\n",
" 'Pemandian Air Panas U.S.K Hineni',\n",
" 'Agrowisata Hidro Aa',\n",
" 'Wisata Air Parsariran',\n",
" 'Taman Aek Kota Batu Labura',\n",
" 'Objek Wisata Budaya Batu Kursi Raja Siallagan',\n",
" 'Pemandian Alam Loknya',\n",
" 'Danau Marambe',\n",
" 'Objek Wisata Pantai Ujung Sibolga'])],\n",
" [([(15002, 250, 34215304, 3.8)],\n",
" ['Masjid Lama Kabanjahe',\n",
" 'North Labuhanbatu Regency',\n",
" 'Bukit Senyum',\n",
" 'Taman Sungai Padang'])],\n",
" [([(67498, 1125, 150619478, 3.9)],\n",
" ['Little India Medan',\n",
" 'Rm Batunadua Indah',\n",
" 'Muaraopu',\n",
" 'Berastagi Local Guide',\n",
" 'Puncak Tonang',\n",
" 'Alaman Bolak Padang Nadimpu',\n",
" 'Batu Gantung',\n",
" 'Stabat',\n",
" 'Taman Air Percut'])],\n",
" [([(13867, 231, 31698565, 3.5)],\n",
" ['Perwakilan Mandiri', 'Taman Kebun Bunga èŒ  榀¢ 圀™'])],\n",
" [([(61957, 1033, 138332913, 3.8)],\n",
" ['Wisata Indonesia Itu Indah',\n",
" 'Replika Pagoda Shwedagon',\n",
" 'Sibolga Dutch Tunnel',\n",
" 'Tugu Sejarah Perjuangan Asahan',\n",
" 'Parks West Coast',\n",
" 'Peceren Karo Village',\n",
" 'Telagah',\n",
" 'Warnawarni Stabat',\n",
" 'Pantai Bukit Malintang Buburan'])],\n",
" [([(4841, 81, 11684391, 4.0)],\n",
" ['Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan',\n",
" 'Rimba Huta Sikapir'])],\n",
" [([(17453, 291, 39650130, 4.4)],\n",
" ['Puncak Santai',\n",
" 'Pt. Sky Ocean Travel',\n",
" 'Efrata Waterfall',\n",
" 'Lorong Indah',\n",
" 'Warnawarni Stabat'])],\n",
" [([(15008, 250, 34228609, 3.8)],\n",
" ['Saba Napa',\n",
" 'Perkebunan Londut',\n",
" 'Lae Simbellen',\n",
" 'Namo Cengkeh',\n",
" 'Delta'])],\n",
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" 'North Labuhanbatu Regency',\n",
" 'Masjid Al Istiqomah'])],\n",
" [([(18001, 300, 40865261, 4.0)],\n",
" ['Pakkodian Toba',\n",
" 'Pemandian Alam Tirta Sayum Sabah',\n",
" 'Wisata Hutan Mangrove Perpat',\n",
" 'Pesona Alam Panorama Indah. Pt'])],\n",
" [([(23924, 399, 53998870, 4.0)],\n",
" ['Bukit Lawang Day Trek',\n",
" 'Alun Alun Lubuk Sikpaing',\n",
" 'Indah Sipinggan Beach'])],\n",
" [([(73943, 1232, 164910565, 3.6)],\n",
" ['Dolok Bunga Sirandorung',\n",
" 'Namu Sira-Sira',\n",
" 'Taman Bukit Gelanggang',\n",
" 'Objek Wisata Maggrove Sisarahili Ts',\n",
" 'Warnawarni Stabat',\n",
" 'Batu Gantung',\n",
" 'Siba Island Resort',\n",
" 'Lapangan Pasir',\n",
" \"Penginapan King's Ambarita\"])],\n",
" [([(39454, 658, 88434957, 3.9)],\n",
" ['Tour Accomodation',\n",
" 'Tugu Kol',\n",
" 'Muara Beach Beautiful',\n",
" 'Wisata Alam \"Panatapan Parupuk Julu\"',\n",
" 'Air Terjun Simonang Monang',\n",
" 'Sembilantujuh Tour&Travel',\n",
" 'Yayasan Perguruan Sisingamangaraja',\n",
" 'Pesona Alam Panorama Indah. Pt'])],\n",
" [([(67069, 1118, 149668217, 3.7)],\n",
" ['Zam Zam Prima Persada. Pt',\n",
" 'Wisata Merci',\n",
" 'Danau Marambe',\n",
" 'Puncak Kabur Bukit Villa',\n",
" 'Bukit Kininduma Simantas',\n",
" 'Sidebuk Debuk Thermal Baths Berastagi',\n",
" 'Bukit Burung',\n",
" 'Pantai Pasir Putih Parparean',\n",
" 'Travel Panyabungan Padang'])],\n",
" [([(64739, 1079, 144501696, 3.9)],\n",
" ['Budaya Resto',\n",
" 'Pemandian Alam Loknya',\n",
" 'Perhadtian Air Panas Taman Wisata Sibayak',\n",
" 'Tapian Puti',\n",
" 'Fortress Seven Layer',\n",
" 'Simpang Pantai Monyet',\n",
" 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut',\n",
" 'Bagan Percut'])],\n",
" [([(27678, 461, 62322957, 4.2)],\n",
" ['Simanimbo Waterfall',\n",
" 'Masjid Agung Kota Binjai',\n",
" 'Baneara, Partungko Naginjang',\n",
" 'Salib Kasih'])],\n",
" [([(44194, 737, 98945391, 4.1)],\n",
" ['Tugu Air Bangis',\n",
" 'Stabat',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'Tor Simago-Mago',\n",
" 'Lau Bingai',\n",
" 'Jembatan Lau Luhung, Gunung Meriah.',\n",
" 'Tugu Jeruk Berastagi',\n",
" 'Cross Of Love'])],\n",
" [([(33413, 557, 75039696, 4.3)],\n",
" ['Hadabuan Naisogop Waterfalls',\n",
" 'Mesjid Raya Al-Abror',\n",
" 'Air Terjun Saringgana',\n",
" 'Pemandian Air Panas Tirto Kencono',\n",
" 'Danau Linting',\n",
" 'Bukitlawang Trek',\n",
" 'Air Terjun Sempugen'])],\n",
" [([(27136, 452, 61121130, 4.0)],\n",
" ['Museum Perkebunan Indonesia',\n",
" 'Masjid Al Osmani',\n",
" 'Baneara, Partungko Naginjang',\n",
" 'North Labuhanbatu Regency',\n",
" 'Air Terjun Pelangi Indah',\n",
" 'Museum Lubuk Pakam',\n",
" 'Bekancan River',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )'])],\n",
" [([(6354, 106, 15039304, 4.0)],\n",
" ['Cafe Goa Kaca',\n",
" 'Lau Bengkelade Kuta',\n",
" 'Gereja Katolik St. Dionysius, Sumbul'])],\n",
" [([(18251, 304, 41419609, 4.2)],\n",
" ['Pantai Pasir Putih',\n",
" 'Na Ix-X',\n",
" 'Kampung Kuliner',\n",
" 'Pt. Raya Utama Travel'])],\n",
" [([(67251, 1121, 150071783, 4.1)],\n",
" ['Kembar Agro',\n",
" 'Bukit Teletubies',\n",
" 'North Labuhanbatu Regency',\n",
" 'Tugu Air Mancur Sinar Indonesia Baru Petisah',\n",
" 'Bus Wisata',\n",
" 'Air Terjun Situak Lotik Iii',\n",
" 'Penatapan Pamah Simelir',\n",
" 'Jembatan Dalik Lubuk Sikaping',\n",
" 'Sampuren Tutuen Sige'])],\n",
" [([(25781, 430, 58116565, 4.3)],\n",
" ['Sri Supramaniyam Temple',\n",
" 'Salib Kasih Tarutung',\n",
" 'Tanah Lapang Merdeka Binjai',\n",
" 'Little India Medan',\n",
" 'Umbul Ejuk',\n",
" 'Pt. Hikmah'])],\n",
" [([(64324, 1072, 143581478, 4.1)],\n",
" ['Mesjid Raya Al-Abror',\n",
" 'A8 Village',\n",
" 'Putri Cahaya Travel',\n",
" 'Taman Bukit Gelanggang',\n",
" 'Tobasa',\n",
" 'Wisata Madu Aek Nauli',\n",
" 'Binjai'])],\n",
" [([(61632, 1027, 137612261, 3.9)],\n",
" ['Laterzhya Zimhuli',\n",
" 'Vihara Tri Ratna',\n",
" 'Wisata Indonesia Itu Indah',\n",
" 'Sopo Partungkoan',\n",
" 'Air Terjun Malakkut',\n",
" 'Dokter Travel',\n",
" 'Namu Sira-Sira',\n",
" 'Konservasi Sungai Kukam'])],\n",
" [([(28099, 468, 63256478, 3.7)],\n",
" ['Panatapan Sileme-Leme',\n",
" 'Danau Teratai',\n",
" 'Wisata Makam Papan Tinggi Barus',\n",
" 'Kolam Pancing Asri',\n",
" 'Pelangi Nusantara',\n",
" 'Namo Cengkeh'])],\n",
" [([(23224, 387, 52446696, 3.8)],\n",
" ['Air Terjun Situak Lotik Iii',\n",
" 'Air Terjun Ponot',\n",
" 'Aek Kanopan',\n",
" 'Taman Edukasi Binjai',\n",
" 'Taman Rekreasi Kong Mah'])],\n",
" [([(8279, 138, 19307783, 3.5)],\n",
" ['Pulau Beswesen Tanjungbalai', 'Ekowisata Mangrove'])],\n",
" [([(47442, 791, 106147478, 4.0)],\n",
" ['Sialang Batu',\n",
" 'Mesjid Raya Al-Abror',\n",
" 'Jln Dusun Lauseridi',\n",
" 'Go Adventure Tour & Travel Indonesia',\n",
" 'Replika Istana Serdang',\n",
" 'Pt. Raya Utama Travel'])],\n",
" [([(12524, 209, 28720609, 3.8)],\n",
" ['Sabah Simelir',\n",
" 'Disparbud Dairi',\n",
" \"Penginapan King's Ambarita\",\n",
" 'Wisata Alam Pohon Damai Simempar',\n",
" 'Pusat Posko \"Teroh-Teroh.',\n",
" 'Air Terjun Sigarattung ( Sampuran Na Pitu)'])],\n",
" [([(13269, 221, 30372565, 3.2)],\n",
" ['Loket Bus Bintang Utara',\n",
" 'Alam Wisata Danau Laut Tador',\n",
" 'Air Soda Kabupaten Karo',\n",
" 'Tapian Siri-Siri Syariah'])],\n",
" [([(13331, 222, 30510043, 4.0)],\n",
" ['Dolok Bunga Sirandorung', 'Pasir Putih Porsea', 'Rm Batunadua Indah'])],\n",
" [([(36823, 614, 82601000, 4.2)],\n",
" ['Bus Wisata',\n",
" 'Pantai Pongkar',\n",
" 'Taman Kebun Bunga èŒ  榀¢ 圀™',\n",
" 'Tapian Puti'])],\n",
" [([(5901, 98, 14034826, 3.5)],\n",
" ['Bukit Lawang Guide', 'Pemandian Air Panas Rianiate'])],\n",
" [([(66361, 1106, 148098304, 3.9)],\n",
" ['One Heart Hill',\n",
" 'Plta Sipansihaporas',\n",
" 'Pantai Bukit Malintang Buburan',\n",
" 'Stasiun Binjai',\n",
" 'Delta',\n",
" 'Bukit Suligi',\n",
" 'Binjai'])],\n",
" [([(25532, 426, 57564435, 3.5)],\n",
" ['Puncak Jb',\n",
" 'Berakit-Rakit Ke Hulu',\n",
" 'Water Park Tambunan',\n",
" 'Putri Cahaya Travel'])],\n",
" [([(53858, 898, 120374261, 3.7)],\n",
" ['Parhallow Viewpoint And Coffee Shop',\n",
" 'Air Soda Kabupaten Karo',\n",
" 'Objek Wisata Maggrove Sisarahili Ts',\n",
" 'Air Terjun Aek Matua',\n",
" 'Grand Darussalam. Ud',\n",
" 'Masjid Agung Sumatera Utara',\n",
" 'Perumahaan Azalea Asri',\n",
" 'Bukit Suligi',\n",
" 'Pelangi Nusantara'])],\n",
" [([(23840, 397, 53812609, 3.6)],\n",
" ['Objek Wisata Pantai Ujung Sibolga',\n",
" 'Pt. Dairi Transport',\n",
" 'Bukit Lawang Travel',\n",
" 'Mandailing Natal Regency',\n",
" 'Air Terjun Sibabo'])],\n",
" [([(40661, 678, 91111348, 3.9)],\n",
" ['Panatapan Sileme-Leme',\n",
" 'Puncak Kabur Bukit Villa',\n",
" 'Bersama Travel',\n",
" 'Amarjun Wisata',\n",
" 'Taman Rekreasi Kong Mah',\n",
" 'Kota Padang Sidempuan',\n",
" 'Taman Lope Lope Bulu Cina'])],\n",
" [([(38373, 640, 86037957, 4.0)],\n",
" ['Pt, Yy Traveling Tour And Travel',\n",
" 'Wisata Taman Merci',\n",
" 'Go Adventure Tour & Travel Indonesia',\n",
" 'Kolam Renang Air Panas Mardinding Tiga Rasa',\n",
" 'Tugu Air Mancur Majestik',\n",
" 'Elsasya Utama',\n",
" 'Pantai Pulau Putri',\n",
" 'Ambar Onan Runggu',\n",
" 'Cross Of Love'])],\n",
" [([(52554, 876, 117482783, 3.9)],\n",
" ['Kupu-Kupu Garden Guest House & Cafe',\n",
" 'The Heritage',\n",
" 'Monumen Loko Uap Du Croo & Braun',\n",
" 'Muara Beach Beautiful',\n",
" 'Taman Remaja Binjai',\n",
" 'Bukit Lawang Wisata Alam',\n",
" 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul',\n",
" 'Pantai Bul Bul'])],\n",
" [([(46617, 777, 104318130, 3.9)],\n",
" ['Monumen Loko Uap Du Croo & Braun',\n",
" 'Air Terjun Kemuning',\n",
" 'Vihara Tri Ratna',\n",
" 'Lubuk Batang Waterfall',\n",
" 'Millenium Wisata Indah Pt',\n",
" 'Pulau Malau'])],\n",
" [([(31098, 518, 69906435, 3.5)],\n",
" ['Hotel Pesona Wisata',\n",
" 'Jembatan Lau Luhung, Gunung Meriah.',\n",
" 'Wisata Alam Pohon Damai Simempar',\n",
" 'Pasar Kaget Kota Binjai',\n",
" 'Museum Kota Tebing Tinggi',\n",
" 'Taman Aek Kota Batu Labura'])],\n",
" [([(38981, 650, 87386130, 4.5)],\n",
" ['Tugu Marga Silalahi',\n",
" 'Amarjun Wisata',\n",
" 'Bus Wisata Medan',\n",
" 'Yayasan Perguruan Sisingamangaraja',\n",
" 'Fortress Seven Layer',\n",
" 'Warung Info Wisata'])],\n",
" [([(44575, 743, 99790217, 3.9)],\n",
" ['Taman Bukit Gelanggang',\n",
" 'Pantai La Terzhia Zhimehuli',\n",
" 'Stasiun Binjai',\n",
" 'Batu Gajah',\n",
" 'Silalahi I',\n",
" 'Kolam Renang Pesona Wisata',\n",
" 'Aek Kanopan'])],\n",
" [([(13878, 231, 31722957, 4.0)],\n",
" ['Twins Travel',\n",
" 'Batak Museum',\n",
" 'Batu Lobang Sibaganding',\n",
" 'Sbv',\n",
" 'Replika Pagoda Shwedagon'])],\n",
" [([(68292, 1138, 152380087, 3.9)],\n",
" ['Wisata Merci',\n",
" 'Berastagi',\n",
" 'Vihara Budha Taman Iman',\n",
" 'Simanimbo Waterfall',\n",
" 'Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Wisata Alam',\n",
" 'Pesona Alam Panorama Indah. Pt',\n",
" 'Magic Eye 3d Art Museum',\n",
" 'Air Terjun Lembah Sipogas'])],\n",
" [([(7394, 123, 17345391, 5.0)],\n",
" ['Warisan Dunia Minimini', 'Wisata Alam Experience Survive Champing'])],\n",
" [([(55200, 920, 123350000, 3.5)],\n",
" ['Sibio-Bio Adventure Park',\n",
" 'Patung Dewi Kwan Im',\n",
" 'Balai Datuk Setia Maharaja Negeri Serdang',\n",
" 'Titi Gantung Bridge',\n",
" 'Wisata Alam \"Panatapan Parupuk Julu\"',\n",
" 'Aek Malapari',\n",
" 'Museum Kota Tebing Tinggi',\n",
" 'Ende Holidays'])],\n",
" [([(9682, 161, 22418783, 4.0)],\n",
" ['Aek Sipaulak Hosa Loja',\n",
" 'Bukit Lawang Guide',\n",
" 'Batu Lobang Sibaganding',\n",
" 'Museum Deli Serdang'])],\n",
" [([(64292, 1072, 143510522, 3.9)],\n",
" ['Bandar Pulau',\n",
" 'Lau Perkoh',\n",
" 'Air Terjun Gorbus',\n",
" 'Sbv',\n",
" 'Jembatan Tano Ponggol',\n",
" 'Simpang Pantai Monyet',\n",
" 'Desa S.Kalangan Ii',\n",
" 'Pasir Putih Janggawari'])],\n",
" [([(46183, 770, 103355783, 3.8)],\n",
" ['Wisata Merci',\n",
" 'Twa Lau Debuk-Debuk',\n",
" 'Ekowisata Mangrove',\n",
" 'Travel Panyabungan Padang',\n",
" 'Landak River',\n",
" 'Masjid Raya Al Osmani',\n",
" 'Muara Beach Beautiful',\n",
" 'Bukit Travel Gibeon'])],\n",
" [([(19779, 330, 44807783, 4.0)],\n",
" ['Taman Bukit Gelanggang',\n",
" 'Samto Aek Rangat',\n",
" 'Titi Gantung Bridge',\n",
" 'Cross Of Love'])],\n",
" [([(8396, 140, 19567217, 4.0)],\n",
" ['Wisata Bah Kulistik', 'Pantai Sorake Nias Selatan'])],\n",
" [([(3286, 55, 8236348, 3.7)],\n",
" ['Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan',\n",
" 'West Kisaran',\n",
" 'Gereja Katolik St. Dionysius, Sumbul'])],\n",
" [([(16750, 279, 38091304, 4.0)],\n",
" ['Lapangan Pasir', 'Air Terjun Sipitu Tikka', 'Pantai Pasir Putih'])],\n",
" [([(48040, 801, 107473478, 4.0)],\n",
" ['Loket Satu Nusa',\n",
" 'Lau Bengkelade',\n",
" 'Taman Balita Kota Binjai',\n",
" 'Sopo Tinjak',\n",
" 'Tanjung Unta',\n",
" 'Taman Sungai Padang',\n",
" 'Lau Mentar Canyon'])]]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = df[\"Tempat Wisata\"]\n",
"populationnfitnes(data)"
]
},
{
"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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