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TA13
Commit 8fed308a by Febby Simanjuntak
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Showing with 446 additions and 2096 deletions
.ipynb_checkpoints/TA13-checkpoint.ipynb
......@@ -41,7 +41,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"### Read Dataset"
"### Loading the Data"
]
},
{
......@@ -198,7 +198,6 @@
},
"outputs": [],
"source": [
"# Using All DataFrame\n",
"temp = []\n",
"tempat = []\n",
"inputan = []\n",
......@@ -207,8 +206,8 @@
"rate = []\n",
"Itinerary = []\n",
"\n",
"# State tempat wisata yang akan di kunjungi\n",
"def generateTempatWisataDataFrame(tell):\n",
"# function generateTempatWisata to get \"Tempat Wisata\" from Data set\n",
"def generateTempatWisata(tell):\n",
" TempatWisata = []\n",
" TempatWisata.clear()\n",
" for i in range(randrange(2, 10)):\n",
......@@ -218,21 +217,21 @@
" return TempatWisata\n",
"\n",
"#Using Set DataFrame\n",
"def generateTempatWisataSetJumlah(N):\n",
" arr = df[\"Tempat Wisata\"].sample(N, replace = True)\n",
" TempatWisata_1.append(arr)\n",
" return TempatWisata_1\n",
"#def generateTempatWisataSetJumlah(N):\n",
" #arr = df[\"Tempat Wisata\"].sample(N, replace = True)\n",
" #TempatWisata_1.append(arr)\n",
" #return TempatWisata_1\n",
"\n",
"def generate(datatempat):\n",
" tempatwisata = generateTempatWisataDataFrame(datatempat)\n",
" return tempatwisata"
"# def generate(datatempat):\n",
" # tempatwisata = generateTempatWisataDataFrame(datatempat)\n",
" # return tempatwisata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate Itinerary & Encoding"
"### Generate Encoding"
]
},
{
......@@ -241,19 +240,11 @@
"metadata": {},
"outputs": [],
"source": [
"# Generate Itinerary\n",
"initial_state = []\n",
"def generateItinerary(tempatwisata):\n",
" initial_state.clear()\n",
" for i in range (len(tempatwisata)):\n",
" x = choice(tempatwisata)\n",
" if x not in initial_state:\n",
" initial_state.append(x)\n",
" return initial_state \n",
"\n",
"# Encoding Itinerary\n",
"arr2= []\n",
"cek = False\n",
"\n",
"# function Encoding Itinerary to make \n",
"def encodingItinerary(Itinerary):\n",
" arr2.clear()\n",
" for i in range(len(Itinerary)):\n",
......@@ -272,10 +263,10 @@
"outputs": [],
"source": [
"Itinerary.clear()\n",
"#Itiner = getItinerary(tempatwisata)\n",
"#Itinerary = Itiner[0][0]\n",
"\n",
"# Class Prepare Itinerary\n",
"class preItinerary:\n",
" \n",
" # function get Longitude and Latitude from Data\n",
" def getLongLat(Itinerary):\n",
" test.clear()\n",
" for i in range(len(df)):\n",
......@@ -284,6 +275,7 @@
" test.append((temp , (df.iloc[i][2], df.iloc[i][3])))\n",
" return test\n",
" \n",
" # function get Rating from Data\n",
" def getRating(Itinerary):\n",
" rate.clear()\n",
" for i in range(len(df)):\n",
......@@ -292,19 +284,16 @@
" rate.append((temp1 , df.iloc[i][1])) \n",
" return rate\n",
"\n",
"# Define Fitness Function\n",
"# 1. Haversine Formula & Estimasi Jarak\n",
"# 2. Estimasi Waktu fitness value\n",
"# 3. Estimasi Biaya fitness value\n",
"# 4. Rating fitness value\n",
"\n",
"# Class Fitness Function\n",
"class fitnessFunction:\n",
" p = preItinerary\n",
" preproses_Itinerary = p.getLongLat(Itinerary)\n",
" preproses_Rating =p.getRating(Itinerary)\n",
" r = 0\n",
" \n",
" # 1. function Estimasi Jarak using Haversine Formula to calculating distance\n",
" def haversineFormula(preproses_Itinerary):\n",
" r = 6373.0\n",
" r = 6373.0 # default \n",
" sum_ = 0\n",
" for x in range(len(preproses_Itinerary)-1):\n",
" dlat = abs(float(preproses_Itinerary[x+1][1][0]) - float(preproses_Itinerary[x][1][0]))\n",
......@@ -317,13 +306,15 @@
" 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\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(waktu):\n",
" BBM = 7650 # Biaya BBM 1 Liter = Rp.7650\n",
" S_BBM =3.45 # Jarak tempuh untuk 1 Liter BBM = 3.45 KM\n",
......@@ -332,7 +323,8 @@
" Total_Cost = Biaya_BBM + Biaya_R\n",
" return Total_Cost\n",
" \n",
" def everageRating(preproses_Rating):\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",
......@@ -347,6 +339,7 @@
"metadata": {},
"outputs": [],
"source": [
"# function Inputan \n",
"def inputan(Itinerary):\n",
" inputt = []\n",
" inputt.clear()\n",
......@@ -357,7 +350,7 @@
" jarak = f.haversineFormula(preproses_Itinerary)\n",
" waktu = f.estimasiWaktu(jarak)\n",
" biaya = f.estimasiBiaya(waktu)\n",
" rate = f.everageRating(preproses_Rating)\n",
" rate = f.averageRating(preproses_Rating)\n",
" inputt.append((jarak, waktu, biaya, rate))\n",
" return inputt"
]
......@@ -382,29 +375,34 @@
"metadata": {},
"outputs": [],
"source": [
"# Class Simulated Annealing\n",
"class simeal:\n",
" def test1 (data):\n",
" \n",
" # function test to get parameter \n",
" def test (data):\n",
" tempatbaru = []\n",
" da = generate(data)\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",
" \n",
" # function solution to save all solution \n",
" def solution():\n",
" temp_Case = []\n",
" data = df[\"Tempat Wisata\"]\n",
" T_akhir = 500\n",
" T_awal = 0.001\n",
" CoolingRate = 0.9\n",
" while T_awal < T_akhir:\n",
" x1 = simeal.test1(data)\n",
" x2 = simeal.test1(data)\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",
......@@ -416,8 +414,11 @@
" T_akhir = T_akhir * CoolingRate\n",
" \n",
" return temp_Case\n",
"\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",
......@@ -434,257 +435,301 @@
"name": "stdout",
"output_type": "stream",
"text": [
"125 \n",
"147 \n",
"\n",
"1 = [([(9453, 158, 1300348, 4.0)], ['Twins Travel', 'Pantai Simallo', 'Panatapan Sileme-Leme'])] \n",
"\n",
"2 = [([(58281, 971, 3103087, 3.8)], ['Bukit Lawang', 'Pemandu Bukit Lawang', 'Telagah', 'Taman Wisata Simatahari Indah', 'Kuta Sukareme', 'Pt. Pmn Travel Bus', 'Bukit Kininduma Simantas', 'Taman Edukasi Binjai'])] \n",
"\n",
"3 = [([(7199, 120, 1216087, 4.0)], ['Danau Tao Batang Onang', 'Huta Bolon'])] \n",
"\n",
"4 = [([(11687, 195, 1382391, 2.5)], ['Air Terjun Simpang Kanan', 'Lorong Pandan'])] \n",
"\n",
"5 = [([(42403, 707, 2517696, 3.6)], ['Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Pemandian Alam Tirta Sayum Sabah', 'Elsasya Utama', 'Sri Supramaniyam Temple', 'T.Garden', 'Tao Lake Rod Onang', 'Penatapen Doulu', 'Aek Sipaulak Hosa Loja'])] \n",
"\n",
"6 = [([(61594, 1027, 3227261, 4.0)], ['Dermaga Silalahi', 'Kuamang Ujung Gading', 'Aek Milas', 'Landak River', 'Salak Monument Pakkat', 'Warung Info Wisata', 'Poldung', 'Twa Lau Debuk-Debuk'])] \n",
"\n",
"7 = [([(16048, 267, 1542043, 3.5)], ['Jembatan Lae Pandaroh', 'Bukit Burung', 'Bintang Johor Swimming Pool', 'Objek Wisata Maggrove Sisarahili Ts'])] \n",
"\n",
"8 = [([(40593, 677, 2451174, 3.9)], ['Masjid Raya Nur Addin', 'Tugu Sejarah Perjuangan Asahan', 'Pemandian Alam Bendungan Ginbers', 'Bukit Lawang Explore', 'Air Terjun Bertala', 'Museum Negeri Sumatera Utara', 'Pantai Bul Bul', 'North Padang Lawas Regency'])] \n",
"\n",
"9 = [([(16421, 274, 1557565, 4.0)], ['Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Masjid Raya', 'Pasar Tomok'])] \n",
"\n",
"10 = [([(47051, 784, 2688435, 3.8)], ['North Padang Lawas Regency', 'Wisata Merci', 'Taman Sungai Padang', 'Wisata Air Parsariran', 'Pulau Poncan'])] \n",
"\n",
"11 = [([(43145, 719, 2544304, 3.8)], ['Aek Kanopan', 'Bekancan River', 'Museum Simalungun', 'Pantai Bul Bul', 'Kolam Pancing Asri', 'Wisata Merci', 'Bukit Lawang Day Trek'])] \n",
"\n",
"12 = [([(33714, 562, 2196174, 3.9)], ['Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™', 'Lau Bengkelade Kuta', 'Pemandian Sidamanik', 'Pasar Tomok', 'Kolam Renang Pesona Wisata', 'Bagan Percut', 'Pusat Posko \"Teroh-Teroh.'])] \n",
"\n",
"13 = [([(31118, 519, 2100826, 3.8)], ['Welterbeminimini', 'Pemandian Air Panas Goa Ergendang', 'Pemandian Alam Bolang', 'Danau Cipogas Rohul', 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul', 'Simpang Pantai Monyet'])] \n",
"\n",
"14 = [([(11864, 198, 1389043, 3.8)], ['Kolam Renang Air Panas Mardinding Tiga Rasa', 'Pt. Dairi Transport', 'Niagara Tanjung Raja', 'Zam Zam Prima Persada. Pt'])] \n",
"\n",
"1 = [([(10186, 170, 1326957, 3.5)], ['Lae Simbellen', 'Taman Kebun Bunga èŒ  榀¢ 圀™', 'Sp.Lau Petundal', 'Bendungan Lau Si Meimei'])] \n",
"15 = [([(34525, 575, 2225000, 4.0)], ['Puncak Gundaling Brastagi', 'Salak Monument Pakkat', 'Rumah Makan Irian', 'Gedung Bks Pps', 'Padang Lawas Regency', 'Gundaling', 'West Kisaran'])] \n",
"\n",
"2 = [([(9529, 159, 1302565, 4.0)], ['Dairi Regency', 'Namu Sira-Sira', 'Botanical Samosir'])] \n",
"16 = [([(57635, 961, 3080913, 3.0)], ['Handreva Tour', 'Jembatan Poriaha', 'Air Terjun Situak Lotik Iii', 'Taman Edukasi Binjai', \"Pt. Bagus Wisata Holiday's\", 'Pantai Sorake Nias Selatan', 'Kuta Sukareme'])] \n",
"\n",
"3 = [([(24746, 412, 1863565, 4.0)], ['Pantai Pelawan', 'Air Terjun Nyarai', 'Sialang Batu'])] \n",
"17 = [([(17855, 298, 1610783, 4.0)], ['Biro Jasa', 'Bukit Gibeon (Yapim Taruna)', 'Pantai Buih', 'Kuil Shri Mariamman', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Magic Eye 3d Art Museum', 'Pt. Hikmah', 'Budaya Resto'])] \n",
"\n",
"4 = [([(11483, 191, 1373522, 3.5)], ['Revolution Heroes Monument', 'Mja Travel', 'Makam Ompung Parmata Sapihak', 'Bagan Percut'])] \n",
"18 = [([(25536, 426, 1894609, 4.0)], ['Air Terjun Cirocai Sungai Pandahan', 'Loket Satu Nusa', 'Sumatra Tours Holiday & Jungle Trekking', 'Go Adventure Tour & Travel Indonesia'])] \n",
"\n",
"5 = [([(11323, 189, 1369087, 4.0)], ['Pusat Posko \"Teroh-Teroh.', 'Pas Pam Wisata', 'Langkat Regency', 'Azizi Mosque', 'Rumah Makan Irian', 'Bukit Lawang Day Trek'])] \n",
"19 = [([(7249, 121, 1218304, 4.0)], ['Air Terjun Efrata', 'Taman Remaja Binjai'])] \n",
"\n",
"6 = [([(3708, 62, 1087478, 3.5)], ['Pantai Pelawan', 'Oyo 1752 Hotel Wisata'])] \n",
"20 = [([(49669, 828, 2786000, 3.7)], ['Salib Kasih', 'Gunung Pandan River Tourism Area', 'Wisata Alam', 'Masjid Raya Nur Addin', 'Masjid Agung Kota Binjai', 'Pantai Bukit Malintang Buburan', 'Elsasya Utama', 'Hotel Pesona Wisata'])] \n",
"\n",
"7 = [([(13888, 231, 1462217, 4.5)], ['Masjid Al Istiqomah', 'Wisata Madu Aek Nauli'])] \n",
"21 = [([(21708, 362, 1752696, 4.4)], ['Pemandian Air Panas U.S.K Hineni', 'Salib Kasih', 'Air Terjun Sigura-Gura', 'Medan City Tour', 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)'])] \n",
"\n",
"8 = [([(28315, 472, 1996609, 4.2)], ['Kota Padang Sidempuan', 'Lapangan Tengku Amir Hamzah Stabat', 'Setia Wisata', 'West Kisaran', 'Air Terjun Sipitu Tikka', 'Objek Wisata Togindrawa Gua'])] \n",
"22 = [([(23374, 390, 1814783, 4.0)], ['Warisan Dunia Minimini', 'Tugu Sitio', 'Tugu Air Mancur Sinar Indonesia Baru Petisah', 'Agen Bus Karina', 'Frog Rock Tour'])] \n",
"\n",
"9 = [([(27164, 453, 1954478, 3.6)], ['Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Plta Sipansihaporas', 'Wisata Bendunga Sei Palis', 'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.', 'Masjid Raya Al Osmani'])] \n",
"23 = [([(17568, 293, 1599696, 4.0)], ['Sialang Batu', 'Batu Marhosa', 'Viewpoint Of Tuktuk Peninsula'])] \n",
"\n",
"10 = [([(30111, 502, 2063130, 3.4)], ['Sidebuk Debuk Thermal Baths Berastagi', 'Pantai Teluk Kerang', 'Warnawarni Stabat', 'Vania Travel', 'Nice Trans Kisaran'])] \n",
"24 = [([(39463, 658, 2409043, 3.7)], ['Berakit-Rakit Ke Hulu', 'Bukik Posuak Maek', 'Taman Bunga', 'Konservasi Sungai Kukam', 'Taman Wisata Simatahari Indah', 'Replika Pagoda Shwedagon', 'Putri Cahaya Travel'])] \n",
"\n",
"11 = [([(27117, 452, 1952261, 4.0)], ['Bukit Gibeon (Yapim Taruna)', 'Museum Lubuk Pakam', 'Wisata Merci', 'Plta Sipansihaporas', 'Monumen Halilintar'])] \n",
"25 = [([(34577, 576, 2227217, 3.7)], ['Sibio-Bio Advanture Park', 'Monumen Halilintar', 'Zam Zam Prima Persada. Pt', 'Pantai Arta Indah', 'Cafe Goa Kaca', 'Pemandian Air Panas U.S.K Hineni'])] \n",
"\n",
"12 = [([(38762, 646, 2382435, 4.0)], ['Pantai Sikabau', 'Alun Alun Lubuk Sikpaing', 'Air Terjun Sempugen', 'Pantai Maligi', 'Sri Deli Park', 'Lake Toba Viewpoint', 'Bukit Lawang Orangutan Trekking'])] \n",
"26 = [([(74571, 1243, 3706217, 3.9)], ['Bat Cave, Bukit Lawang', 'Pantai Barat Natal', 'Little India Medan', 'Rumah Makan Irian', 'Museum Simalungun', 'Gereja Katolik St. Dionysius, Sumbul', 'Penangkaran Rusa Universitas Sumatera Utara', 'R.M Wisata Indah'])] \n",
"\n",
"13 = [([(9509, 158, 1300348, 4.0)], ['Panorama Uruk Lisang', 'Air Terjun Sigura-Gura', 'Bukit Burung'])] \n",
"27 = [([(14064, 234, 1468870, 4.0)], ['Gedung Bks Pps', 'Alun Alun Kota Kisaran', 'Gedung Mabmi', 'Kupu-Kupu Garden Guest House & Cafe', 'Air Terjun Nai Sogop'])] \n",
"\n",
"14 = [([(27791, 463, 1976652, 3.8)], ['Pantai Pulau Putri', 'Letter Z', 'Pt Wisata Habibah Berkah', 'Bukit Suligi', 'Tapian Siri-Siri Syariah'])] \n",
"28 = [([(22323, 372, 1774870, 4.0)], ['Bukit Lawang Planet Hijau', 'Danau Sipogas', 'Botanical Samosir'])] \n",
"\n",
"15 = [([(44780, 746, 2604174, 3.9)], ['Alam Wisata Danau Laut Tador', 'Puncak Santai', 'Pemandian Air Panas Goa Ergendang', 'Berakit-Rakit Ke Hulu', 'Malay Street Medan', 'Lorong Pandan', 'Taman Pesona Asri', 'Jembatan Poriaha'])] \n",
"29 = [([(43358, 723, 2553174, 3.9)], ['Wisata Merci', 'Danau Tao Batang Onang', 'Bandar Pulau', 'Tangkahan', 'Muaraopu', 'Bukit Lawang Travel'])] \n",
"\n",
"16 = [([(63426, 1057, 3293783, 3.8)], ['Ekowisata Mangrove', 'Danau Sipogas', 'Budaya Resto', 'Abadas Jaya', 'Danau Tao Batang Onang', 'Bukit Lawang Guide', 'Pesanggrahan Bung Karno', 'Jembatan Poriaha', 'Tanjung Pura'])] \n",
"30 = [([(24812, 414, 1868000, 3.5)], ['Pantai Pasir Putih Parparean', 'Bukit Lawang Trip', 'Waterpark Ria', 'Lyza Outbount'])] \n",
"\n",
"17 = [([(8016, 134, 1247130, 4.0)], ['Abadas Jaya', 'Tugu Pahlawan Revolusi', \"Five Star Int'l Travel\", 'Sri Supramaniyam Temple'])] \n",
"31 = [([(45721, 762, 2639652, 3.7)], ['Air Terjun Sigura-Gura', 'Welterbeminimini', 'Wisata Taman Merci', 'Sri Deli Park', 'Jembatan Sidikalang Wisata', 'Mandailing Natal Regency', 'Tugu Silahi Sabungan'])] \n",
"\n",
"18 = [([(26032, 434, 1912348, 4.0)], ['Pt. Pmn Travel Bus', 'Sopo Partungkoan', 'Grand Darussalam. Ud', 'Handreva Tour'])] \n",
"32 = [([(3757, 63, 1089696, 4.0)], ['Vihara Avalokitesvara', 'Danau Linting'])] \n",
"\n",
"19 = [([(18797, 313, 1644043, 4.6)], ['Terminal Berastagi', 'Saf Travel Indo', 'Pt. Sky Ocean Travel', 'Lau Mentar Canyon', 'Leo Tour & Travel (Leo Wisata Medan)', \"Penginapan King's Ambarita\", 'Lake Toba Viewpoint'])] \n",
"33 = [([(6101, 102, 1176174, 3.5)], ['Hendreva Tour', 'Rm Batunadua Indah'])] \n",
"\n",
"20 = [([(55614, 927, 3005522, 4.0)], ['Danau Tao Batang Onang', 'Tumori Traditional Village', 'Terminal Berastagi', 'Museum Deli Serdang', 'Pulau Poncan', 'Tanjung Pura', 'Muaraopu', 'Tugu Sejarah Perjuangan Asahan'])] \n",
"34 = [([(34318, 572, 2218348, 4.0)], ['Pemandian Air Panas Huta Raja', 'Air Terjun Nai Sogop', 'Bukit Lawang Ecotourism & Ecoproject', 'Pt. Hikmah', 'Pawan Hot Water', 'Jembatan Lau Luhung, Gunung Meriah.', 'Warisan Dunia Minimini'])] \n",
"\n",
"21 = [([(46416, 774, 2666261, 3.8)], ['Agen Bus Karina', 'Taman Remaja Binjai', 'Vihara Gunung Timur', 'Yayasan Perguruan Sisingamangaraja', 'Pakpak Culture Association (Cgc)', 'Bukit Senyum', 'Sp.Lau Petundal', 'Poldung', 'Alam Wisata Danau Laut Tador'])] \n",
"35 = [([(55216, 920, 2990000, 3.6)], ['Lae Simbellen', 'Gunung Pandan River Tourism Area', 'Sibolga Dutch Tunnel', 'Tumori Traditional Village', 'Kembar Agro', 'Warnawarni Stabat', 'Air Terjun Pantai Salak'])] \n",
"\n",
"22 = [([(35740, 596, 2271565, 3.7)], ['Bukit Lawang Travel', 'Tor Simago-Mago', 'Museum Perkebunan Indonesia', 'Efrata Waterfall', 'Air Terjun Sibabo', 'Pantai Barat'])] \n",
"36 = [([(25454, 424, 1890174, 3.0)], ['Objek Wisata Maggrove Sisarahili Ts', 'Taman Remaja Binjai', 'Cafe Goa Kaca', 'Pemandian Air Panas Sibayak Mardinding Julu'])] \n",
"\n",
"23 = [([(38662, 644, 2378000, 3.9)], ['Danau Teratai', 'Wisata Taman Merci', 'Pinang City', 'Taman Pesona Asri', 'Budaya Resto', 'Jembatan Lae Pandaroh', 'Museum Pusaka Karo - Berastagi'])] \n",
"37 = [([(33857, 564, 2200609, 3.8)], ['Air Terjun Aek Nabontar', 'Danau Tao Batang Onang', 'Niagara Tanjung Raja', 'Wisata Agro Kopi Karo', 'Bendungan Lau Si Meimei', 'Bayu Lagoon Resto & Taman Rekreasi'])] \n",
"\n",
"24 = [([(2029, 34, 1025391, 4.5)], ['Berastagi Local Guide', 'Stasiun Binjai'])] \n",
"38 = [([(48993, 817, 2761609, 3.9)], ['Garunggang', 'Rudang Mayang', 'Rosyid Orangutan Tours', 'Pantai Arta Indah', 'Pantai Paris', 'Aek Kanopan', 'Pt. Npm Perwakilan On Bus'])] \n",
"\n",
"25 = [([(44408, 740, 2590870, 3.2)], ['Pemandian Air Panas Huta Raja', 'Kuta Sukareme', 'Bandar Pulau', 'Pt. Npm Perwakilan On Bus', 'Pemandian Air Panas Goa Ergendang', 'Kupu-Kupu Garden Guest House & Cafe', 'Wisata Indonesia Itu Indah', 'Pasir Putih Porsea'])] \n",
"39 = [([(45350, 756, 2626348, 3.8)], ['Benteng Jepang', 'Bukit Lawang Trip', 'Langkat Regency', 'Biro Jasa', 'Anugerah Soambaton Beach', 'Air Terjun Sigura Gura', 'Tugu Jeruk Berastagi', 'Wisata Alam Aek Sordang', 'Tinggi Raja'])] \n",
"\n",
"26 = [([(21811, 364, 1757130, 3.7)], ['Bukit Lawang Planet Hijau', 'Kualuh Hulu', 'Hadabuan Naisogop Waterfalls', 'Sumatra Orangutan Tours & Holidays', 'Air Soda Kabupaten Karo', 'Tugu Air Mancur Sinar Indonesia Baru Petisah'])] \n",
"40 = [([(10952, 183, 1355783, 4.0)], ['Mandailing Natal Regency', 'Objek Wisata Pantai Ujung Sibolga', 'Bukit Lawang Wisata Alam'])] \n",
"\n",
"27 = [([(8506, 142, 1264870, 3.5)], ['Waterfall Pelangi Indah', 'Tugu Pramuka', 'Rudang Mayang', 'Sp.Lau Petundal', 'Wisata Rekreasi Danau Buatan', 'Tour Guide,Tarna Sagala.German &Dutch Speaking'])] \n",
"41 = [([(78743, 1312, 3859217, 3.9)], ['Benteng Jepang', 'Pt. Jsa Tour & Travel', 'Mesjid Raya Al-Abror', 'Panatapan Parhalow', 'Lau Gendang,Wisata Gua', 'Air Terjun Situak Lotik Iii', 'Penatapan Pamah Simelir', 'Sbv', 'Masjid Agung Sumatera Utara'])] \n",
"\n",
"28 = [([(17939, 299, 1613000, 4.0)], ['Namu Sira-Sira', 'Museum Negeri Sumatera Utara', 'Revolution Heroes Monument', 'Tor Simago-Mago', 'Taman Megawati'])] \n",
"42 = [([(7518, 125, 1227174, 4.0)], ['Wisata Alam Datuk', 'Azizi Mosque', 'Lau Mentar Canyon'])] \n",
"\n",
"29 = [([(22853, 381, 1794826, 3.6)], ['Sp.Lau Petundal', 'Penatapan Pamah Simelir', 'Pt Wisata Habibah Berkah', 'Embae Tour & Travel', 'Air Terjun Sarasah Kajai'])] \n",
"43 = [([(27271, 455, 1958913, 3.6)], ['Rudang Mayang', 'Romance Padi Perbaungan', 'Sopo Tinjak', 'Pakpak Culture Association (Cgc)', 'Pasar Kaget Kota Binjai', 'Wisata Alam Datuk', 'Ekowisata Mangrove', 'Objek Wisata Luak Gadang, Guguak Rang Pisang'])] \n",
"\n",
"30 = [([(63190, 1053, 3284913, 3.9)], ['Air Terjun Malakkut', 'Aman Wisata Citra Int. Pt', 'Air Terjun Taga Hambing', 'Waterpark Ria', 'Taman Kota Salak (Tugu Salak)', 'Nice Trans Kisaran', 'Masjid Al Istiqomah'])] \n",
"44 = [([(30699, 512, 2085304, 3.9)], ['Salib Kasih', 'Taman Balita Kota Binjai', 'Auliya Tour & Travel', 'Baneara, Partungko Naginjang', 'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Tinggi Raja', 'Jembatan Sidikalang Wisata'])] \n",
"\n",
"31 = [([(51277, 855, 2845870, 4.0)], ['Pt. Dairi Transport', 'Menara Pandang Simanindo', 'Masjid Agung Ahmad Bakrie Kisaran', 'Pemandian Alam Bolang', 'Penatapan Pamah Simelir', 'Panatapan Sileme-Leme', 'The Attraction Of Ikan Gadang', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Bahal Temple I'])] \n",
"45 = [([(13050, 218, 1433391, 4.2)], ['Taman Benteng Lions Club', 'Sumur Tua', 'Telagah', 'Stasiun Binjai'])] \n",
"\n",
"32 = [([(7319, 122, 1220522, 3.5)], ['Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Nice Trans Kisaran'])] \n",
"46 = [([(17017, 284, 1579739, 3.7)], ['Permata Asri Stabat', 'Pasir Putih Porsea', 'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan'])] \n",
"\n",
"33 = [([(15161, 253, 1511000, 4.0)], ['Pakpak Culture Association (Cgc)', 'Mangrove Tour Lubuk Kertang', 'Air Terjun Nai Sogop'])] \n",
"47 = [([(52131, 869, 2876913, 3.7)], ['Bekas Istana Kesultanan Asahan', 'Simpang Bantoon', 'Museum Perkebunan Indonesia', 'Gedung Nasional Djauli Manik', 'Desa Adat Ragi Hotang Meat', 'Sopo Partungkoan', 'Objek Wisata Maggrove Sisarahili Ts', 'Bekancan River', 'Pantai Pelawan'])] \n",
"\n",
"34 = [([(13450, 224, 1446696, 4.0)], ['Desa Adat Ragi Hotang Meat', 'Pantai Barat Natal', 'Air Terjun Ponot'])] \n",
"48 = [([(23138, 386, 1805913, 4.1)], ['West Kisaran', 'Sopo Tinjak', 'Taman Pesona Asri', 'Jln Dusun Lauseridi', 'Pantai Pelawan', 'Salib Kasih Tarutung', 'Air Terjun Betala'])] \n",
"\n",
"35 = [([(17167, 286, 1584174, 3.0)], ['Leo Tour & Travel (Leo Wisata Medan)', 'Lau Perkoh', 'Waterpark Bima Utomo International', 'Wisata Alam \"Panatapan Parupuk Julu\"'])] \n",
"49 = [([(46312, 772, 2661826, 3.8)], ['Rudang Mayang', 'Pantai Kaca', 'Vihara Avalokitesvara', 'Simonis', 'Pemandian Alam Tirta Sayum Sabah', 'Jln Dusun Lauseridi', 'Taman Sungai Padang', 'Objek Wisata Patamuan'])] \n",
"\n",
"36 = [([(21445, 357, 1741609, 3.8)], ['Air Terjun Gorbus', 'Jembatan Sidikalang Wisata', 'Sibolga Dutch Tunnel', 'Laterzhya Zimhuli', 'Pt. Sky Ocean Travel'])] \n",
"50 = [([(3329, 55, 1071957, 4.0)], ['Pasir Putih Porsea', 'Tugu Air Mancur Sinar Indonesia Baru Petisah'])] \n",
"\n",
"37 = [([(48268, 804, 2732783, 4.0)], ['Tinggi Raja', 'Tapian Siri-Siri Syariah', 'Warisan Dunia Minimini', 'Tirtanadi Tower', 'Pantai Tiram Tapakis', 'Tugu D.I Panjaitan', 'Batang Bahal', 'Auliya Tour & Travel', 'Pulau Pigago'])] \n",
"51 = [([(39727, 662, 2417913, 4.0)], ['Kebun Madu Efi', 'Tugu D.I Panjaitan', 'Lubuk Batang Waterfall', 'Jembatan Dalik Lubuk Sikaping', 'Masjid Raya', 'Tangkahan', 'Go Adventure Tour & Travel Indonesia'])] \n",
"\n",
"38 = [([(7328, 122, 1220522, 3.5)], ['Aek Kanopan', 'Taman Danau Wisata Bunga Tujuh'])] \n",
"52 = [([(7474, 125, 1227174, 4.0)], ['North Namu Ukur', 'Air Terjun Sigarattung ( Sampuran Na Pitu)', 'Letter Z'])] \n",
"\n",
"39 = [([(29276, 488, 2032087, 3.6)], ['Rudang Mayang', 'Bukit Kubu', 'Armaya Wisata Alam', 'Jembatan Poriaha', 'Bukit Tara Bunga', 'Pantai Pelawan', 'Taman Bunga', 'Pakpak Culture Association (Cgc)', 'Masjid Agung Ahmad Bakrie Kisaran'])] \n",
"53 = [([(27262, 454, 1956696, 4.2)], ['Air Terjun Taman Eden 100, Tobasa', 'Pantai Sikabau', 'Vihara Tri Ratna', 'Sri Supramaniyam Temple'])] \n",
"\n",
"40 = [([(39340, 656, 2404609, 3.8)], ['Bukit Kubu', 'Pantai Paris', 'Fortress Seven Layer', 'Air Terjun Aek Matua', 'Air Terjun Linggahara-Rantau Prapat', 'Pt. Raya Utama Travel'])] \n",
"54 = [([(12780, 213, 1422304, 3.7)], ['Bagan Percut', 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul', 'Pantai Sikabau'])] \n",
"\n",
"41 = [([(17413, 290, 1593043, 4.5)], ['Desa S.Kalangan Ii', 'Gedung Bks Pps'])] \n",
"55 = [([(21590, 360, 1748261, 3.7)], ['Oyo 1752 Hotel Wisata', 'Lau Gendang,Wisata Gua', 'Pantai Batu Rusa'])] \n",
"\n",
"42 = [([(25452, 424, 1890174, 4.0)], ['Rimba Huta Sikapir', 'Pasar Buah Berastagi', 'Monumen Loko Uap Du Croo & Braun', 'Puncak Paranginan,Aek Nabirong'])] \n",
"56 = [([(7029, 117, 1209435, 3.7)], ['Museum Simalungun', 'Oyo 1752 Hotel Wisata', 'Aek Sipaulak Hosa Loja'])] \n",
"\n",
"43 = [([(17488, 291, 1595261, 4.4)], ['Counters Kupj Simpang Sei Kopas', 'Puncak Saragodung', 'Bukit Tara Bunga', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Yayasan Perguruan Sisingamangaraja'])] \n",
"57 = [([(10857, 181, 1351348, 3.8)], ['Batak Museum', 'Museum Simalungun', 'Tirtanadi Tower', 'Dairi Regency', 'Pantai Malaya'])] \n",
"\n",
"44 = [([(15801, 263, 1533174, 3.3)], ['Alam Wisata Danau Laut Tador', 'Air Terjun Aek Matua', 'Pantai Malaya'])] \n",
"58 = [([(16102, 268, 1544261, 4.0)], ['Bahal Temple I', 'Pantai Bukit Malintang Buburan', 'Tahura (Taman Hutan Raya)'])] \n",
"\n",
"45 = [([(16057, 268, 1544261, 4.0)], ['Salib Kasih Tarutung', 'Kantor Po Pinem Bus', 'Bukit Gibeon (Yapim Taruna)'])] \n",
"59 = [([(27595, 460, 1970000, 3.8)], ['Pantai Pelawan', 'Taman Rekreasi Kong Mah', 'Lubuk Batang Waterfall', 'Aek Kanopan'])] \n",
"\n",
"46 = [([(15411, 257, 1519870, 4.0)], ['Air Terjun Sigura Gura', 'Wisata Alam', 'Gapura Wisata Alam Lae Mbilulu', 'Bukit Tara Bunga'])] \n",
"60 = [([(2538, 42, 1043130, 3.5)], ['Pantai Malaya', 'Museum Pusaka Karo - Berastagi'])] \n",
"\n",
"47 = [([(26725, 445, 1936739, 3.6)], ['Pemandian Air Panas Rianiate', 'Bekas Istana Kesultanan Asahan', 'Jembatan Sidikalang Wisata', 'Air Terjun Baburai', 'Wisata Agro Kopi Karo'])] \n",
"61 = [([(56572, 943, 3041000, 3.3)], ['Oyo 1752 Hotel Wisata', 'Biro Jasa', 'Pinang City', 'Pemandian Alam Agape', 'R.M Wisata Indah', 'Masjid Raya Stabat', 'Pawan Hot Water', 'Bukit Lawang', 'Kolam Pancing Asri'])] \n",
"\n",
"48 = [([(4701, 78, 1122957, 4.0)], ['Pertunjukan Tari Sigale Gale', 'Vihara Avalokitesvara'])] \n",
"62 = [([(14785, 246, 1495478, 3.3)], [\"Five Star Int'l Travel\", 'Taman Danau Wisata Bunga Tujuh', 'Pantai Simallo'])] \n",
"\n",
"49 = [([(44750, 746, 2604174, 3.9)], ['Perhadtian Air Panas Taman Wisata Sibayak', 'Vihara Gunung Timur', 'Pasar Buah Berastagi', 'Fortress Seven Layer', 'Taman Wisata Simatahari Indah', 'Air Terjun Malakkut', 'Twins Travel', 'Batu Gajah'])] \n",
"63 = [([(11570, 193, 1377957, 4.0)], ['Peceren Karo Village', 'Tobasa', 'Gedung Bks Pps'])] \n",
"\n",
"50 = [([(18963, 316, 1650696, 3.8)], ['Kualuh Hulu', 'Wisata Alam Aek Markusasak', 'Puncak Gundaling Brastagi', 'Berastagi Local Guide', 'Bukit Lawang Trip'])] \n",
"64 = [([(42389, 706, 2515478, 3.9)], ['Explore Bahorok Adventure Trip', 'Puncak Jb', 'Kembar Agro', 'Masjid Lama Kabanjahe', 'Sabah Simelir', 'Winter Holidays', 'Pantai Kenangan'])] \n",
"\n",
"51 = [([(65144, 1086, 3358087, 3.4)], ['Saba Napa', 'Air Terjun Malakkut', 'Plta Sipansihaporas', 'Puncak Tonang', 'Paranggiran Raja Silahisabungan', 'Pawan Hot Water', 'Waterpark Ria', 'Jembatan Sidikalang Wisata', 'Taman Edukasi Binjai'])] \n",
"65 = [([(56866, 948, 3052087, 4.1)], ['Pasar Tomok', 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)', 'Tugu Becak Bsa Siantar', 'Bahal Temple I', 'Gedung Mabmi', 'Penatapen Doulu', 'North Labuhanbatu Regency', 'Lau Bengkelade', 'Pantai Barat Natal'])] \n",
"\n",
"52 = [([(37237, 621, 2327000, 4.0)], ['Panatapan Parhalow', 'Lau Perkoh', 'Counters Kupj Simpang Sei Kopas', 'Objek Wisata Togindrawa Gua', 'Pemandian Alam Bendungan Ginbers', 'Objek Wisata Luak Gadang, Guguak Rang Pisang'])] \n",
"66 = [([(2530, 42, 1043130, 4.5)], ['Connectingjungle', 'Wisata Alam Siringo'])] \n",
"\n",
"53 = [([(29862, 498, 2054261, 4.1)], ['Stabat', 'The Heritage', 'Taman Selfie', 'Simpang Bantoon', 'Pantai Pelawan', 'Bus Wisata', 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul'])] \n",
"67 = [([(2371, 40, 1038696, 3.0)], ['Taman Bunga', 'Sp.Lau Petundal'])] \n",
"\n",
"54 = [([(44650, 744, 2599739, 3.5)], ['Niagara Tanjung Raja', 'Rumah Wisata Sunggal', 'Museum Simalungun', 'Hotel Wisata Indah', 'Objek Wisata Maggrove Sisarahili Ts', 'Air Panas Simolap'])] \n",
"68 = [([(13852, 231, 1462217, 4.2)], ['Bukit Lawang Ecotourism & Ecoproject', 'Puncak Santai', 'Old City Hall', 'Air Terjun Sampuran Widuri'])] \n",
"\n",
"55 = [([(10321, 172, 1331391, 4.3)], ['The Kaldera', 'Kolam Pancing Sapat', 'Pantai Cermin Theme Park & Resort Hotel'])] \n",
"69 = [([(27992, 467, 1985522, 4.7)], ['Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)', 'Connectingjungle', 'Baneara, Partungko Naginjang', 'Bintang Johor Swimming Pool', 'Puncak Santai', 'Pantai Kenangan'])] \n",
"\n",
"56 = [([(12313, 205, 1404565, 3.5)], ['Taman Air Percut', 'Wisata Pulau Spantiang'])] \n",
"70 = [([(32072, 535, 2136304, 3.6)], ['Pemandian Air Panas Sibayak Mardinding Julu', 'Puncak Gundaling Brastagi', 'Air Terjun Sitiotio', 'Wisata Batu Rongring', 'Tts (Toru Tor Simarsayang) Cafe'])] \n",
"\n",
"57 = [([(5339, 89, 1147348, 4.0)], ['Air Terjun Aek Nabontar', 'Binjai'])] \n",
"71 = [([(12616, 210, 1415652, 4.0)], ['Revolution Heroes Monument', 'Bintang Johor Swimming Pool', 'De Hole Laguna'])] \n",
"\n",
"58 = [([(25730, 429, 1901261, 4.0)], ['Bukit Lawang Planet Hijau', 'Taman Wisata Alam, Pusat Latihan Gajah', 'Wisata Alam Experience Survive Champing'])] \n",
"72 = [([(11722, 195, 1382391, 3.7)], ['Pantai Pasir Putih Parparean', 'Disparbud Dairi', 'Puncak Anai'])] \n",
"\n",
"59 = [([(11543, 192, 1375739, 3.7)], ['Merci Waterboom', 'Wisata Pemandian Water Hill', 'Air Terjun Bertala'])] \n",
"73 = [([(15257, 254, 1513217, 2.3)], ['Tts (Toru Tor Simarsayang) Cafe', 'Cafe Goa Kaca', \"Pt. Bagus Wisata Holiday's\"])] \n",
"\n",
"60 = [([(41115, 685, 2468913, 3.5)], ['Puncak Hoza', 'Pt. Dairi Transport', 'Tugu Air Mancur Sinar Indonesia Baru Petisah', 'Peceren Karo Village'])] \n",
"74 = [([(17206, 287, 1586391, 3.3)], ['Air Terjun Sibabo', 'Museum Perkebunan Indonesia', 'Halo Angso Duo Pratama Bro. Pt'])] \n",
"\n",
"61 = [([(23935, 399, 1834739, 4.2)], ['Pantai Katung Binasi', 'Aek Milas', 'Tugu Sejarah Perjuangan Asahan', 'Ende Holidays', 'Dunia Outbound Camp'])] \n",
"75 = [([(9527, 159, 1302565, 4.3)], ['Objek Wisata Luak Gadang, Guguak Rang Pisang', 'Bersama Travel', 'Gang Bengkok Old Mosque'])] \n",
"\n",
"62 = [([(19220, 320, 1659565, 4.0)], ['Sopo Partungkoan', 'Pisang Pelangi', 'Tempat Pengasingan Soekarno', 'Titi Gantung Bridge'])] \n",
"76 = [([(28215, 470, 1992174, 3.3)], ['Kuta Sukareme', 'Wisata Madu Aek Nauli', 'Air Panas Simolap', 'Taman Air Percut', 'Sbv', 'Museum Zoologi', 'Bukit Lawang Wisata Alam'])] \n",
"\n",
"63 = [([(3818, 64, 1091913, 3.0)], ['Objek Wisata Maggrove Sisarahili Ts', 'Parhallow Viewpoint And Coffee Shop'])] \n",
"77 = [([(2812, 47, 1054217, 4.0)], ['Poldung', 'Karo Regency'])] \n",
"\n",
"64 = [([(30307, 505, 2069783, 3.2)], ['Pool Bus Intra', 'Kebun Binatang Simalingkar Medan', 'Air Terjun Sibabo', 'Pesanggrahan Bung Karno', 'Wisata Indonesia Itu Indah'])] \n",
"78 = [([(16196, 270, 1548696, 4.0)], ['Putri Cahaya Travel', 'Pt. Dairi Transport', 'Simpang Pantai Monyet', 'Tinggi Raja', 'Objek Wisata Luak Gadang, Guguak Rang Pisang'])] \n",
"\n",
"65 = [([(37325, 622, 2329217, 3.7)], ['Landak River', 'Monkey Forest Umar Manik Sibaganding', \"Pt. Bagus Wisata Holiday's\", 'Vihara Avalokitesvara', 'Bendungan Batang Tongar', 'Danau Linting', 'Jembatan Tano Ponggol'])] \n",
"79 = [([(23368, 389, 1812565, 4.0)], ['Frog Rock Tour', 'Taman Wisata Simatahari Indah', 'Lau Bengkelade Kuta', 'Taman Wisata Alam, Pusat Latihan Gajah', 'Gedung Mabmi', 'Setia Wisata'])] \n",
"\n",
"66 = [([(13625, 227, 1453348, 4.0)], ['Pantai Bul Bul', 'Wisata Merci', 'A8 Village', 'Stasiun Binjai'])] \n",
"80 = [([(30913, 515, 2091957, 3.8)], ['Jembatan Lau Luhung, Gunung Meriah.', 'Objek Wisata Maggrove Sisarahili Ts', 'Pt. Sky Ocean Travel', 'Lapangan Tengku Amir Hamzah Stabat', 'Lumban Binanga Beach Laguboti', 'Tahura (Taman Hutan Raya)'])] \n",
"\n",
"67 = [([(4529, 75, 1116304, 3.5)], ['Wisata Alam Pohon Damai Simempar', 'Vihara Pekong Lima'])] \n",
"81 = [([(30448, 507, 2074217, 3.8)], ['Putri Cahaya Travel', 'Masjid Agung Sibolga', 'Wisata Pemandian Water Hill', 'Great Mosque', 'Replika Istana Serdang'])] \n",
"\n",
"68 = [([(29064, 484, 2023217, 4.2)], ['Taman Pesona Asri', 'Efrata Waterfall', 'Ikan Larangan Lubuak Landua', 'Pakkodian Toba', 'Objek Wisata Pantai Ujung Sibolga'])] \n",
"82 = [([(60304, 1005, 3178478, 3.9)], ['One Heart Hill', 'Peceren Karo Village', 'Taman Mejuah-Juah', 'Rimba Huta Sikapir', 'Wisata Bendunga Sei Palis', 'Pulau Beswesen Tanjungbalai', 'Loket Satu Nusa', 'Nature Baths Gantang Rani'])] \n",
"\n",
"69 = [([(9561, 159, 1302565, 3.5)], ['Puncak Gundaling Brastagi', 'Hendreva Tour'])] \n",
"83 = [([(23088, 385, 1803696, 4.0)], ['Gunung Pandan River Tourism Area', 'Taman Danau Wisata Bunga Tujuh', 'Toddler Garden Binjai', 'Abadas Jaya', 'Tugu Simpang Empat', 'Jln Dusun Lauseridi'])] \n",
"\n",
"70 = [([(27068, 451, 1950043, 4.1)], ['Bukit Suligi', 'Air Travel Parsariran', 'Go Adventure Tour & Travel Indonesia', 'Lapangan Tengku Amir Hamzah Stabat', 'Pemandian Pulau Batu (Pulbat)', 'Letter Z', 'Ende Holidays'])] \n",
"84 = [([(7464, 124, 1224957, 4.0)], ['Pemandian Alam Bolang', 'Bekas Istana Kesultanan Asahan'])] \n",
"\n",
"71 = [([(2815, 47, 1054217, 4.0)], ['Letter Z', 'Samto Aek Rangat'])] \n",
"85 = [([(2942, 49, 1058652, 3.7)], ['Darul Umroh', 'Makam Ompung Parmata Sapihak', 'Jembatan Poriaha'])] \n",
"\n",
"72 = [([(24942, 416, 1872435, 3.4)], ['Penangkaran Rusa Universitas Sumatera Utara', 'Amarjun Wisata', 'Air Terjun Sampuran Widuri', 'Pinang City', 'Bayu Lagoon Resto & Taman Rekreasi'])] \n",
"86 = [([(59410, 990, 3145217, 3.9)], ['Pemandian Air Panas Rianiate', 'Pantai Arta Indah', 'Kolam Renang Air Panas Mardinding Tiga Rasa', 'Kisaran Kota', 'Toba Lake Sibolahotang Beautiful Beach', 'Saf Travel Indo', 'Taman Wisata Simatahari Indah', 'Rm Batunadua Indah', \"Five Star Int'l Travel\"])] \n",
"\n",
"73 = [([(21465, 358, 1743826, 4.2)], ['State Museum Of North Sumatra', 'Kuamang Ujung Gading', 'Saf Travel Indo', 'Revolution Heroes Monument'])] \n",
"87 = [([(18760, 313, 1644043, 3.6)], ['Puncak Anai', 'Pantai Pasir Putih Parbaba', 'Alam Wisata Danau Laut Tador', 'Azizi Mosque', 'Bekancan River'])] \n",
"\n",
"74 = [([(8316, 139, 1258217, 4.5)], ['Anugerah Soambaton Beach', 'Sibolga Dutch Tunnel'])] \n",
"88 = [([(10653, 178, 1344696, 4.0)], ['Wisata Sawah Koto', 'Taman Kebun Bunga èŒ  榀¢ 圀™'])] \n",
"\n",
"75 = [([(51275, 855, 2845870, 3.1)], ['Sibio-Bio Advanture Park', 'Stasiun Binjai', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Sumur Tua', 'Taman Wisata Simatahari Indah', 'Lubuk Larangan Desa Padang Bulan', 'Rumah Irmayanti Lubis', 'Penangkaran Buaya Asam Kumbang', 'Sitinjo'])] \n",
"89 = [([(13251, 221, 1440043, 4.0)], ['Vihara Budha Taman Iman', 'Wisata Alam Datuk', 'Pantai Pulau Putri'])] \n",
"\n",
"76 = [([(47119, 785, 2690652, 3.4)], ['Stasiun Binjai', 'Balai Datuk Setia Maharaja Negeri Serdang', 'Danau Laut Tinggal', 'Saba Napa', 'Pt Pelangi Wisata', 'Masjid Al Osmani', 'Sibio-Bio Adventure Park'])] \n",
"90 = [([(16696, 278, 1566435, 3.3)], ['Armaya Wisata Alam', 'Wisata Indonesia Itu Indah', 'Bair Falls'])] \n",
"\n",
"77 = [([(3214, 54, 1069739, 4.0)], ['Magic Eye 3d Art Museum', 'Sbv'])] \n",
"91 = [([(11672, 195, 1382391, 3.0)], ['Jembatan Sidikalang Wisata', 'Botanical Samosir', 'Taman Wisata Simatahari Indah'])] \n",
"\n",
"78 = [([(18136, 302, 1619652, 4.0)], ['Monumen Equator', 'Pesona Alam Panorama Indah. Pt', 'Masjid Agung Sumatera Utara'])] \n",
"92 = [([(36762, 613, 2309261, 4.0)], ['Pulau Poncan', 'Sp.Lau Petundal', 'Magic Eye 3d Art Museum', 'Air Terjun Cirocai Sungai Pandahan', 'Wisata Merci', 'Dolok Bunga Sirandorung'])] \n",
"\n",
"79 = [([(3762, 63, 1089696, 4.5)], ['Taman Sri Deli', 'Monkey Forest Umar Manik Sibaganding'])] \n",
"93 = [([(20165, 336, 1695043, 3.8)], ['Lyza Outbount', 'Air Terjun Pantai Salak', 'Bukit Lawang Trip', 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)', 'The Heritage'])] \n",
"\n",
"80 = [([(32893, 548, 2165130, 3.8)], ['Danau Tao Batang Onang', 'Tanjung Apek Beach', 'Putri Cahaya Travel', 'Samto Aek Rangat', 'Dermaga Silalahi', 'Kantor Balai Taman Nasional Batang Gadis'])] \n",
"94 = [([(6919, 115, 1205000, 3.7)], ['Taman Mejuah-Juah', 'Bagan Percut', 'Simpang Bantoon'])] \n",
"\n",
"81 = [([(33074, 551, 2171783, 3.8)], ['Vihara Gunung Timur', 'Gapura Wisata Alam Lae Mbilulu', 'Rosyid Orangutan Tours', 'Masjid Raya Kisaran Kota', 'Museum Kota Tebing Tinggi', 'Air Terjun Tarunggang'])] \n",
"95 = [([(24788, 413, 1865783, 4.0)], ['Air Terjun Sigura Gura', 'Sampuren Tutuen Sige', 'Masjid Raya Stabat', 'Twa Lau Debuk-Debuk', 'Masjid Agung Sibolga'])] \n",
"\n",
"82 = [([(35773, 596, 2271565, 4.2)], ['Pt. Hikmah', 'Air Terjun Kemuning', 'Danau Tao Batang Onang', 'Ende Holidays'])] \n",
"96 = [([(4506, 75, 1116304, 4.0)], ['Air Terjun Sempugen', 'Sibio-Bio Adventure Park'])] \n",
"\n",
"83 = [([(21428, 357, 1741609, 4.3)], ['Danau Laut Tinggal', 'Kuamang Ujung Gading', 'Pantai Ketam'])] \n",
"97 = [([(62790, 1046, 3269391, 3.7)], ['Pondok Pisang', 'Pawan Hot Water', 'Muara Beach Beautiful', 'Bandar Pulau', 'Kantor Po Pinem Bus', 'Masjid Agung Ahmad Bakrie Kisaran', 'Air Terjun Sipitu Tikka', 'Gereja Katolik St. Dionysius, Sumbul', 'Mmtc Walking Street'])] \n",
"\n",
"84 = [([(11970, 200, 1393478, 3.7)], ['Masjid Agung Kota Binjai', 'Wisata Indonesia Itu Indah', 'Merci Waterboom'])] \n",
"98 = [([(33748, 562, 2196174, 3.5)], ['Halo Angso Duo Pratama Bro. Pt', 'Makam Ompung Parmata Sapihak', 'Kolam Renang Pesona Wisata', 'Ekowisata Mangrove'])] \n",
"\n",
"85 = [([(15180, 253, 1511000, 4.0)], ['Desa S.Kalangan Ii', 'Danau Teratai'])] \n",
"99 = [([(12100, 202, 1397913, 3.5)], ['Puncak Tonang', 'Kolam Renang Air Panas Mardinding Tiga Rasa'])] \n",
"\n",
"86 = [([(31885, 531, 2127435, 3.9)], ['Cafe Goa Kaca', 'Old City Hall', 'Lau Bengkelade', 'Elsasya Utama', 'Pantai Pulau Putri', 'Tugu Kol', 'Little India Medan'])] \n",
"100 = [([(16766, 279, 1568652, 4.0)], ['Monkey Forest Umar Manik Sibaganding', 'Parhallow Viewpoint And Coffee Shop', 'Puncak Tonang'])] \n",
"\n",
"87 = [([(7587, 126, 1229391, 3.0)], ['Balai Datuk Setia Maharaja Negeri Serdang', 'Pantai Pulau Karang'])] \n",
"101 = [([(16900, 282, 1575304, 4.0)], ['Sini Suka Natural Bath Sibiru-Biru', 'Tugu Pramuka'])] \n",
"\n",
"88 = [([(15843, 264, 1535391, 3.7)], ['Kupu-Kupu Garden Guest House & Cafe', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Danau Marambe'])] \n",
"102 = [([(13885, 231, 1462217, 3.7)], ['Bagan Percut', 'Tanjung Unta', 'Vihara Pubbarama Buddhist'])] \n",
"\n",
"89 = [([(19983, 333, 1688391, 3.7)], ['Luppatan Tali - Tali', \"Five Star Int'l Travel\", 'The Kaldera'])] \n",
"103 = [([(8103, 135, 1249348, 3.0)], ['Welterbeminimini', 'Auliya Tour & Travel', 'Sitinjo'])] \n",
"\n",
"90 = [([(41105, 685, 2468913, 3.8)], ['Perhadtian Air Panas Taman Wisata Sibayak', 'Sabah Simelir', 'Cross Of Love', 'Water Park Tambunan', 'Gedung Nasional Djauli Manik', 'Museum Zoologi', 'Air Terjun Pelangi Indah', 'Pasar Buah Berastagi'])] \n",
"104 = [([(33889, 565, 2202826, 4.0)], ['Kuil Shri Mariamman', 'Lake Toba Viewpoint', 'Bukit Lawang Guide', 'Rumah Makan Irian', 'Puncak Bukit Manalise Aek Buro', 'Wisata Bendunga Sei Palis', 'Vihara Tri Ratna'])] \n",
"\n",
"91 = [([(23306, 388, 1810348, 4.2)], ['Sansan Travel', 'Pantai Sikabau', 'Bukitlawang Trek', 'Bukit Lawang Planet Hijau'])] \n",
"105 = [([(5276, 88, 1145130, 4.5)], ['Waterfall Pelangi Indah', 'Deleng Bencirus'])] \n",
"\n",
"92 = [([(66919, 1115, 3422391, 3.2)], ['Tour Accomodation', 'Romance Padi Perbaungan', 'Batu Lobang Sibaganding', 'Tapian Siri-Siri Syariah', 'Bus Wisata', 'Wisata Alam \"Panatapan Parupuk Julu\"', 'Bukit Lawang Ecotourism & Ecoproject', 'Objek Wisata Maggrove Sisarahili Ts', 'Pondok Wisata Lagundi Samosir'])] \n",
"106 = [([(2698, 45, 1049783, 3.5)], ['Masjid Agung Sumatera Utara', 'Pantai Teluk Kerang'])] \n",
"\n",
"93 = [([(10027, 167, 1320304, 4.0)], ['Gedung Nasional Djauli Manik', 'Karo Regency', 'Masjid Al Istiqomah'])] \n",
"107 = [([(23262, 388, 1810348, 3.3)], ['Mja Travel', 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™', 'Kebun Binatang Simalingkar Medan'])] \n",
"\n",
"94 = [([(15094, 252, 1508783, 4.0)], ['Pantai Pasir Putih Parbaba', 'Pemandian Alam Bendungan Ginbers', 'Tugu Simpang Empat'])] \n",
"108 = [([(70590, 1176, 3557652, 3.6)], ['Masjid Agung Kota Binjai', 'Bekancan River', 'Pantai Kenangan', 'Pt Pelangi Wisata', 'Pantai Pasir Putih Parparean', 'Musala Waterfall', 'Air Terjun Lenggo Geni', 'Halo Angso Duo Pratama Bro. Pt', 'Jembatan Poriaha'])] \n",
"\n",
"95 = [([(3937, 66, 1096348, 3.5)], ['Magic Eye 3d Art Museum', 'Kolam Renang Pesona Wisata'])] \n",
"109 = [([(42626, 710, 2524348, 4.0)], ['Puncak Hoza', 'Pasir Putih Janggawari', 'Lau Bengkelade Kuta', 'Air Terjun Lenggo Geni', 'Lorong Pandan', 'Air Terjun Nyarai'])] \n",
"\n",
"96 = [([(40144, 669, 2433435, 3.8)], ['Pantai Bukit Malintang Buburan', 'Permata Asri Stabat', 'Tapian Siri-Siri Syariah', 'North Labuhanbatu Regency', 'Deleng Bencirus'])] \n",
"110 = [([(8561, 143, 1267087, 3.5)], ['Pemandian Air Panas Goa Ergendang', 'Pantai Cermin Theme Park & Resort Hotel'])] \n",
"\n",
"97 = [([(90527, 1509, 4296043, 4.0)], ['Objek Wisata Patamuan', 'Menara Tirtanadi', 'Panatapan Sileme-Leme', 'Kuamang Ujung Gading', 'Rm Batunadua Indah', 'Great Mosque', 'Paranggiran Raja Silahisabungan', 'Air Terjun Aek Nabontar', 'Air Terjun Kemuning'])] \n",
"111 = [([(32522, 542, 2151826, 4.0)], ['Little India Medan', 'Kuamang Ujung Gading', 'Air Terjun Situak Lotik Iii'])] \n",
"\n",
"98 = [([(12934, 216, 1428957, 4.0)], ['Bendungan Batang Tongar', 'Bukit Teletubies', 'Bukit Suligi'])] \n",
"112 = [([(25817, 430, 1903478, 3.7)], ['Air Terjun Sigura-Gura', 'Rumah Irmayanti Lubis', 'Pantai Batu Rusa'])] \n",
"\n",
"99 = [([(19782, 330, 1681739, 4.0)], ['Wisata Bah Kulistik', 'Air Terjun Binanga Bolon', 'Pemandian Air Panas - Batu Bara ( 50 )', 'Salak Monument Pakkat'])] \n",
"113 = [([(24245, 404, 1845826, 3.8)], ['Pondok Wisata Lagundi Samosir', 'Anugerah Soambaton Beach', 'Wisata Alam Pondok Biru', 'Hendreva Tour', 'Air Terjun Nyarai'])] \n",
"\n",
"100 = [([(19859, 331, 1683957, 4.0)], ['Pantai Bul Bul', 'Kupu-Kupu Garden Guest House & Cafe', 'Sibolga Dutch Tunnel', 'Lapangan Pasir'])] \n",
"114 = [([(35762, 596, 2271565, 3.8)], ['Lau Bengkelade', 'Armaya Wisata Alam', 'Elsasya Utama', 'Simanimbo Waterfall', 'Warung Info Wisata', 'Pantai Sikabau'])] \n",
"\n",
"101 = [([(15424, 257, 1519870, 4.0)], ['Grand Darussalam. Ud', 'Wisata Bendunga Sei Palis', 'Masjid Raya Nur Addin'])] \n",
"115 = [([(35219, 587, 2251609, 4.0)], ['Desa S.Kalangan Ii', 'Counters Kupj Simpang Sei Kopas', 'Pantai Katung Binasi', 'Konservasi Sungai Kukam', 'Tanah Lapang Merdeka Binjai', 'Objek Wisata Maggrove Sisarahili Ts'])] \n",
"\n",
"102 = [([(3177, 53, 1067522, 4.0)], ['Muara Beach Beautiful', 'Rosyid Orangutan Tours'])] \n",
"116 = [([(8307, 138, 1256000, 4.3)], ['Wisata Makam Papan Tinggi Barus', 'Little India Medan', 'Pemandu Bukit Lawang'])] \n",
"\n",
"103 = [([(6300, 105, 1182826, 3.3)], ['Hotel Pesona Wisata', 'Danau Teratai', 'Air Terjun Ponot'])] \n",
"117 = [([(14058, 234, 1468870, 3.7)], ['Wisata Alam Aek Sordang', 'Air Terjun Pelangi Indah', 'Pemandian Sidamanik'])] \n",
"\n",
"104 = [([(47592, 793, 2708391, 3.7)], ['Beranda Madina', 'Bagan Percut', 'Great Mosque', 'Alam Wisata Danau Laut Tador', 'Alaman Bolak Padang Nadimpu', 'Wisata Merci'])] \n",
"118 = [([(25514, 425, 1892391, 3.8)], ['Pantai Bul Bul', 'Air Terjun Simonang Monang', 'Pasir Putih Janggawari', 'Penangkaran Buaya Asam Kumbang', 'Taman Rekreasi Kong Mah'])] \n",
"\n",
"105 = [([(6510, 108, 1189478, 3.7)], ['Pawan Hot Water', 'Tempat Pengasingan Soekarno', 'Pantai Sorake Nias Selatan'])] \n",
"119 = [([(3384, 56, 1074174, 3.5)], ['Air Terjun Tarunggang', 'Museum Deli Serdang'])] \n",
"\n",
"106 = [([(65829, 1097, 3382478, 3.8)], ['Pt. Pmn Travel Bus', 'Simpang Bantoon', 'Pool Bus Intra', 'Hadabuan Naisogop Waterfalls', 'Travel Panyabungan Padang', 'Tanjung Apek Beach', 'Bendungan Lau Si Meimei', 'Tugu Pramuka', 'Masjid Lama Gang Bengkok'])] \n",
"120 = [([(3771, 63, 1089696, 4.0)], ['Toddler Garden Binjai', 'Frog Rock Tour'])] \n",
"\n",
"107 = [([(15302, 255, 1515435, 4.0)], ['Pool Bus Intra', 'Air Terjun Aek Godang', 'Taman Mini Travel Langkat'])] \n",
"121 = [([(58107, 968, 3096435, 3.5)], ['Wisata Alam Aek Sordang', 'Puncak Tonang', 'Masjid Agung Ahmad Bakrie Kisaran', 'Tugu Air Mancur Sinar Indonesia Baru Petisah', 'Simanimbo Waterfall', 'Museum Kota Tebing Tinggi'])] \n",
"\n",
"108 = [([(15093, 252, 1508783, 3.7)], ['Perwakilan Mandiri', 'Batu Lobang Sibaganding', 'Pulau Pigago'])] \n",
"122 = [([(21760, 363, 1754913, 4.0)], ['Rosyid Orangutan Tours', 'Silalahi I', 'Lau Gendang,Wisata Gua', 'Penangkaran Buaya Asam Kumbang', 'Vihara Pubbarama Buddhist'])] \n",
"\n",
"109 = [([(31763, 529, 2123000, 4.2)], ['Twins Travel', 'Sumatra Jungle Trek', 'Kuil Shri Mariamman', 'Air Terjun Situak Lotik Iii', 'Batu Lobang Sibaganding'])] \n",
"123 = [([(37646, 627, 2340304, 4.1)], ['Air Terjun Bertala', 'A8 Village', 'Wisata Alam Experience Survive Champing', 'Pantai Bul Bul', 'North Labuhanbatu Regency', 'Desa Adat Ragi Hotang Meat', 'Pulau Samosir', 'Ambar Onan Runggu', 'Danau Cipogas Rohul'])] \n",
"\n",
"110 = [([(50043, 834, 2799304, 3.9)], ['Air Soda Kabupaten Karo', 'Stabat', 'Loket Satu Nusa', 'Taman Balita Kota Binjai', 'Huta Bolon', 'Namo Cengkeh', 'Air Terjun Ponot', 'Tugu Jeruk Berastagi'])] \n",
"124 = [([(57048, 951, 3058739, 3.9)], ['De Hole Laguna', 'Jembatan Dalik Lubuk Sikaping', 'Air Terjun Aek Matua', 'Waterpark Bima Utomo International', 'Bukit Lawang Tour Trekking', 'Lapangan Tengku Amir Hamzah Stabat', 'Air Terjun Nai Sogop', 'Aek Sipaulak Hosa Loja', 'Air Terjun Linggahara-Rantau Prapat'])] \n",
"\n",
"111 = [([(38556, 643, 2375783, 3.8)], ['Siregar Aek Nalas', 'Bayu Lagoon Resto & Taman Rekreasi', 'Darul Umroh', 'Simpang Bantoon', 'Kampung Kuliner', 'Simpang Pantai Monyet'])] \n",
"125 = [([(47474, 791, 2703957, 3.8)], ['Counters Kupj Simpang Sei Kopas', 'Berastagi Local Guide', 'Bukit Lawang Orangutan Trekking', 'Pantai Tiram Tapakis', 'Bukit Lawang Tour Trekking', \"Penginapan King's Ambarita\", 'Benteng Jepang', 'Bayu Lagoon Resto & Taman Rekreasi', 'Wisata Alam Pohon Damai Simempar'])] \n",
"\n",
"112 = [([(13492, 225, 1448913, 3.3)], ['Air Terjun Cirocai Sungai Pandahan', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Wisata Taman Merci'])] \n",
"126 = [([(17424, 290, 1593043, 3.8)], ['Bintang Johor Swimming Pool', 'Ekowisata Mangrove', 'Sopo Partungkoan', 'Grand Darussalam. Ud', 'Bukit Lawang Wisata Alam', 'Wisata Alam Siringo'])] \n",
"\n",
"113 = [([(35008, 583, 2242739, 4.2)], ['Anugerah Soambaton Beach', 'Batu Gajah', 'Pemandian Pulau Batu (Pulbat)', 'Rumah Wisata Sunggal', 'Lau Gendang,Wisata Gua'])] \n",
"127 = [([(8633, 144, 1269304, 3.5)], ['Lyza Outbount', 'Elsasya Utama', 'Bintang Johor Swimming Pool', 'Masjid Raya Al Osmani'])] \n",
"\n",
"114 = [([(2202, 37, 1032043, 4.0)], ['Bukit Gibeon (Yapim Taruna)', 'Pt Wisata Habibah Berkah'])] \n",
"128 = [([(30186, 503, 2065348, 3.8)], ['Puncak Anai', 'Simpang Pantai Monyet', 'Puncak Tonang', 'Museum Pusaka Karo - Berastagi', 'Pulau Malau', 'Counters Kupj Simpang Sei Kopas'])] \n",
"\n",
"115 = [([(45325, 755, 2624130, 4.2)], ['Bukit Lawang Ecotourism & Ecoproject', 'Budaya Resto', 'Danau Tao Batang Onang', 'Awaliyah Tour And Travel', 'Batu Lobang Sibaganding', 'T.Garden', 'Berastagi Local Guide', 'Efrata Waterfall', 'Waterpark Bima Utomo International'])] \n",
"129 = [([(19372, 323, 1666217, 4.0)], ['Klenteng Gunung Timur', 'Pt. Jsa Tour & Travel', 'Bukit Lawang Orangutan Trekking', 'Mester Bukit Lawang (Tour Guide)', 'Lau Teba Langkat', 'Salib Kasih'])] \n",
"\n",
"116 = [([(8475, 141, 1262652, 3.9)], ['Masjid Lama Gang Bengkok', 'Abadas Jaya', 'Klenteng Gunung Timur', 'Pantai Teluk Kerang', 'Bukit Lawang Trip', 'Pantai Cermin Theme Park & Resort Hotel', 'Azizi Mosque'])] \n",
"130 = [([(29189, 486, 2027652, 4.0)], ['Titi Gantung Bridge', 'Bukit Lawang Explore', 'Dermaga Silalahi', 'Pt Farnaz Utama', 'Makam Ompung Parmata Sapihak', 'Taman Danau Wisata Bunga Tujuh'])] \n",
"\n",
"117 = [([(14126, 235, 1471087, 4.2)], ['Efrata Waterfall', 'Air Terjun Bertala', 'Welterbeminimini', 'Setia Wisata'])] \n",
"131 = [([(10878, 181, 1351348, 4.0)], ['Simpang Bantoon', 'Frog Rock Tour'])] \n",
"\n",
"118 = [([(44768, 746, 2604174, 3.9)], ['Monumen Loko Uap Du Croo & Braun', 'Pantai Sikilang', 'Batu Marhosa', 'Museum Karo Lingga', 'Pantai Batu Rusa', 'Kebun Binatang Simalingkar Medan', 'Hotel Wisata Indah', 'Uruk Ndaholi', 'Monkey Forest Umar Manik Sibaganding'])] \n",
"132 = [([(65972, 1100, 3389130, 3.8)], ['Pantai Pulau Karang', 'Bair Falls', 'Alun Alun Lubuk Sikpaing', 'Loket Satu Nusa', 'Taman Kota Salak (Tugu Salak)', 'Perwakilan Mandiri', 'Embae Tour & Travel', 'Rumah Wisata Sunggal', 'Taman Balita Kota Binjai'])] \n",
"\n",
"119 = [([(33111, 552, 2174000, 3.8)], ['Mester Bukit Lawang (Tour Guide)', 'Puncak Hoza', 'Bukit Travel Gibeon', 'Pantai Kaca', 'Bukit Lawang Trip'])] \n",
"133 = [([(200, 3, 956652, 4.0)], ['Tugu Sitio', 'Air Terjun Lumban Rang'])] \n",
"\n",
"120 = [([(48695, 812, 2750522, 4.0)], ['Tugu Marga Silalahi', 'Sampuren Tutuen Sige', 'Taman Mini Travel Langkat', 'Revolution Heroes Monument', 'Taman Balita Kota Binjai', 'Rumah Makan Irian', 'Jembatan Lau Luhung, Gunung Meriah.'])] \n",
"134 = [([(47059, 784, 2688435, 4.3)], ['Taman Bunga', 'Lorong Indah', 'Air Terjun Efrata', 'Paranggiran Raja Silahisabungan', 'Air Terjun Lenggo Geni', 'Air Terjun Taman Eden 100, Tobasa', 'Medan City Tour'])] \n",
"\n",
"121 = [([(40780, 680, 2457826, 3.8)], ['Pt. Dairi Transport', 'Wisata Bah Kulistik', 'Tor Simago-Mago', 'Monumen Equator', 'Puncak Tonang'])] \n",
"135 = [([(17088, 285, 1581957, 4.0)], ['Wisata Alam Pondok Biru', 'Taman Kota Salak (Tugu Salak)', 'Gereja Katolik St. Dionysius, Sumbul'])] \n",
"\n",
"122 = [([(6528, 109, 1191696, 4.0)], ['Tugu Pahlawan Revolusi', 'Klenteng Gunung Timur'])] \n",
"136 = [([(14732, 246, 1495478, 4.3)], ['Laterzhya Zimhuli', 'Desa S.Kalangan Ii', 'Pulau Malau'])] \n",
"\n",
"123 = [([(7913, 132, 1242696, 3.5)], ['Pondok Wisata Lagundi Samosir', 'Pantai Sikabau'])] \n",
"137 = [([(27876, 465, 1981087, 3.5)], ['Puncak Jb', 'Balai Datuk Setia Maharaja Negeri Serdang', 'Air Terjun Malakkut', 'Cafe Goa Kaca', 'Air Terjun Baburai', 'Air Terjun Nyarai'])] \n",
"\n",
"124 = [([(18208, 303, 1621870, 3.2)], ['Pantai Teluk Kerang', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Beach Island Karang', 'Air Terjun Aek Godang'])] \n",
"138 = [([(3387, 56, 1074174, 3.5)], ['Air Terjun Sigura-Gura', 'Cis Tour & Travel'])] \n",
"\n",
"125 = [([(23243, 387, 1808130, 3.9)], ['Wisata Pemandian Water Hill', 'Saf Travel Indo', 'Tugu Sejarah Perjuangan Asahan', 'Danau Linting', 'Pulau Samosir', 'Biro Jasa', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Salak Monument Pakkat'])] \n",
"139 = [([(18130, 302, 1619652, 3.7)], ['Tanjung Unta', 'West Kisaran', 'Pemandian Alam Loknya'])] \n",
"\n",
"140 = [([(54772, 913, 2974478, 3.9)], ['Batu Gantung', 'Danau Cipogas Rohul', 'Batu Marhosa', 'Wisata Bendunga Sei Palis', 'Pt. Raya Utama Travel', 'Taman Kota Tanjungbalai', 'Grand Darussalam. Ud', 'Perumahaan Azalea Asri', 'Auliya Tour & Travel'])] \n",
"\n",
"141 = [([(56433, 941, 3036565, 3.7)], ['Pasar Tomok', 'Air Terjun Aek Godang', 'Abadas Jaya', 'Taman Sungai Padang', 'Lau Teba Langkat', 'Wisata Taman Merci', 'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Wisata Alam'])] \n",
"\n",
"142 = [([(5069, 84, 1136261, 4.3)], ['Wisata Alam Pondok Biru', 'Monkey Forest Umar Manik Sibaganding', 'Barusjahe'])] \n",
"\n",
"143 = [([(13716, 229, 1457783, 4.0)], ['Lapangan Pasir Tanjung Balai', 'Berastagi', 'Tugu Air Mancur Sinar Indonesia Baru Petisah'])] \n",
"\n",
"144 = [([(5812, 97, 1165087, 4.3)], ['Saf Travel Indo', 'Jln Dusun Lauseridi', 'Barusjahe'])] \n",
"\n",
"145 = [([(69217, 1154, 3508870, 4.0)], ['Tanjung Pura', 'Bukit Lawang Orangutan Trekking', 'De Hole Laguna', 'Kupu-Kupu Garden Guest House & Cafe', 'Alaman Bolak Padang Nadimpu', 'Masjid Al Osmani', 'Pakkodian Toba', 'Wisata Alam Pondok Biru', 'Bakarang Simalem'])] \n",
"\n",
"146 = [([(55865, 931, 3014391, 3.9)], ['Taman Aek Kota Batu Labura', 'Pt, Yy Traveling Tour And Travel', 'Pantai Buih', 'Pemandian Alam Tirta Sayum Sabah', 'Rimba Huta Sikapir', 'Air Terjun Pongkar', 'Tapian Siri-Siri Syariah', 'Tugu Air Mancur Majestik', 'Tugu Marga Silalahi'])] \n",
"\n",
"147 = [([(6360, 106, 1185043, 3.7)], ['Pantai La Terzhia Zhimehuli', 'Sumur Tua', 'Air Terjun Sampuran Widuri'])] \n",
"\n"
]
}
......@@ -712,7 +757,7 @@
" def solution (data):\n",
" tempatbaru = []\n",
" tempatbaru *= 0\n",
" da = generate(data)\n",
" da = generateTempatWisata(data)\n",
" inn = inputan(da)\n",
" tempatbaru.append((inn, da))\n",
" return tempatbaru\n",
......@@ -726,888 +771,18 @@
"\n",
"class iteratedlocalsearch:\n",
" x1 = initial.solution(data)\n",
" \n",
" x2 = initial.listsolution()\n",
" x2.sort(reverse = False)\n",
"\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[([(8048, 134, 1247130, 4.0)],\n",
" ['Vihara Gunung Timur', 'Lubuk Larangan Desa Padang Bulan'])],\n",
" [([(71732, 1196, 3602000, 4.0)],\n",
" ['Rimba Huta Sikapir',\n",
" 'Niagara Tanjung Raja',\n",
" 'Pantai Tiram Tapakis',\n",
" 'Revolution Heroes Monument',\n",
" 'Lapangan Pasir Tanjung Balai',\n",
" 'Pantai La Terzhia Zhimehuli',\n",
" 'Pemandian Alam Loknya',\n",
" 'Embae Tour & Travel',\n",
" 'Mesjid Raya Al-Abror'])],\n",
" [([(10541, 176, 1340261, 3.5)],\n",
" ['Embae Tour & Travel', 'Tanjung Apek Beach'])],\n",
" [([(38698, 645, 2380217, 4.2)],\n",
" ['Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™',\n",
" 'Pantai Bukit Malintang Buburan',\n",
" 'Tempat Pengasingan Soekarno',\n",
" 'Objek Wisata Patamuan',\n",
" 'Gapura Wisata Alam Lae Mbilulu',\n",
" 'Putri Cahaya Travel'])],\n",
" [([(28890, 482, 2018783, 3.8)],\n",
" ['Dinas Kebudayaan & Pariwisata',\n",
" 'Taman Benteng Lions Club',\n",
" 'Pantai Pelawan',\n",
" 'Sri Deli Park'])],\n",
" [([(19935, 332, 1686174, 4.0)],\n",
" ['Bukit Lawang Orangutan Trekking',\n",
" 'T.Garden',\n",
" 'Pantai Kaca',\n",
" 'Amarjun Wisata'])],\n",
" [([(36278, 605, 2291522, 4.3)],\n",
" ['Batu Gantung',\n",
" 'Taman Pesona Asri',\n",
" 'Wisata Makam Papan Tinggi Barus',\n",
" 'Beach Island Karang',\n",
" 'Pantai Tiram Tapakis',\n",
" 'The Le Hu Garden',\n",
" 'T.Garden'])],\n",
" [([(38880, 648, 2386870, 3.8)],\n",
" ['Vihara Gunung Timur',\n",
" 'Pulau Pigago',\n",
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" 'Taman Rekreasi Kong Mah'])],\n",
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" 'Taman Mejuah-Juah',\n",
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" 'Gunung Pandan River Tourism Area',\n",
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" 'Halo Angso Duo Pratama Bro. Pt'])],\n",
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" 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™'])],\n",
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" 'Air Terjun Sipitu Tikka',\n",
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" 'Air Terjun Malakkut',\n",
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" 'Telagah',\n",
" 'Lau Teba Langkat',\n",
" 'Pasir Putih Janggawari',\n",
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" ['Chinatown Medan',\n",
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" 'Rumah Irmayanti Lubis',\n",
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" 'Sampuren Tutuen Sige',\n",
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" [([(36458, 608, 2298174, 3.7)],\n",
" ['Replika Istana Serdang',\n",
" 'Tinggi Raja',\n",
" 'Wisata Alam \"Panatapan Parupuk Julu\"',\n",
" 'Pusat Informasi Geopark Kaldera Toba Sigulatti',\n",
" 'Pantai Buih',\n",
" 'Pusat Kuliner Kota Sibolga'])],\n",
" [([(26293, 438, 1921217, 3.0)],\n",
" ['Salib Kasih Tarutung',\n",
" 'Alun Alun Lubuk Sikpaing',\n",
" \"Five Star Int'l Travel\",\n",
" 'Air Terjun Simpang Kanan'])],\n",
" [([(24636, 411, 1861348, 4.0)],\n",
" ['Air Terjun Pantai Salak',\n",
" 'Lau Mentar Canyon',\n",
" 'Objek Wisata Pantai Ujung Sibolga',\n",
" 'Bekas Istana Kesultanan Asahan'])],\n",
" [([(5891, 98, 1167304, 4.0)],\n",
" ['Penatapen Doulu', 'Pantai Cermin Theme Park & Resort Hotel'])],\n",
" [([(5239, 87, 1142913, 4.0)],\n",
" ['Masjid Raya Stabat',\n",
" 'Air Terjun Pelangi Indah',\n",
" 'Muara Beach Beautiful'])],\n",
" [([(58120, 969, 3098652, 4.1)],\n",
" ['The Le Hu Garden',\n",
" 'Air Terjun Malakkut',\n",
" 'Pantai Pongkar',\n",
" 'Mobil Wisata Medan',\n",
" 'Pantai Indah Sipinggan',\n",
" 'Pondok Pisang',\n",
" 'Tugu Simpang Empat',\n",
" 'Masjid Al Osmani',\n",
" 'Pantai Kenangan'])],\n",
" [([(16718, 279, 1568652, 4.0)],\n",
" ['Welterbeminimini',\n",
" 'Grand Darussalam. Ud',\n",
" 'Twins Travel',\n",
" 'Replika Pagoda Shwedagon'])],\n",
" [([(21357, 356, 1739391, 4.0)],\n",
" ['Air Terjun Pelangi Indah',\n",
" 'Delta',\n",
" 'Old City Hall',\n",
" 'Halo Angso Duo Pratama Bro. Pt'])],\n",
" [([(7588, 126, 1229391, 4.0)],\n",
" [\"Five Star Int'l Travel\", 'Bukitlawang Trek', 'Biro Jasa'])],\n",
" [([(23586, 393, 1821435, 4.0)],\n",
" ['Wisata Indonesia Itu Indah',\n",
" 'Tanjung Pura',\n",
" 'Anugerah Soambaton Beach',\n",
" 'Asahan Regency'])],\n",
" [([(14993, 250, 1504348, 4.3)], ['Puncak Anai', 'Batu Gantung', 'Na Ix-X'])],\n",
" [([(14766, 246, 1495478, 4.5)],\n",
" ['Old City Hall',\n",
" 'Pantai Cermin Theme Park & Resort Hotel',\n",
" 'Wisata Batu Rongring',\n",
" 'Pemandian Pulau Batu (Pulbat)'])],\n",
" [([(11888, 198, 1389043, 3.3)],\n",
" ['Wisata Indonesia Itu Indah', 'Cis Tour & Travel', 'Dermaga Silalahi'])],\n",
" [([(22033, 367, 1763783, 4.0)],\n",
" ['Bat Cave, Bukit Lawang',\n",
" 'Pakkodian Toba',\n",
" 'Pemandian Alam Bendungan Ginbers',\n",
" 'Vihara Budha Taman Iman'])],\n",
" [([(2733, 46, 1052000, 4.0)],\n",
" ['Pemandian Sidamanik', 'Bukit Lawang Ecotourism & Ecoproject'])],\n",
" [([(91906, 1532, 4347043, 3.9)],\n",
" ['Air Terjun Saringgana',\n",
" 'Pt Pelangi Wisata',\n",
" 'Puncak Paranginan,Aek Nabirong',\n",
" 'Umbul Ejuk',\n",
" 'Lorong Indah',\n",
" 'Tangkahan',\n",
" 'Danau Sipogas',\n",
" 'Air Terjun Aek Matua',\n",
" 'Wisata Alam Aek Sordang'])],\n",
" [([(35590, 593, 2264913, 4.0)],\n",
" ['Pantai Pasir Putih Parparean',\n",
" 'Gedung Nasional Djauli Manik',\n",
" 'Pt. Jsa Tour & Travel',\n",
" 'Go Adventure Tour & Travel Indonesia',\n",
" 'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan',\n",
" 'North Namu Ukur',\n",
" 'Rumah Wisata Sunggal',\n",
" 'Air Terjun Nai Sogop'])],\n",
" [([(35688, 595, 2269348, 4.0)],\n",
" ['Pulau Pigago',\n",
" 'Silalahi I',\n",
" 'Darul Umroh',\n",
" 'Air Terjun Lembah Sipogas',\n",
" 'Bendungan Batang Tongar',\n",
" 'Batu Gajah'])],\n",
" [([(54402, 907, 2961174, 4.0)],\n",
" ['Batu Marhosa',\n",
" 'Lau Perkoh',\n",
" 'Wisata Alam Pondok Biru',\n",
" 'Pantai Buih',\n",
" 'Toba Lake Sibolahotang Beautiful Beach',\n",
" 'Paranggiran Raja Silahisabungan',\n",
" 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan',\n",
" 'Musala Waterfall',\n",
" 'Gedung Bks Pps'])],\n",
" [([(52282, 871, 2881348, 4.2)],\n",
" ['Air Terjun Cirocai Sungai Pandahan',\n",
" 'Pt. Jsa Tour & Travel',\n",
" 'Wisata Merci',\n",
" 'Fortress Seven Layer',\n",
" 'Pantai Barat Natal'])],\n",
" [([(46063, 768, 2652957, 4.0)],\n",
" ['North Labuhanbatu Regency',\n",
" 'Masjid Raya',\n",
" 'Biro Jasa',\n",
" 'Batu Gantung',\n",
" 'Tangkahan',\n",
" 'Batang Bahal',\n",
" 'Bukit Travel Gibeon',\n",
" 'Tanjung Unta'])],\n",
" [([(47203, 787, 2695087, 3.7)],\n",
" ['Kolam Pancing Asri',\n",
" 'Batang Bahal',\n",
" 'Lau Teba Langkat',\n",
" 'Jembatan Lau Luhung, Gunung Meriah.',\n",
" 'Pantai Pasir Putih',\n",
" 'Air Terjun Bertala'])],\n",
" [([(1954, 33, 1023174, 4.0)],\n",
" ['Merci Waterboom', 'Museum Perkebunan Indonesia'])],\n",
" [([(28507, 475, 2003261, 4.0)],\n",
" ['Perkebunan Londut',\n",
" 'Lumban Binanga Beach Laguboti',\n",
" 'Klenteng Gunung Timur',\n",
" 'Toddler Garden Binjai',\n",
" 'Waterpark Ria',\n",
" 'Pantai Bul Bul'])],\n",
" [([(42359, 706, 2515478, 3.9)],\n",
" ['Kuil Shri Mariamman',\n",
" 'Taman Mini Travel Langkat',\n",
" 'Hendreva Tour',\n",
" 'State Museum Of North Sumatra',\n",
" 'Monumen Halilintar',\n",
" 'Azizi Mosque',\n",
" 'Chinatown Medan'])],\n",
" [([(50373, 840, 2812609, 3.3)],\n",
" ['Pinang City',\n",
" 'Puncak Tonang',\n",
" 'Tumori Traditional Village',\n",
" 'Pemandian Alam Bendungan Ginbers',\n",
" 'Pondok Wisata Lagundi Samosir',\n",
" 'Pasir Putih Porsea'])],\n",
" [([(18234, 304, 1624087, 3.5)],\n",
" ['Kuamang Ujung Gading', 'Air Terjun Sampuran Widuri'])],\n",
" [([(22646, 377, 1785957, 3.4)],\n",
" ['Pantai Malaya',\n",
" 'Taman Lope Lope Bulu Cina',\n",
" 'Hotel Pesona Wisata',\n",
" 'Lorong Pandan',\n",
" 'Pt. Dairi Transport'])],\n",
" [([(4991, 83, 1134043, 4.0)],\n",
" ['Taman Mini Travel Langkat', 'Mangrove Tour Lubuk Kertang'])],\n",
" [([(15998, 267, 1542043, 4.0)],\n",
" ['Air Terjun Malakkut', 'Tahura (Taman Hutan Raya)', 'Simpang Bantoon'])],\n",
" [([(24951, 416, 1872435, 4.2)],\n",
" ['Danau Tao Batang Onang',\n",
" 'Pemandian Sidamanik',\n",
" 'Sembilantujuh Tour&Travel',\n",
" 'Jembatan Poriaha',\n",
" 'Wisata Madu Aek Nauli'])],\n",
" [([(14608, 243, 1488826, 3.5)],\n",
" ['The Kaldera',\n",
" 'Taman Lope Lope Bulu Cina',\n",
" 'Pertunjukan Tari Sigale Gale',\n",
" 'Air Terjun Sarasah Kajai'])],\n",
" [([(6259, 104, 1180609, 3.5)], ['Pantai Pongkar', 'Rumah Irmayanti Lubis'])],\n",
" [([(51658, 861, 2859174, 4.1)],\n",
" ['Klenteng Gunung Timur',\n",
" 'Sansan Travel',\n",
" 'Sembilantujuh Tour&Travel',\n",
" 'Baneara, Partungko Naginjang',\n",
" 'Puncak Jb',\n",
" 'Pasir Putih Janggawari',\n",
" 'Air Terjun Efrata'])],\n",
" [([(42927, 715, 2535435, 4.0)],\n",
" ['Pt. Jsa Tour & Travel',\n",
" 'Air Terjun Lumban Rang',\n",
" 'Aman Wisata Citra Int. Pt',\n",
" 'Rumah Wisata Sunggal',\n",
" 'Pantai Simallo',\n",
" 'Wisata Pancing Sungai Bedera',\n",
" 'Na Ix-X',\n",
" 'Cafe Goa Kaca'])],\n",
" [([(32862, 548, 2165130, 4.0)],\n",
" ['Niagara Tanjung Raja',\n",
" 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan',\n",
" 'Batu Marhosa',\n",
" 'Wisata Alam Siringo',\n",
" 'Pasir Putih Janggawari',\n",
" 'Bukit Lawang Planet Hijau'])],\n",
" [([(12276, 205, 1404565, 4.0)],\n",
" ['Kolam Pancing Sapat',\n",
" 'Sp.Lau Petundal',\n",
" 'Jembatan Lau Luhung, Gunung Meriah.',\n",
" 'Bukit Lawang Planet Hijau',\n",
" 'Wisata Rekreasi Danau Buatan',\n",
" 'Agrowisata Hidro Aa'])],\n",
" [([(38995, 650, 2391304, 3.9)],\n",
" ['Taman Rekreasi Kong Mah',\n",
" 'Konservasi Sungai Kukam',\n",
" 'Taman Air Percut',\n",
" 'Puncak Santai',\n",
" 'Vania Travel',\n",
" 'Waterfall Pelangi Indah',\n",
" 'Simpang Pantai Monyet',\n",
" 'Bukit Lawang Orangutan Trekking'])],\n",
" [([(29620, 494, 2045391, 4.5)],\n",
" ['Tugu Sitio',\n",
" 'Museum Pusaka Karo - Berastagi',\n",
" 'Deleng Bencirus',\n",
" 'Desa S.Kalangan Ii'])],\n",
" [([(43178, 720, 2546522, 3.4)],\n",
" ['Pondok Wisata Lagundi Samosir',\n",
" 'Taman Air Percut',\n",
" 'Travel Panyabungan Padang',\n",
" 'Aek Saroha',\n",
" 'Taman Bukit Gelanggang'])],\n",
" [([(22637, 377, 1785957, 3.0)],\n",
" ['Air Terjun Simpang Kanan',\n",
" 'Perumahaan Azalea Asri',\n",
" 'Wisata Hutan Mangrove Perpat',\n",
" 'Taman Danau Wisata Bunga Tujuh',\n",
" 'Masjid Raya Al Osmani'])],\n",
" [([(9927, 165, 1315870, 4.0)], ['Bukit Kubu', 'De Hole Laguna'])],\n",
" [([(20653, 344, 1712783, 3.8)],\n",
" ['Hotel Pesona Wisata',\n",
" 'Air Terjun Bah Salak',\n",
" 'Azizi Mosque',\n",
" 'Anugerah Soambaton Beach'])],\n",
" [([(33645, 561, 2193957, 3.9)],\n",
" ['Masjid Agung Islamic Centre Pasir Pengaraian Rohul',\n",
" 'Gapura Wisata Alam Lae Mbilulu',\n",
" 'Menara Pandang Simanindo',\n",
" 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™',\n",
" 'Ambar Onan Runggu',\n",
" 'Aek Milas',\n",
" 'Oyo 1752 Hotel Wisata'])],\n",
" [([(43657, 728, 2564261, 3.9)],\n",
" ['Loket Satu Nusa',\n",
" 'Umbul Ejuk',\n",
" 'Air Terjun Tarunggang',\n",
" 'Huta Bolon',\n",
" 'Aek Sipaulak Hosa Loja',\n",
" 'Bukitlawang Trek',\n",
" 'Permata Asri Stabat'])],\n",
" [([(35850, 598, 2276000, 3.6)],\n",
" ['Alam Wisata Danau Laut Tador',\n",
" 'Water Park Tambunan',\n",
" 'Wisata Taman Merci',\n",
" 'Pantai Cermin Theme Park & Resort Hotel',\n",
" 'Air Terjun Malakkut'])],\n",
" [([(63260, 1054, 3287130, 3.9)],\n",
" ['Pemandu Bukit Lawang',\n",
" 'Wisata Alam Datuk',\n",
" 'Rimba Huta Sikapir',\n",
" 'Sp.Lau Petundal',\n",
" 'Pulau Samosir',\n",
" 'Istana Kerajaan Rokan',\n",
" 'Air Terjun Kemuning'])],\n",
" [([(68090, 1135, 3466739, 3.9)],\n",
" ['Danau Cipogas Rohul',\n",
" 'Air Terjun Taga Hambing',\n",
" 'Air Terjun Aek Godang',\n",
" 'Tugu Marga Silalahi',\n",
" 'Objek Wisata Pantai Ujung Sibolga',\n",
" 'Wisata Dakwah Okura',\n",
" 'Pantai Sikilang',\n",
" 'Sp.Lau Petundal',\n",
" 'Pisang Pelangi'])],\n",
" [([(34632, 577, 2229435, 3.4)],\n",
" ['Taman Wisata Simatahari Indah',\n",
" 'Merci Waterboom',\n",
" 'Air Terjun Pongkar',\n",
" 'Titi Gantung Bridge',\n",
" 'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.'])],\n",
" [([(72837, 1214, 3641913, 3.7)],\n",
" ['Tangkahan',\n",
" 'Museum Simalungun',\n",
" 'Air Terjun Kemuning',\n",
" 'Wisata Pemandian Water Hill',\n",
" 'Pantai Tiram Tapakis',\n",
" 'Perwakilan Mandiri',\n",
" 'Air Terjun Sarasah Kajai',\n",
" 'Replika Istana Serdang'])],\n",
" [([(26280, 438, 1921217, 3.8)],\n",
" ['Lorong Pandan',\n",
" 'Puncak Jb',\n",
" 'Tapian Puti',\n",
" 'Vihara Tri Ratna',\n",
" 'Pantai Paris'])],\n",
" [([(45437, 757, 2628565, 3.9)],\n",
" ['Bayu Lagoon Resto & Taman Rekreasi',\n",
" 'Peceren Karo Village',\n",
" 'Kupu-Kupu Garden Guest House & Cafe',\n",
" 'Waterpark Ria',\n",
" 'Puncak Bukit Manalise Aek Buro',\n",
" 'Pusat Kuliner Kota Sibolga',\n",
" 'Sri Deli Park'])],\n",
" [([(36231, 604, 2289304, 4.0)],\n",
" ['Gedung Nasional Djauli Manik',\n",
" 'Stasiun Binjai',\n",
" 'Jembatan Dalik Lubuk Sikaping',\n",
" 'Pantai Ketam',\n",
" 'Wisata Merci',\n",
" 'Rumah Wisata Sunggal'])],\n",
" [([(47149, 786, 2692870, 3.9)],\n",
" ['Pt. Sky Ocean Travel',\n",
" 'Nice Trans Kisaran',\n",
" 'Pesanggrahan Bung Karno',\n",
" 'Dermaga Silalahi',\n",
" 'Air Terjun Sipitu Tikka',\n",
" 'Laterzhya Zimhuli',\n",
" 'Batu Gajah',\n",
" 'Pemandian Air Panas Goa Ergendang'])],\n",
" [([(23468, 391, 1817000, 4.0)],\n",
" ['Bukit Travel Gibeon',\n",
" 'Kebun Madu Efi',\n",
" 'The Attraction Of Ikan Gadang',\n",
" 'Museum Kota Tebing Tinggi',\n",
" 'Mobil Wisata Medan',\n",
" 'Dairi Regency'])],\n",
" [([(47030, 784, 2688435, 3.6)],\n",
" ['Air Terjun Binanga Bolon',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'Go Adventure Tour & Travel Indonesia',\n",
" 'Wisata Alam \"Panatapan Parupuk Julu\"',\n",
" 'Pantai Maligi',\n",
" 'Bendungan Batang Tongar',\n",
" 'Plta Sipansihaporas'])]]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"initial.listsolution()"
]
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
......
TA13.ipynb
......@@ -41,7 +41,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"### Read Dataset"
"### Loading the Data"
]
},
{
......@@ -198,7 +198,6 @@
},
"outputs": [],
"source": [
"# Using All DataFrame\n",
"temp = []\n",
"tempat = []\n",
"inputan = []\n",
......@@ -207,8 +206,8 @@
"rate = []\n",
"Itinerary = []\n",
"\n",
"# State tempat wisata yang akan di kunjungi\n",
"def generateTempatWisataDataFrame(tell):\n",
"# function generateTempatWisata to get \"Tempat Wisata\" from Data set\n",
"def generateTempatWisata(tell):\n",
" TempatWisata = []\n",
" TempatWisata.clear()\n",
" for i in range(randrange(2, 10)):\n",
......@@ -218,21 +217,21 @@
" return TempatWisata\n",
"\n",
"#Using Set DataFrame\n",
"def generateTempatWisataSetJumlah(N):\n",
" arr = df[\"Tempat Wisata\"].sample(N, replace = True)\n",
" TempatWisata_1.append(arr)\n",
" return TempatWisata_1\n",
"#def generateTempatWisataSetJumlah(N):\n",
" #arr = df[\"Tempat Wisata\"].sample(N, replace = True)\n",
" #TempatWisata_1.append(arr)\n",
" #return TempatWisata_1\n",
"\n",
"def generate(datatempat):\n",
" tempatwisata = generateTempatWisataDataFrame(datatempat)\n",
" return tempatwisata"
"# def generate(datatempat):\n",
" # tempatwisata = generateTempatWisataDataFrame(datatempat)\n",
" # return tempatwisata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate Itinerary & Encoding"
"### Generate Encoding"
]
},
{
......@@ -241,19 +240,11 @@
"metadata": {},
"outputs": [],
"source": [
"# Generate Itinerary\n",
"initial_state = []\n",
"def generateItinerary(tempatwisata):\n",
" initial_state.clear()\n",
" for i in range (len(tempatwisata)):\n",
" x = choice(tempatwisata)\n",
" if x not in initial_state:\n",
" initial_state.append(x)\n",
" return initial_state \n",
"\n",
"# Encoding Itinerary\n",
"arr2= []\n",
"cek = False\n",
"\n",
"# function Encoding Itinerary to make \n",
"def encodingItinerary(Itinerary):\n",
" arr2.clear()\n",
" for i in range(len(Itinerary)):\n",
......@@ -272,10 +263,10 @@
"outputs": [],
"source": [
"Itinerary.clear()\n",
"#Itiner = getItinerary(tempatwisata)\n",
"#Itinerary = Itiner[0][0]\n",
"\n",
"# Class Prepare Itinerary\n",
"class preItinerary:\n",
" \n",
" # function get Longitude and Latitude from Data\n",
" def getLongLat(Itinerary):\n",
" test.clear()\n",
" for i in range(len(df)):\n",
......@@ -284,6 +275,7 @@
" test.append((temp , (df.iloc[i][2], df.iloc[i][3])))\n",
" return test\n",
" \n",
" # function get Rating from Data\n",
" def getRating(Itinerary):\n",
" rate.clear()\n",
" for i in range(len(df)):\n",
......@@ -292,19 +284,16 @@
" rate.append((temp1 , df.iloc[i][1])) \n",
" return rate\n",
"\n",
"# Define Fitness Function\n",
"# 1. Haversine Formula & Estimasi Jarak\n",
"# 2. Estimasi Waktu fitness value\n",
"# 3. Estimasi Biaya fitness value\n",
"# 4. Rating fitness value\n",
"\n",
"# Class Fitness Function\n",
"class fitnessFunction:\n",
" p = preItinerary\n",
" preproses_Itinerary = p.getLongLat(Itinerary)\n",
" preproses_Rating =p.getRating(Itinerary)\n",
" r = 0\n",
" \n",
" # 1. function Estimasi Jarak using Haversine Formula to calculating distance\n",
" def haversineFormula(preproses_Itinerary):\n",
" r = 6373.0\n",
" r = 6373.0 # default \n",
" sum_ = 0\n",
" for x in range(len(preproses_Itinerary)-1):\n",
" dlat = abs(float(preproses_Itinerary[x+1][1][0]) - float(preproses_Itinerary[x][1][0]))\n",
......@@ -317,13 +306,15 @@
" 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\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(waktu):\n",
" BBM = 7650 # Biaya BBM 1 Liter = Rp.7650\n",
" S_BBM =3.45 # Jarak tempuh untuk 1 Liter BBM = 3.45 KM\n",
......@@ -332,7 +323,8 @@
" Total_Cost = Biaya_BBM + Biaya_R\n",
" return Total_Cost\n",
" \n",
" def everageRating(preproses_Rating):\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",
......@@ -347,6 +339,7 @@
"metadata": {},
"outputs": [],
"source": [
"# function Inputan \n",
"def inputan(Itinerary):\n",
" inputt = []\n",
" inputt.clear()\n",
......@@ -357,7 +350,7 @@
" jarak = f.haversineFormula(preproses_Itinerary)\n",
" waktu = f.estimasiWaktu(jarak)\n",
" biaya = f.estimasiBiaya(waktu)\n",
" rate = f.everageRating(preproses_Rating)\n",
" rate = f.averageRating(preproses_Rating)\n",
" inputt.append((jarak, waktu, biaya, rate))\n",
" return inputt"
]
......@@ -382,29 +375,34 @@
"metadata": {},
"outputs": [],
"source": [
"# Class Simulated Annealing\n",
"class simeal:\n",
" def test1 (data):\n",
" \n",
" # function test to get parameter \n",
" def test (data):\n",
" tempatbaru = []\n",
" da = generate(data)\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",
" \n",
" # function solution to save all solution \n",
" def solution():\n",
" temp_Case = []\n",
" data = df[\"Tempat Wisata\"]\n",
" T_akhir = 500\n",
" T_awal = 0.001\n",
" CoolingRate = 0.9\n",
" while T_awal < T_akhir:\n",
" x1 = simeal.test1(data)\n",
" x2 = simeal.test1(data)\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",
......@@ -416,8 +414,11 @@
" T_akhir = T_akhir * CoolingRate\n",
" \n",
" return temp_Case\n",
"\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",
......@@ -434,257 +435,301 @@
"name": "stdout",
"output_type": "stream",
"text": [
"125 \n",
"147 \n",
"\n",
"1 = [([(9453, 158, 1300348, 4.0)], ['Twins Travel', 'Pantai Simallo', 'Panatapan Sileme-Leme'])] \n",
"\n",
"2 = [([(58281, 971, 3103087, 3.8)], ['Bukit Lawang', 'Pemandu Bukit Lawang', 'Telagah', 'Taman Wisata Simatahari Indah', 'Kuta Sukareme', 'Pt. Pmn Travel Bus', 'Bukit Kininduma Simantas', 'Taman Edukasi Binjai'])] \n",
"\n",
"3 = [([(7199, 120, 1216087, 4.0)], ['Danau Tao Batang Onang', 'Huta Bolon'])] \n",
"\n",
"4 = [([(11687, 195, 1382391, 2.5)], ['Air Terjun Simpang Kanan', 'Lorong Pandan'])] \n",
"\n",
"5 = [([(42403, 707, 2517696, 3.6)], ['Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Pemandian Alam Tirta Sayum Sabah', 'Elsasya Utama', 'Sri Supramaniyam Temple', 'T.Garden', 'Tao Lake Rod Onang', 'Penatapen Doulu', 'Aek Sipaulak Hosa Loja'])] \n",
"\n",
"6 = [([(61594, 1027, 3227261, 4.0)], ['Dermaga Silalahi', 'Kuamang Ujung Gading', 'Aek Milas', 'Landak River', 'Salak Monument Pakkat', 'Warung Info Wisata', 'Poldung', 'Twa Lau Debuk-Debuk'])] \n",
"\n",
"7 = [([(16048, 267, 1542043, 3.5)], ['Jembatan Lae Pandaroh', 'Bukit Burung', 'Bintang Johor Swimming Pool', 'Objek Wisata Maggrove Sisarahili Ts'])] \n",
"\n",
"8 = [([(40593, 677, 2451174, 3.9)], ['Masjid Raya Nur Addin', 'Tugu Sejarah Perjuangan Asahan', 'Pemandian Alam Bendungan Ginbers', 'Bukit Lawang Explore', 'Air Terjun Bertala', 'Museum Negeri Sumatera Utara', 'Pantai Bul Bul', 'North Padang Lawas Regency'])] \n",
"\n",
"9 = [([(16421, 274, 1557565, 4.0)], ['Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Masjid Raya', 'Pasar Tomok'])] \n",
"\n",
"10 = [([(47051, 784, 2688435, 3.8)], ['North Padang Lawas Regency', 'Wisata Merci', 'Taman Sungai Padang', 'Wisata Air Parsariran', 'Pulau Poncan'])] \n",
"\n",
"11 = [([(43145, 719, 2544304, 3.8)], ['Aek Kanopan', 'Bekancan River', 'Museum Simalungun', 'Pantai Bul Bul', 'Kolam Pancing Asri', 'Wisata Merci', 'Bukit Lawang Day Trek'])] \n",
"\n",
"12 = [([(33714, 562, 2196174, 3.9)], ['Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™', 'Lau Bengkelade Kuta', 'Pemandian Sidamanik', 'Pasar Tomok', 'Kolam Renang Pesona Wisata', 'Bagan Percut', 'Pusat Posko \"Teroh-Teroh.'])] \n",
"\n",
"13 = [([(31118, 519, 2100826, 3.8)], ['Welterbeminimini', 'Pemandian Air Panas Goa Ergendang', 'Pemandian Alam Bolang', 'Danau Cipogas Rohul', 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul', 'Simpang Pantai Monyet'])] \n",
"\n",
"14 = [([(11864, 198, 1389043, 3.8)], ['Kolam Renang Air Panas Mardinding Tiga Rasa', 'Pt. Dairi Transport', 'Niagara Tanjung Raja', 'Zam Zam Prima Persada. Pt'])] \n",
"\n",
"1 = [([(10186, 170, 1326957, 3.5)], ['Lae Simbellen', 'Taman Kebun Bunga èŒ  榀¢ 圀™', 'Sp.Lau Petundal', 'Bendungan Lau Si Meimei'])] \n",
"15 = [([(34525, 575, 2225000, 4.0)], ['Puncak Gundaling Brastagi', 'Salak Monument Pakkat', 'Rumah Makan Irian', 'Gedung Bks Pps', 'Padang Lawas Regency', 'Gundaling', 'West Kisaran'])] \n",
"\n",
"2 = [([(9529, 159, 1302565, 4.0)], ['Dairi Regency', 'Namu Sira-Sira', 'Botanical Samosir'])] \n",
"16 = [([(57635, 961, 3080913, 3.0)], ['Handreva Tour', 'Jembatan Poriaha', 'Air Terjun Situak Lotik Iii', 'Taman Edukasi Binjai', \"Pt. Bagus Wisata Holiday's\", 'Pantai Sorake Nias Selatan', 'Kuta Sukareme'])] \n",
"\n",
"3 = [([(24746, 412, 1863565, 4.0)], ['Pantai Pelawan', 'Air Terjun Nyarai', 'Sialang Batu'])] \n",
"17 = [([(17855, 298, 1610783, 4.0)], ['Biro Jasa', 'Bukit Gibeon (Yapim Taruna)', 'Pantai Buih', 'Kuil Shri Mariamman', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Magic Eye 3d Art Museum', 'Pt. Hikmah', 'Budaya Resto'])] \n",
"\n",
"4 = [([(11483, 191, 1373522, 3.5)], ['Revolution Heroes Monument', 'Mja Travel', 'Makam Ompung Parmata Sapihak', 'Bagan Percut'])] \n",
"18 = [([(25536, 426, 1894609, 4.0)], ['Air Terjun Cirocai Sungai Pandahan', 'Loket Satu Nusa', 'Sumatra Tours Holiday & Jungle Trekking', 'Go Adventure Tour & Travel Indonesia'])] \n",
"\n",
"5 = [([(11323, 189, 1369087, 4.0)], ['Pusat Posko \"Teroh-Teroh.', 'Pas Pam Wisata', 'Langkat Regency', 'Azizi Mosque', 'Rumah Makan Irian', 'Bukit Lawang Day Trek'])] \n",
"19 = [([(7249, 121, 1218304, 4.0)], ['Air Terjun Efrata', 'Taman Remaja Binjai'])] \n",
"\n",
"6 = [([(3708, 62, 1087478, 3.5)], ['Pantai Pelawan', 'Oyo 1752 Hotel Wisata'])] \n",
"20 = [([(49669, 828, 2786000, 3.7)], ['Salib Kasih', 'Gunung Pandan River Tourism Area', 'Wisata Alam', 'Masjid Raya Nur Addin', 'Masjid Agung Kota Binjai', 'Pantai Bukit Malintang Buburan', 'Elsasya Utama', 'Hotel Pesona Wisata'])] \n",
"\n",
"7 = [([(13888, 231, 1462217, 4.5)], ['Masjid Al Istiqomah', 'Wisata Madu Aek Nauli'])] \n",
"21 = [([(21708, 362, 1752696, 4.4)], ['Pemandian Air Panas U.S.K Hineni', 'Salib Kasih', 'Air Terjun Sigura-Gura', 'Medan City Tour', 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)'])] \n",
"\n",
"8 = [([(28315, 472, 1996609, 4.2)], ['Kota Padang Sidempuan', 'Lapangan Tengku Amir Hamzah Stabat', 'Setia Wisata', 'West Kisaran', 'Air Terjun Sipitu Tikka', 'Objek Wisata Togindrawa Gua'])] \n",
"22 = [([(23374, 390, 1814783, 4.0)], ['Warisan Dunia Minimini', 'Tugu Sitio', 'Tugu Air Mancur Sinar Indonesia Baru Petisah', 'Agen Bus Karina', 'Frog Rock Tour'])] \n",
"\n",
"9 = [([(27164, 453, 1954478, 3.6)], ['Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Plta Sipansihaporas', 'Wisata Bendunga Sei Palis', 'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.', 'Masjid Raya Al Osmani'])] \n",
"23 = [([(17568, 293, 1599696, 4.0)], ['Sialang Batu', 'Batu Marhosa', 'Viewpoint Of Tuktuk Peninsula'])] \n",
"\n",
"10 = [([(30111, 502, 2063130, 3.4)], ['Sidebuk Debuk Thermal Baths Berastagi', 'Pantai Teluk Kerang', 'Warnawarni Stabat', 'Vania Travel', 'Nice Trans Kisaran'])] \n",
"24 = [([(39463, 658, 2409043, 3.7)], ['Berakit-Rakit Ke Hulu', 'Bukik Posuak Maek', 'Taman Bunga', 'Konservasi Sungai Kukam', 'Taman Wisata Simatahari Indah', 'Replika Pagoda Shwedagon', 'Putri Cahaya Travel'])] \n",
"\n",
"11 = [([(27117, 452, 1952261, 4.0)], ['Bukit Gibeon (Yapim Taruna)', 'Museum Lubuk Pakam', 'Wisata Merci', 'Plta Sipansihaporas', 'Monumen Halilintar'])] \n",
"25 = [([(34577, 576, 2227217, 3.7)], ['Sibio-Bio Advanture Park', 'Monumen Halilintar', 'Zam Zam Prima Persada. Pt', 'Pantai Arta Indah', 'Cafe Goa Kaca', 'Pemandian Air Panas U.S.K Hineni'])] \n",
"\n",
"12 = [([(38762, 646, 2382435, 4.0)], ['Pantai Sikabau', 'Alun Alun Lubuk Sikpaing', 'Air Terjun Sempugen', 'Pantai Maligi', 'Sri Deli Park', 'Lake Toba Viewpoint', 'Bukit Lawang Orangutan Trekking'])] \n",
"26 = [([(74571, 1243, 3706217, 3.9)], ['Bat Cave, Bukit Lawang', 'Pantai Barat Natal', 'Little India Medan', 'Rumah Makan Irian', 'Museum Simalungun', 'Gereja Katolik St. Dionysius, Sumbul', 'Penangkaran Rusa Universitas Sumatera Utara', 'R.M Wisata Indah'])] \n",
"\n",
"13 = [([(9509, 158, 1300348, 4.0)], ['Panorama Uruk Lisang', 'Air Terjun Sigura-Gura', 'Bukit Burung'])] \n",
"27 = [([(14064, 234, 1468870, 4.0)], ['Gedung Bks Pps', 'Alun Alun Kota Kisaran', 'Gedung Mabmi', 'Kupu-Kupu Garden Guest House & Cafe', 'Air Terjun Nai Sogop'])] \n",
"\n",
"14 = [([(27791, 463, 1976652, 3.8)], ['Pantai Pulau Putri', 'Letter Z', 'Pt Wisata Habibah Berkah', 'Bukit Suligi', 'Tapian Siri-Siri Syariah'])] \n",
"28 = [([(22323, 372, 1774870, 4.0)], ['Bukit Lawang Planet Hijau', 'Danau Sipogas', 'Botanical Samosir'])] \n",
"\n",
"15 = [([(44780, 746, 2604174, 3.9)], ['Alam Wisata Danau Laut Tador', 'Puncak Santai', 'Pemandian Air Panas Goa Ergendang', 'Berakit-Rakit Ke Hulu', 'Malay Street Medan', 'Lorong Pandan', 'Taman Pesona Asri', 'Jembatan Poriaha'])] \n",
"29 = [([(43358, 723, 2553174, 3.9)], ['Wisata Merci', 'Danau Tao Batang Onang', 'Bandar Pulau', 'Tangkahan', 'Muaraopu', 'Bukit Lawang Travel'])] \n",
"\n",
"16 = [([(63426, 1057, 3293783, 3.8)], ['Ekowisata Mangrove', 'Danau Sipogas', 'Budaya Resto', 'Abadas Jaya', 'Danau Tao Batang Onang', 'Bukit Lawang Guide', 'Pesanggrahan Bung Karno', 'Jembatan Poriaha', 'Tanjung Pura'])] \n",
"30 = [([(24812, 414, 1868000, 3.5)], ['Pantai Pasir Putih Parparean', 'Bukit Lawang Trip', 'Waterpark Ria', 'Lyza Outbount'])] \n",
"\n",
"17 = [([(8016, 134, 1247130, 4.0)], ['Abadas Jaya', 'Tugu Pahlawan Revolusi', \"Five Star Int'l Travel\", 'Sri Supramaniyam Temple'])] \n",
"31 = [([(45721, 762, 2639652, 3.7)], ['Air Terjun Sigura-Gura', 'Welterbeminimini', 'Wisata Taman Merci', 'Sri Deli Park', 'Jembatan Sidikalang Wisata', 'Mandailing Natal Regency', 'Tugu Silahi Sabungan'])] \n",
"\n",
"18 = [([(26032, 434, 1912348, 4.0)], ['Pt. Pmn Travel Bus', 'Sopo Partungkoan', 'Grand Darussalam. Ud', 'Handreva Tour'])] \n",
"32 = [([(3757, 63, 1089696, 4.0)], ['Vihara Avalokitesvara', 'Danau Linting'])] \n",
"\n",
"19 = [([(18797, 313, 1644043, 4.6)], ['Terminal Berastagi', 'Saf Travel Indo', 'Pt. Sky Ocean Travel', 'Lau Mentar Canyon', 'Leo Tour & Travel (Leo Wisata Medan)', \"Penginapan King's Ambarita\", 'Lake Toba Viewpoint'])] \n",
"33 = [([(6101, 102, 1176174, 3.5)], ['Hendreva Tour', 'Rm Batunadua Indah'])] \n",
"\n",
"20 = [([(55614, 927, 3005522, 4.0)], ['Danau Tao Batang Onang', 'Tumori Traditional Village', 'Terminal Berastagi', 'Museum Deli Serdang', 'Pulau Poncan', 'Tanjung Pura', 'Muaraopu', 'Tugu Sejarah Perjuangan Asahan'])] \n",
"34 = [([(34318, 572, 2218348, 4.0)], ['Pemandian Air Panas Huta Raja', 'Air Terjun Nai Sogop', 'Bukit Lawang Ecotourism & Ecoproject', 'Pt. Hikmah', 'Pawan Hot Water', 'Jembatan Lau Luhung, Gunung Meriah.', 'Warisan Dunia Minimini'])] \n",
"\n",
"21 = [([(46416, 774, 2666261, 3.8)], ['Agen Bus Karina', 'Taman Remaja Binjai', 'Vihara Gunung Timur', 'Yayasan Perguruan Sisingamangaraja', 'Pakpak Culture Association (Cgc)', 'Bukit Senyum', 'Sp.Lau Petundal', 'Poldung', 'Alam Wisata Danau Laut Tador'])] \n",
"35 = [([(55216, 920, 2990000, 3.6)], ['Lae Simbellen', 'Gunung Pandan River Tourism Area', 'Sibolga Dutch Tunnel', 'Tumori Traditional Village', 'Kembar Agro', 'Warnawarni Stabat', 'Air Terjun Pantai Salak'])] \n",
"\n",
"22 = [([(35740, 596, 2271565, 3.7)], ['Bukit Lawang Travel', 'Tor Simago-Mago', 'Museum Perkebunan Indonesia', 'Efrata Waterfall', 'Air Terjun Sibabo', 'Pantai Barat'])] \n",
"36 = [([(25454, 424, 1890174, 3.0)], ['Objek Wisata Maggrove Sisarahili Ts', 'Taman Remaja Binjai', 'Cafe Goa Kaca', 'Pemandian Air Panas Sibayak Mardinding Julu'])] \n",
"\n",
"23 = [([(38662, 644, 2378000, 3.9)], ['Danau Teratai', 'Wisata Taman Merci', 'Pinang City', 'Taman Pesona Asri', 'Budaya Resto', 'Jembatan Lae Pandaroh', 'Museum Pusaka Karo - Berastagi'])] \n",
"37 = [([(33857, 564, 2200609, 3.8)], ['Air Terjun Aek Nabontar', 'Danau Tao Batang Onang', 'Niagara Tanjung Raja', 'Wisata Agro Kopi Karo', 'Bendungan Lau Si Meimei', 'Bayu Lagoon Resto & Taman Rekreasi'])] \n",
"\n",
"24 = [([(2029, 34, 1025391, 4.5)], ['Berastagi Local Guide', 'Stasiun Binjai'])] \n",
"38 = [([(48993, 817, 2761609, 3.9)], ['Garunggang', 'Rudang Mayang', 'Rosyid Orangutan Tours', 'Pantai Arta Indah', 'Pantai Paris', 'Aek Kanopan', 'Pt. Npm Perwakilan On Bus'])] \n",
"\n",
"25 = [([(44408, 740, 2590870, 3.2)], ['Pemandian Air Panas Huta Raja', 'Kuta Sukareme', 'Bandar Pulau', 'Pt. Npm Perwakilan On Bus', 'Pemandian Air Panas Goa Ergendang', 'Kupu-Kupu Garden Guest House & Cafe', 'Wisata Indonesia Itu Indah', 'Pasir Putih Porsea'])] \n",
"39 = [([(45350, 756, 2626348, 3.8)], ['Benteng Jepang', 'Bukit Lawang Trip', 'Langkat Regency', 'Biro Jasa', 'Anugerah Soambaton Beach', 'Air Terjun Sigura Gura', 'Tugu Jeruk Berastagi', 'Wisata Alam Aek Sordang', 'Tinggi Raja'])] \n",
"\n",
"26 = [([(21811, 364, 1757130, 3.7)], ['Bukit Lawang Planet Hijau', 'Kualuh Hulu', 'Hadabuan Naisogop Waterfalls', 'Sumatra Orangutan Tours & Holidays', 'Air Soda Kabupaten Karo', 'Tugu Air Mancur Sinar Indonesia Baru Petisah'])] \n",
"40 = [([(10952, 183, 1355783, 4.0)], ['Mandailing Natal Regency', 'Objek Wisata Pantai Ujung Sibolga', 'Bukit Lawang Wisata Alam'])] \n",
"\n",
"27 = [([(8506, 142, 1264870, 3.5)], ['Waterfall Pelangi Indah', 'Tugu Pramuka', 'Rudang Mayang', 'Sp.Lau Petundal', 'Wisata Rekreasi Danau Buatan', 'Tour Guide,Tarna Sagala.German &Dutch Speaking'])] \n",
"41 = [([(78743, 1312, 3859217, 3.9)], ['Benteng Jepang', 'Pt. Jsa Tour & Travel', 'Mesjid Raya Al-Abror', 'Panatapan Parhalow', 'Lau Gendang,Wisata Gua', 'Air Terjun Situak Lotik Iii', 'Penatapan Pamah Simelir', 'Sbv', 'Masjid Agung Sumatera Utara'])] \n",
"\n",
"28 = [([(17939, 299, 1613000, 4.0)], ['Namu Sira-Sira', 'Museum Negeri Sumatera Utara', 'Revolution Heroes Monument', 'Tor Simago-Mago', 'Taman Megawati'])] \n",
"42 = [([(7518, 125, 1227174, 4.0)], ['Wisata Alam Datuk', 'Azizi Mosque', 'Lau Mentar Canyon'])] \n",
"\n",
"29 = [([(22853, 381, 1794826, 3.6)], ['Sp.Lau Petundal', 'Penatapan Pamah Simelir', 'Pt Wisata Habibah Berkah', 'Embae Tour & Travel', 'Air Terjun Sarasah Kajai'])] \n",
"43 = [([(27271, 455, 1958913, 3.6)], ['Rudang Mayang', 'Romance Padi Perbaungan', 'Sopo Tinjak', 'Pakpak Culture Association (Cgc)', 'Pasar Kaget Kota Binjai', 'Wisata Alam Datuk', 'Ekowisata Mangrove', 'Objek Wisata Luak Gadang, Guguak Rang Pisang'])] \n",
"\n",
"30 = [([(63190, 1053, 3284913, 3.9)], ['Air Terjun Malakkut', 'Aman Wisata Citra Int. Pt', 'Air Terjun Taga Hambing', 'Waterpark Ria', 'Taman Kota Salak (Tugu Salak)', 'Nice Trans Kisaran', 'Masjid Al Istiqomah'])] \n",
"44 = [([(30699, 512, 2085304, 3.9)], ['Salib Kasih', 'Taman Balita Kota Binjai', 'Auliya Tour & Travel', 'Baneara, Partungko Naginjang', 'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Tinggi Raja', 'Jembatan Sidikalang Wisata'])] \n",
"\n",
"31 = [([(51277, 855, 2845870, 4.0)], ['Pt. Dairi Transport', 'Menara Pandang Simanindo', 'Masjid Agung Ahmad Bakrie Kisaran', 'Pemandian Alam Bolang', 'Penatapan Pamah Simelir', 'Panatapan Sileme-Leme', 'The Attraction Of Ikan Gadang', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Bahal Temple I'])] \n",
"45 = [([(13050, 218, 1433391, 4.2)], ['Taman Benteng Lions Club', 'Sumur Tua', 'Telagah', 'Stasiun Binjai'])] \n",
"\n",
"32 = [([(7319, 122, 1220522, 3.5)], ['Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Nice Trans Kisaran'])] \n",
"46 = [([(17017, 284, 1579739, 3.7)], ['Permata Asri Stabat', 'Pasir Putih Porsea', 'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan'])] \n",
"\n",
"33 = [([(15161, 253, 1511000, 4.0)], ['Pakpak Culture Association (Cgc)', 'Mangrove Tour Lubuk Kertang', 'Air Terjun Nai Sogop'])] \n",
"47 = [([(52131, 869, 2876913, 3.7)], ['Bekas Istana Kesultanan Asahan', 'Simpang Bantoon', 'Museum Perkebunan Indonesia', 'Gedung Nasional Djauli Manik', 'Desa Adat Ragi Hotang Meat', 'Sopo Partungkoan', 'Objek Wisata Maggrove Sisarahili Ts', 'Bekancan River', 'Pantai Pelawan'])] \n",
"\n",
"34 = [([(13450, 224, 1446696, 4.0)], ['Desa Adat Ragi Hotang Meat', 'Pantai Barat Natal', 'Air Terjun Ponot'])] \n",
"48 = [([(23138, 386, 1805913, 4.1)], ['West Kisaran', 'Sopo Tinjak', 'Taman Pesona Asri', 'Jln Dusun Lauseridi', 'Pantai Pelawan', 'Salib Kasih Tarutung', 'Air Terjun Betala'])] \n",
"\n",
"35 = [([(17167, 286, 1584174, 3.0)], ['Leo Tour & Travel (Leo Wisata Medan)', 'Lau Perkoh', 'Waterpark Bima Utomo International', 'Wisata Alam \"Panatapan Parupuk Julu\"'])] \n",
"49 = [([(46312, 772, 2661826, 3.8)], ['Rudang Mayang', 'Pantai Kaca', 'Vihara Avalokitesvara', 'Simonis', 'Pemandian Alam Tirta Sayum Sabah', 'Jln Dusun Lauseridi', 'Taman Sungai Padang', 'Objek Wisata Patamuan'])] \n",
"\n",
"36 = [([(21445, 357, 1741609, 3.8)], ['Air Terjun Gorbus', 'Jembatan Sidikalang Wisata', 'Sibolga Dutch Tunnel', 'Laterzhya Zimhuli', 'Pt. Sky Ocean Travel'])] \n",
"50 = [([(3329, 55, 1071957, 4.0)], ['Pasir Putih Porsea', 'Tugu Air Mancur Sinar Indonesia Baru Petisah'])] \n",
"\n",
"37 = [([(48268, 804, 2732783, 4.0)], ['Tinggi Raja', 'Tapian Siri-Siri Syariah', 'Warisan Dunia Minimini', 'Tirtanadi Tower', 'Pantai Tiram Tapakis', 'Tugu D.I Panjaitan', 'Batang Bahal', 'Auliya Tour & Travel', 'Pulau Pigago'])] \n",
"51 = [([(39727, 662, 2417913, 4.0)], ['Kebun Madu Efi', 'Tugu D.I Panjaitan', 'Lubuk Batang Waterfall', 'Jembatan Dalik Lubuk Sikaping', 'Masjid Raya', 'Tangkahan', 'Go Adventure Tour & Travel Indonesia'])] \n",
"\n",
"38 = [([(7328, 122, 1220522, 3.5)], ['Aek Kanopan', 'Taman Danau Wisata Bunga Tujuh'])] \n",
"52 = [([(7474, 125, 1227174, 4.0)], ['North Namu Ukur', 'Air Terjun Sigarattung ( Sampuran Na Pitu)', 'Letter Z'])] \n",
"\n",
"39 = [([(29276, 488, 2032087, 3.6)], ['Rudang Mayang', 'Bukit Kubu', 'Armaya Wisata Alam', 'Jembatan Poriaha', 'Bukit Tara Bunga', 'Pantai Pelawan', 'Taman Bunga', 'Pakpak Culture Association (Cgc)', 'Masjid Agung Ahmad Bakrie Kisaran'])] \n",
"53 = [([(27262, 454, 1956696, 4.2)], ['Air Terjun Taman Eden 100, Tobasa', 'Pantai Sikabau', 'Vihara Tri Ratna', 'Sri Supramaniyam Temple'])] \n",
"\n",
"40 = [([(39340, 656, 2404609, 3.8)], ['Bukit Kubu', 'Pantai Paris', 'Fortress Seven Layer', 'Air Terjun Aek Matua', 'Air Terjun Linggahara-Rantau Prapat', 'Pt. Raya Utama Travel'])] \n",
"54 = [([(12780, 213, 1422304, 3.7)], ['Bagan Percut', 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul', 'Pantai Sikabau'])] \n",
"\n",
"41 = [([(17413, 290, 1593043, 4.5)], ['Desa S.Kalangan Ii', 'Gedung Bks Pps'])] \n",
"55 = [([(21590, 360, 1748261, 3.7)], ['Oyo 1752 Hotel Wisata', 'Lau Gendang,Wisata Gua', 'Pantai Batu Rusa'])] \n",
"\n",
"42 = [([(25452, 424, 1890174, 4.0)], ['Rimba Huta Sikapir', 'Pasar Buah Berastagi', 'Monumen Loko Uap Du Croo & Braun', 'Puncak Paranginan,Aek Nabirong'])] \n",
"56 = [([(7029, 117, 1209435, 3.7)], ['Museum Simalungun', 'Oyo 1752 Hotel Wisata', 'Aek Sipaulak Hosa Loja'])] \n",
"\n",
"43 = [([(17488, 291, 1595261, 4.4)], ['Counters Kupj Simpang Sei Kopas', 'Puncak Saragodung', 'Bukit Tara Bunga', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Yayasan Perguruan Sisingamangaraja'])] \n",
"57 = [([(10857, 181, 1351348, 3.8)], ['Batak Museum', 'Museum Simalungun', 'Tirtanadi Tower', 'Dairi Regency', 'Pantai Malaya'])] \n",
"\n",
"44 = [([(15801, 263, 1533174, 3.3)], ['Alam Wisata Danau Laut Tador', 'Air Terjun Aek Matua', 'Pantai Malaya'])] \n",
"58 = [([(16102, 268, 1544261, 4.0)], ['Bahal Temple I', 'Pantai Bukit Malintang Buburan', 'Tahura (Taman Hutan Raya)'])] \n",
"\n",
"45 = [([(16057, 268, 1544261, 4.0)], ['Salib Kasih Tarutung', 'Kantor Po Pinem Bus', 'Bukit Gibeon (Yapim Taruna)'])] \n",
"59 = [([(27595, 460, 1970000, 3.8)], ['Pantai Pelawan', 'Taman Rekreasi Kong Mah', 'Lubuk Batang Waterfall', 'Aek Kanopan'])] \n",
"\n",
"46 = [([(15411, 257, 1519870, 4.0)], ['Air Terjun Sigura Gura', 'Wisata Alam', 'Gapura Wisata Alam Lae Mbilulu', 'Bukit Tara Bunga'])] \n",
"60 = [([(2538, 42, 1043130, 3.5)], ['Pantai Malaya', 'Museum Pusaka Karo - Berastagi'])] \n",
"\n",
"47 = [([(26725, 445, 1936739, 3.6)], ['Pemandian Air Panas Rianiate', 'Bekas Istana Kesultanan Asahan', 'Jembatan Sidikalang Wisata', 'Air Terjun Baburai', 'Wisata Agro Kopi Karo'])] \n",
"61 = [([(56572, 943, 3041000, 3.3)], ['Oyo 1752 Hotel Wisata', 'Biro Jasa', 'Pinang City', 'Pemandian Alam Agape', 'R.M Wisata Indah', 'Masjid Raya Stabat', 'Pawan Hot Water', 'Bukit Lawang', 'Kolam Pancing Asri'])] \n",
"\n",
"48 = [([(4701, 78, 1122957, 4.0)], ['Pertunjukan Tari Sigale Gale', 'Vihara Avalokitesvara'])] \n",
"62 = [([(14785, 246, 1495478, 3.3)], [\"Five Star Int'l Travel\", 'Taman Danau Wisata Bunga Tujuh', 'Pantai Simallo'])] \n",
"\n",
"49 = [([(44750, 746, 2604174, 3.9)], ['Perhadtian Air Panas Taman Wisata Sibayak', 'Vihara Gunung Timur', 'Pasar Buah Berastagi', 'Fortress Seven Layer', 'Taman Wisata Simatahari Indah', 'Air Terjun Malakkut', 'Twins Travel', 'Batu Gajah'])] \n",
"63 = [([(11570, 193, 1377957, 4.0)], ['Peceren Karo Village', 'Tobasa', 'Gedung Bks Pps'])] \n",
"\n",
"50 = [([(18963, 316, 1650696, 3.8)], ['Kualuh Hulu', 'Wisata Alam Aek Markusasak', 'Puncak Gundaling Brastagi', 'Berastagi Local Guide', 'Bukit Lawang Trip'])] \n",
"64 = [([(42389, 706, 2515478, 3.9)], ['Explore Bahorok Adventure Trip', 'Puncak Jb', 'Kembar Agro', 'Masjid Lama Kabanjahe', 'Sabah Simelir', 'Winter Holidays', 'Pantai Kenangan'])] \n",
"\n",
"51 = [([(65144, 1086, 3358087, 3.4)], ['Saba Napa', 'Air Terjun Malakkut', 'Plta Sipansihaporas', 'Puncak Tonang', 'Paranggiran Raja Silahisabungan', 'Pawan Hot Water', 'Waterpark Ria', 'Jembatan Sidikalang Wisata', 'Taman Edukasi Binjai'])] \n",
"65 = [([(56866, 948, 3052087, 4.1)], ['Pasar Tomok', 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)', 'Tugu Becak Bsa Siantar', 'Bahal Temple I', 'Gedung Mabmi', 'Penatapen Doulu', 'North Labuhanbatu Regency', 'Lau Bengkelade', 'Pantai Barat Natal'])] \n",
"\n",
"52 = [([(37237, 621, 2327000, 4.0)], ['Panatapan Parhalow', 'Lau Perkoh', 'Counters Kupj Simpang Sei Kopas', 'Objek Wisata Togindrawa Gua', 'Pemandian Alam Bendungan Ginbers', 'Objek Wisata Luak Gadang, Guguak Rang Pisang'])] \n",
"66 = [([(2530, 42, 1043130, 4.5)], ['Connectingjungle', 'Wisata Alam Siringo'])] \n",
"\n",
"53 = [([(29862, 498, 2054261, 4.1)], ['Stabat', 'The Heritage', 'Taman Selfie', 'Simpang Bantoon', 'Pantai Pelawan', 'Bus Wisata', 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul'])] \n",
"67 = [([(2371, 40, 1038696, 3.0)], ['Taman Bunga', 'Sp.Lau Petundal'])] \n",
"\n",
"54 = [([(44650, 744, 2599739, 3.5)], ['Niagara Tanjung Raja', 'Rumah Wisata Sunggal', 'Museum Simalungun', 'Hotel Wisata Indah', 'Objek Wisata Maggrove Sisarahili Ts', 'Air Panas Simolap'])] \n",
"68 = [([(13852, 231, 1462217, 4.2)], ['Bukit Lawang Ecotourism & Ecoproject', 'Puncak Santai', 'Old City Hall', 'Air Terjun Sampuran Widuri'])] \n",
"\n",
"55 = [([(10321, 172, 1331391, 4.3)], ['The Kaldera', 'Kolam Pancing Sapat', 'Pantai Cermin Theme Park & Resort Hotel'])] \n",
"69 = [([(27992, 467, 1985522, 4.7)], ['Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)', 'Connectingjungle', 'Baneara, Partungko Naginjang', 'Bintang Johor Swimming Pool', 'Puncak Santai', 'Pantai Kenangan'])] \n",
"\n",
"56 = [([(12313, 205, 1404565, 3.5)], ['Taman Air Percut', 'Wisata Pulau Spantiang'])] \n",
"70 = [([(32072, 535, 2136304, 3.6)], ['Pemandian Air Panas Sibayak Mardinding Julu', 'Puncak Gundaling Brastagi', 'Air Terjun Sitiotio', 'Wisata Batu Rongring', 'Tts (Toru Tor Simarsayang) Cafe'])] \n",
"\n",
"57 = [([(5339, 89, 1147348, 4.0)], ['Air Terjun Aek Nabontar', 'Binjai'])] \n",
"71 = [([(12616, 210, 1415652, 4.0)], ['Revolution Heroes Monument', 'Bintang Johor Swimming Pool', 'De Hole Laguna'])] \n",
"\n",
"58 = [([(25730, 429, 1901261, 4.0)], ['Bukit Lawang Planet Hijau', 'Taman Wisata Alam, Pusat Latihan Gajah', 'Wisata Alam Experience Survive Champing'])] \n",
"72 = [([(11722, 195, 1382391, 3.7)], ['Pantai Pasir Putih Parparean', 'Disparbud Dairi', 'Puncak Anai'])] \n",
"\n",
"59 = [([(11543, 192, 1375739, 3.7)], ['Merci Waterboom', 'Wisata Pemandian Water Hill', 'Air Terjun Bertala'])] \n",
"73 = [([(15257, 254, 1513217, 2.3)], ['Tts (Toru Tor Simarsayang) Cafe', 'Cafe Goa Kaca', \"Pt. Bagus Wisata Holiday's\"])] \n",
"\n",
"60 = [([(41115, 685, 2468913, 3.5)], ['Puncak Hoza', 'Pt. Dairi Transport', 'Tugu Air Mancur Sinar Indonesia Baru Petisah', 'Peceren Karo Village'])] \n",
"74 = [([(17206, 287, 1586391, 3.3)], ['Air Terjun Sibabo', 'Museum Perkebunan Indonesia', 'Halo Angso Duo Pratama Bro. Pt'])] \n",
"\n",
"61 = [([(23935, 399, 1834739, 4.2)], ['Pantai Katung Binasi', 'Aek Milas', 'Tugu Sejarah Perjuangan Asahan', 'Ende Holidays', 'Dunia Outbound Camp'])] \n",
"75 = [([(9527, 159, 1302565, 4.3)], ['Objek Wisata Luak Gadang, Guguak Rang Pisang', 'Bersama Travel', 'Gang Bengkok Old Mosque'])] \n",
"\n",
"62 = [([(19220, 320, 1659565, 4.0)], ['Sopo Partungkoan', 'Pisang Pelangi', 'Tempat Pengasingan Soekarno', 'Titi Gantung Bridge'])] \n",
"76 = [([(28215, 470, 1992174, 3.3)], ['Kuta Sukareme', 'Wisata Madu Aek Nauli', 'Air Panas Simolap', 'Taman Air Percut', 'Sbv', 'Museum Zoologi', 'Bukit Lawang Wisata Alam'])] \n",
"\n",
"63 = [([(3818, 64, 1091913, 3.0)], ['Objek Wisata Maggrove Sisarahili Ts', 'Parhallow Viewpoint And Coffee Shop'])] \n",
"77 = [([(2812, 47, 1054217, 4.0)], ['Poldung', 'Karo Regency'])] \n",
"\n",
"64 = [([(30307, 505, 2069783, 3.2)], ['Pool Bus Intra', 'Kebun Binatang Simalingkar Medan', 'Air Terjun Sibabo', 'Pesanggrahan Bung Karno', 'Wisata Indonesia Itu Indah'])] \n",
"78 = [([(16196, 270, 1548696, 4.0)], ['Putri Cahaya Travel', 'Pt. Dairi Transport', 'Simpang Pantai Monyet', 'Tinggi Raja', 'Objek Wisata Luak Gadang, Guguak Rang Pisang'])] \n",
"\n",
"65 = [([(37325, 622, 2329217, 3.7)], ['Landak River', 'Monkey Forest Umar Manik Sibaganding', \"Pt. Bagus Wisata Holiday's\", 'Vihara Avalokitesvara', 'Bendungan Batang Tongar', 'Danau Linting', 'Jembatan Tano Ponggol'])] \n",
"79 = [([(23368, 389, 1812565, 4.0)], ['Frog Rock Tour', 'Taman Wisata Simatahari Indah', 'Lau Bengkelade Kuta', 'Taman Wisata Alam, Pusat Latihan Gajah', 'Gedung Mabmi', 'Setia Wisata'])] \n",
"\n",
"66 = [([(13625, 227, 1453348, 4.0)], ['Pantai Bul Bul', 'Wisata Merci', 'A8 Village', 'Stasiun Binjai'])] \n",
"80 = [([(30913, 515, 2091957, 3.8)], ['Jembatan Lau Luhung, Gunung Meriah.', 'Objek Wisata Maggrove Sisarahili Ts', 'Pt. Sky Ocean Travel', 'Lapangan Tengku Amir Hamzah Stabat', 'Lumban Binanga Beach Laguboti', 'Tahura (Taman Hutan Raya)'])] \n",
"\n",
"67 = [([(4529, 75, 1116304, 3.5)], ['Wisata Alam Pohon Damai Simempar', 'Vihara Pekong Lima'])] \n",
"81 = [([(30448, 507, 2074217, 3.8)], ['Putri Cahaya Travel', 'Masjid Agung Sibolga', 'Wisata Pemandian Water Hill', 'Great Mosque', 'Replika Istana Serdang'])] \n",
"\n",
"68 = [([(29064, 484, 2023217, 4.2)], ['Taman Pesona Asri', 'Efrata Waterfall', 'Ikan Larangan Lubuak Landua', 'Pakkodian Toba', 'Objek Wisata Pantai Ujung Sibolga'])] \n",
"82 = [([(60304, 1005, 3178478, 3.9)], ['One Heart Hill', 'Peceren Karo Village', 'Taman Mejuah-Juah', 'Rimba Huta Sikapir', 'Wisata Bendunga Sei Palis', 'Pulau Beswesen Tanjungbalai', 'Loket Satu Nusa', 'Nature Baths Gantang Rani'])] \n",
"\n",
"69 = [([(9561, 159, 1302565, 3.5)], ['Puncak Gundaling Brastagi', 'Hendreva Tour'])] \n",
"83 = [([(23088, 385, 1803696, 4.0)], ['Gunung Pandan River Tourism Area', 'Taman Danau Wisata Bunga Tujuh', 'Toddler Garden Binjai', 'Abadas Jaya', 'Tugu Simpang Empat', 'Jln Dusun Lauseridi'])] \n",
"\n",
"70 = [([(27068, 451, 1950043, 4.1)], ['Bukit Suligi', 'Air Travel Parsariran', 'Go Adventure Tour & Travel Indonesia', 'Lapangan Tengku Amir Hamzah Stabat', 'Pemandian Pulau Batu (Pulbat)', 'Letter Z', 'Ende Holidays'])] \n",
"84 = [([(7464, 124, 1224957, 4.0)], ['Pemandian Alam Bolang', 'Bekas Istana Kesultanan Asahan'])] \n",
"\n",
"71 = [([(2815, 47, 1054217, 4.0)], ['Letter Z', 'Samto Aek Rangat'])] \n",
"85 = [([(2942, 49, 1058652, 3.7)], ['Darul Umroh', 'Makam Ompung Parmata Sapihak', 'Jembatan Poriaha'])] \n",
"\n",
"72 = [([(24942, 416, 1872435, 3.4)], ['Penangkaran Rusa Universitas Sumatera Utara', 'Amarjun Wisata', 'Air Terjun Sampuran Widuri', 'Pinang City', 'Bayu Lagoon Resto & Taman Rekreasi'])] \n",
"86 = [([(59410, 990, 3145217, 3.9)], ['Pemandian Air Panas Rianiate', 'Pantai Arta Indah', 'Kolam Renang Air Panas Mardinding Tiga Rasa', 'Kisaran Kota', 'Toba Lake Sibolahotang Beautiful Beach', 'Saf Travel Indo', 'Taman Wisata Simatahari Indah', 'Rm Batunadua Indah', \"Five Star Int'l Travel\"])] \n",
"\n",
"73 = [([(21465, 358, 1743826, 4.2)], ['State Museum Of North Sumatra', 'Kuamang Ujung Gading', 'Saf Travel Indo', 'Revolution Heroes Monument'])] \n",
"87 = [([(18760, 313, 1644043, 3.6)], ['Puncak Anai', 'Pantai Pasir Putih Parbaba', 'Alam Wisata Danau Laut Tador', 'Azizi Mosque', 'Bekancan River'])] \n",
"\n",
"74 = [([(8316, 139, 1258217, 4.5)], ['Anugerah Soambaton Beach', 'Sibolga Dutch Tunnel'])] \n",
"88 = [([(10653, 178, 1344696, 4.0)], ['Wisata Sawah Koto', 'Taman Kebun Bunga èŒ  榀¢ 圀™'])] \n",
"\n",
"75 = [([(51275, 855, 2845870, 3.1)], ['Sibio-Bio Advanture Park', 'Stasiun Binjai', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Sumur Tua', 'Taman Wisata Simatahari Indah', 'Lubuk Larangan Desa Padang Bulan', 'Rumah Irmayanti Lubis', 'Penangkaran Buaya Asam Kumbang', 'Sitinjo'])] \n",
"89 = [([(13251, 221, 1440043, 4.0)], ['Vihara Budha Taman Iman', 'Wisata Alam Datuk', 'Pantai Pulau Putri'])] \n",
"\n",
"76 = [([(47119, 785, 2690652, 3.4)], ['Stasiun Binjai', 'Balai Datuk Setia Maharaja Negeri Serdang', 'Danau Laut Tinggal', 'Saba Napa', 'Pt Pelangi Wisata', 'Masjid Al Osmani', 'Sibio-Bio Adventure Park'])] \n",
"90 = [([(16696, 278, 1566435, 3.3)], ['Armaya Wisata Alam', 'Wisata Indonesia Itu Indah', 'Bair Falls'])] \n",
"\n",
"77 = [([(3214, 54, 1069739, 4.0)], ['Magic Eye 3d Art Museum', 'Sbv'])] \n",
"91 = [([(11672, 195, 1382391, 3.0)], ['Jembatan Sidikalang Wisata', 'Botanical Samosir', 'Taman Wisata Simatahari Indah'])] \n",
"\n",
"78 = [([(18136, 302, 1619652, 4.0)], ['Monumen Equator', 'Pesona Alam Panorama Indah. Pt', 'Masjid Agung Sumatera Utara'])] \n",
"92 = [([(36762, 613, 2309261, 4.0)], ['Pulau Poncan', 'Sp.Lau Petundal', 'Magic Eye 3d Art Museum', 'Air Terjun Cirocai Sungai Pandahan', 'Wisata Merci', 'Dolok Bunga Sirandorung'])] \n",
"\n",
"79 = [([(3762, 63, 1089696, 4.5)], ['Taman Sri Deli', 'Monkey Forest Umar Manik Sibaganding'])] \n",
"93 = [([(20165, 336, 1695043, 3.8)], ['Lyza Outbount', 'Air Terjun Pantai Salak', 'Bukit Lawang Trip', 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)', 'The Heritage'])] \n",
"\n",
"80 = [([(32893, 548, 2165130, 3.8)], ['Danau Tao Batang Onang', 'Tanjung Apek Beach', 'Putri Cahaya Travel', 'Samto Aek Rangat', 'Dermaga Silalahi', 'Kantor Balai Taman Nasional Batang Gadis'])] \n",
"94 = [([(6919, 115, 1205000, 3.7)], ['Taman Mejuah-Juah', 'Bagan Percut', 'Simpang Bantoon'])] \n",
"\n",
"81 = [([(33074, 551, 2171783, 3.8)], ['Vihara Gunung Timur', 'Gapura Wisata Alam Lae Mbilulu', 'Rosyid Orangutan Tours', 'Masjid Raya Kisaran Kota', 'Museum Kota Tebing Tinggi', 'Air Terjun Tarunggang'])] \n",
"95 = [([(24788, 413, 1865783, 4.0)], ['Air Terjun Sigura Gura', 'Sampuren Tutuen Sige', 'Masjid Raya Stabat', 'Twa Lau Debuk-Debuk', 'Masjid Agung Sibolga'])] \n",
"\n",
"82 = [([(35773, 596, 2271565, 4.2)], ['Pt. Hikmah', 'Air Terjun Kemuning', 'Danau Tao Batang Onang', 'Ende Holidays'])] \n",
"96 = [([(4506, 75, 1116304, 4.0)], ['Air Terjun Sempugen', 'Sibio-Bio Adventure Park'])] \n",
"\n",
"83 = [([(21428, 357, 1741609, 4.3)], ['Danau Laut Tinggal', 'Kuamang Ujung Gading', 'Pantai Ketam'])] \n",
"97 = [([(62790, 1046, 3269391, 3.7)], ['Pondok Pisang', 'Pawan Hot Water', 'Muara Beach Beautiful', 'Bandar Pulau', 'Kantor Po Pinem Bus', 'Masjid Agung Ahmad Bakrie Kisaran', 'Air Terjun Sipitu Tikka', 'Gereja Katolik St. Dionysius, Sumbul', 'Mmtc Walking Street'])] \n",
"\n",
"84 = [([(11970, 200, 1393478, 3.7)], ['Masjid Agung Kota Binjai', 'Wisata Indonesia Itu Indah', 'Merci Waterboom'])] \n",
"98 = [([(33748, 562, 2196174, 3.5)], ['Halo Angso Duo Pratama Bro. Pt', 'Makam Ompung Parmata Sapihak', 'Kolam Renang Pesona Wisata', 'Ekowisata Mangrove'])] \n",
"\n",
"85 = [([(15180, 253, 1511000, 4.0)], ['Desa S.Kalangan Ii', 'Danau Teratai'])] \n",
"99 = [([(12100, 202, 1397913, 3.5)], ['Puncak Tonang', 'Kolam Renang Air Panas Mardinding Tiga Rasa'])] \n",
"\n",
"86 = [([(31885, 531, 2127435, 3.9)], ['Cafe Goa Kaca', 'Old City Hall', 'Lau Bengkelade', 'Elsasya Utama', 'Pantai Pulau Putri', 'Tugu Kol', 'Little India Medan'])] \n",
"100 = [([(16766, 279, 1568652, 4.0)], ['Monkey Forest Umar Manik Sibaganding', 'Parhallow Viewpoint And Coffee Shop', 'Puncak Tonang'])] \n",
"\n",
"87 = [([(7587, 126, 1229391, 3.0)], ['Balai Datuk Setia Maharaja Negeri Serdang', 'Pantai Pulau Karang'])] \n",
"101 = [([(16900, 282, 1575304, 4.0)], ['Sini Suka Natural Bath Sibiru-Biru', 'Tugu Pramuka'])] \n",
"\n",
"88 = [([(15843, 264, 1535391, 3.7)], ['Kupu-Kupu Garden Guest House & Cafe', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Danau Marambe'])] \n",
"102 = [([(13885, 231, 1462217, 3.7)], ['Bagan Percut', 'Tanjung Unta', 'Vihara Pubbarama Buddhist'])] \n",
"\n",
"89 = [([(19983, 333, 1688391, 3.7)], ['Luppatan Tali - Tali', \"Five Star Int'l Travel\", 'The Kaldera'])] \n",
"103 = [([(8103, 135, 1249348, 3.0)], ['Welterbeminimini', 'Auliya Tour & Travel', 'Sitinjo'])] \n",
"\n",
"90 = [([(41105, 685, 2468913, 3.8)], ['Perhadtian Air Panas Taman Wisata Sibayak', 'Sabah Simelir', 'Cross Of Love', 'Water Park Tambunan', 'Gedung Nasional Djauli Manik', 'Museum Zoologi', 'Air Terjun Pelangi Indah', 'Pasar Buah Berastagi'])] \n",
"104 = [([(33889, 565, 2202826, 4.0)], ['Kuil Shri Mariamman', 'Lake Toba Viewpoint', 'Bukit Lawang Guide', 'Rumah Makan Irian', 'Puncak Bukit Manalise Aek Buro', 'Wisata Bendunga Sei Palis', 'Vihara Tri Ratna'])] \n",
"\n",
"91 = [([(23306, 388, 1810348, 4.2)], ['Sansan Travel', 'Pantai Sikabau', 'Bukitlawang Trek', 'Bukit Lawang Planet Hijau'])] \n",
"105 = [([(5276, 88, 1145130, 4.5)], ['Waterfall Pelangi Indah', 'Deleng Bencirus'])] \n",
"\n",
"92 = [([(66919, 1115, 3422391, 3.2)], ['Tour Accomodation', 'Romance Padi Perbaungan', 'Batu Lobang Sibaganding', 'Tapian Siri-Siri Syariah', 'Bus Wisata', 'Wisata Alam \"Panatapan Parupuk Julu\"', 'Bukit Lawang Ecotourism & Ecoproject', 'Objek Wisata Maggrove Sisarahili Ts', 'Pondok Wisata Lagundi Samosir'])] \n",
"106 = [([(2698, 45, 1049783, 3.5)], ['Masjid Agung Sumatera Utara', 'Pantai Teluk Kerang'])] \n",
"\n",
"93 = [([(10027, 167, 1320304, 4.0)], ['Gedung Nasional Djauli Manik', 'Karo Regency', 'Masjid Al Istiqomah'])] \n",
"107 = [([(23262, 388, 1810348, 3.3)], ['Mja Travel', 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™', 'Kebun Binatang Simalingkar Medan'])] \n",
"\n",
"94 = [([(15094, 252, 1508783, 4.0)], ['Pantai Pasir Putih Parbaba', 'Pemandian Alam Bendungan Ginbers', 'Tugu Simpang Empat'])] \n",
"108 = [([(70590, 1176, 3557652, 3.6)], ['Masjid Agung Kota Binjai', 'Bekancan River', 'Pantai Kenangan', 'Pt Pelangi Wisata', 'Pantai Pasir Putih Parparean', 'Musala Waterfall', 'Air Terjun Lenggo Geni', 'Halo Angso Duo Pratama Bro. Pt', 'Jembatan Poriaha'])] \n",
"\n",
"95 = [([(3937, 66, 1096348, 3.5)], ['Magic Eye 3d Art Museum', 'Kolam Renang Pesona Wisata'])] \n",
"109 = [([(42626, 710, 2524348, 4.0)], ['Puncak Hoza', 'Pasir Putih Janggawari', 'Lau Bengkelade Kuta', 'Air Terjun Lenggo Geni', 'Lorong Pandan', 'Air Terjun Nyarai'])] \n",
"\n",
"96 = [([(40144, 669, 2433435, 3.8)], ['Pantai Bukit Malintang Buburan', 'Permata Asri Stabat', 'Tapian Siri-Siri Syariah', 'North Labuhanbatu Regency', 'Deleng Bencirus'])] \n",
"110 = [([(8561, 143, 1267087, 3.5)], ['Pemandian Air Panas Goa Ergendang', 'Pantai Cermin Theme Park & Resort Hotel'])] \n",
"\n",
"97 = [([(90527, 1509, 4296043, 4.0)], ['Objek Wisata Patamuan', 'Menara Tirtanadi', 'Panatapan Sileme-Leme', 'Kuamang Ujung Gading', 'Rm Batunadua Indah', 'Great Mosque', 'Paranggiran Raja Silahisabungan', 'Air Terjun Aek Nabontar', 'Air Terjun Kemuning'])] \n",
"111 = [([(32522, 542, 2151826, 4.0)], ['Little India Medan', 'Kuamang Ujung Gading', 'Air Terjun Situak Lotik Iii'])] \n",
"\n",
"98 = [([(12934, 216, 1428957, 4.0)], ['Bendungan Batang Tongar', 'Bukit Teletubies', 'Bukit Suligi'])] \n",
"112 = [([(25817, 430, 1903478, 3.7)], ['Air Terjun Sigura-Gura', 'Rumah Irmayanti Lubis', 'Pantai Batu Rusa'])] \n",
"\n",
"99 = [([(19782, 330, 1681739, 4.0)], ['Wisata Bah Kulistik', 'Air Terjun Binanga Bolon', 'Pemandian Air Panas - Batu Bara ( 50 )', 'Salak Monument Pakkat'])] \n",
"113 = [([(24245, 404, 1845826, 3.8)], ['Pondok Wisata Lagundi Samosir', 'Anugerah Soambaton Beach', 'Wisata Alam Pondok Biru', 'Hendreva Tour', 'Air Terjun Nyarai'])] \n",
"\n",
"100 = [([(19859, 331, 1683957, 4.0)], ['Pantai Bul Bul', 'Kupu-Kupu Garden Guest House & Cafe', 'Sibolga Dutch Tunnel', 'Lapangan Pasir'])] \n",
"114 = [([(35762, 596, 2271565, 3.8)], ['Lau Bengkelade', 'Armaya Wisata Alam', 'Elsasya Utama', 'Simanimbo Waterfall', 'Warung Info Wisata', 'Pantai Sikabau'])] \n",
"\n",
"101 = [([(15424, 257, 1519870, 4.0)], ['Grand Darussalam. Ud', 'Wisata Bendunga Sei Palis', 'Masjid Raya Nur Addin'])] \n",
"115 = [([(35219, 587, 2251609, 4.0)], ['Desa S.Kalangan Ii', 'Counters Kupj Simpang Sei Kopas', 'Pantai Katung Binasi', 'Konservasi Sungai Kukam', 'Tanah Lapang Merdeka Binjai', 'Objek Wisata Maggrove Sisarahili Ts'])] \n",
"\n",
"102 = [([(3177, 53, 1067522, 4.0)], ['Muara Beach Beautiful', 'Rosyid Orangutan Tours'])] \n",
"116 = [([(8307, 138, 1256000, 4.3)], ['Wisata Makam Papan Tinggi Barus', 'Little India Medan', 'Pemandu Bukit Lawang'])] \n",
"\n",
"103 = [([(6300, 105, 1182826, 3.3)], ['Hotel Pesona Wisata', 'Danau Teratai', 'Air Terjun Ponot'])] \n",
"117 = [([(14058, 234, 1468870, 3.7)], ['Wisata Alam Aek Sordang', 'Air Terjun Pelangi Indah', 'Pemandian Sidamanik'])] \n",
"\n",
"104 = [([(47592, 793, 2708391, 3.7)], ['Beranda Madina', 'Bagan Percut', 'Great Mosque', 'Alam Wisata Danau Laut Tador', 'Alaman Bolak Padang Nadimpu', 'Wisata Merci'])] \n",
"118 = [([(25514, 425, 1892391, 3.8)], ['Pantai Bul Bul', 'Air Terjun Simonang Monang', 'Pasir Putih Janggawari', 'Penangkaran Buaya Asam Kumbang', 'Taman Rekreasi Kong Mah'])] \n",
"\n",
"105 = [([(6510, 108, 1189478, 3.7)], ['Pawan Hot Water', 'Tempat Pengasingan Soekarno', 'Pantai Sorake Nias Selatan'])] \n",
"119 = [([(3384, 56, 1074174, 3.5)], ['Air Terjun Tarunggang', 'Museum Deli Serdang'])] \n",
"\n",
"106 = [([(65829, 1097, 3382478, 3.8)], ['Pt. Pmn Travel Bus', 'Simpang Bantoon', 'Pool Bus Intra', 'Hadabuan Naisogop Waterfalls', 'Travel Panyabungan Padang', 'Tanjung Apek Beach', 'Bendungan Lau Si Meimei', 'Tugu Pramuka', 'Masjid Lama Gang Bengkok'])] \n",
"120 = [([(3771, 63, 1089696, 4.0)], ['Toddler Garden Binjai', 'Frog Rock Tour'])] \n",
"\n",
"107 = [([(15302, 255, 1515435, 4.0)], ['Pool Bus Intra', 'Air Terjun Aek Godang', 'Taman Mini Travel Langkat'])] \n",
"121 = [([(58107, 968, 3096435, 3.5)], ['Wisata Alam Aek Sordang', 'Puncak Tonang', 'Masjid Agung Ahmad Bakrie Kisaran', 'Tugu Air Mancur Sinar Indonesia Baru Petisah', 'Simanimbo Waterfall', 'Museum Kota Tebing Tinggi'])] \n",
"\n",
"108 = [([(15093, 252, 1508783, 3.7)], ['Perwakilan Mandiri', 'Batu Lobang Sibaganding', 'Pulau Pigago'])] \n",
"122 = [([(21760, 363, 1754913, 4.0)], ['Rosyid Orangutan Tours', 'Silalahi I', 'Lau Gendang,Wisata Gua', 'Penangkaran Buaya Asam Kumbang', 'Vihara Pubbarama Buddhist'])] \n",
"\n",
"109 = [([(31763, 529, 2123000, 4.2)], ['Twins Travel', 'Sumatra Jungle Trek', 'Kuil Shri Mariamman', 'Air Terjun Situak Lotik Iii', 'Batu Lobang Sibaganding'])] \n",
"123 = [([(37646, 627, 2340304, 4.1)], ['Air Terjun Bertala', 'A8 Village', 'Wisata Alam Experience Survive Champing', 'Pantai Bul Bul', 'North Labuhanbatu Regency', 'Desa Adat Ragi Hotang Meat', 'Pulau Samosir', 'Ambar Onan Runggu', 'Danau Cipogas Rohul'])] \n",
"\n",
"110 = [([(50043, 834, 2799304, 3.9)], ['Air Soda Kabupaten Karo', 'Stabat', 'Loket Satu Nusa', 'Taman Balita Kota Binjai', 'Huta Bolon', 'Namo Cengkeh', 'Air Terjun Ponot', 'Tugu Jeruk Berastagi'])] \n",
"124 = [([(57048, 951, 3058739, 3.9)], ['De Hole Laguna', 'Jembatan Dalik Lubuk Sikaping', 'Air Terjun Aek Matua', 'Waterpark Bima Utomo International', 'Bukit Lawang Tour Trekking', 'Lapangan Tengku Amir Hamzah Stabat', 'Air Terjun Nai Sogop', 'Aek Sipaulak Hosa Loja', 'Air Terjun Linggahara-Rantau Prapat'])] \n",
"\n",
"111 = [([(38556, 643, 2375783, 3.8)], ['Siregar Aek Nalas', 'Bayu Lagoon Resto & Taman Rekreasi', 'Darul Umroh', 'Simpang Bantoon', 'Kampung Kuliner', 'Simpang Pantai Monyet'])] \n",
"125 = [([(47474, 791, 2703957, 3.8)], ['Counters Kupj Simpang Sei Kopas', 'Berastagi Local Guide', 'Bukit Lawang Orangutan Trekking', 'Pantai Tiram Tapakis', 'Bukit Lawang Tour Trekking', \"Penginapan King's Ambarita\", 'Benteng Jepang', 'Bayu Lagoon Resto & Taman Rekreasi', 'Wisata Alam Pohon Damai Simempar'])] \n",
"\n",
"112 = [([(13492, 225, 1448913, 3.3)], ['Air Terjun Cirocai Sungai Pandahan', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Wisata Taman Merci'])] \n",
"126 = [([(17424, 290, 1593043, 3.8)], ['Bintang Johor Swimming Pool', 'Ekowisata Mangrove', 'Sopo Partungkoan', 'Grand Darussalam. Ud', 'Bukit Lawang Wisata Alam', 'Wisata Alam Siringo'])] \n",
"\n",
"113 = [([(35008, 583, 2242739, 4.2)], ['Anugerah Soambaton Beach', 'Batu Gajah', 'Pemandian Pulau Batu (Pulbat)', 'Rumah Wisata Sunggal', 'Lau Gendang,Wisata Gua'])] \n",
"127 = [([(8633, 144, 1269304, 3.5)], ['Lyza Outbount', 'Elsasya Utama', 'Bintang Johor Swimming Pool', 'Masjid Raya Al Osmani'])] \n",
"\n",
"114 = [([(2202, 37, 1032043, 4.0)], ['Bukit Gibeon (Yapim Taruna)', 'Pt Wisata Habibah Berkah'])] \n",
"128 = [([(30186, 503, 2065348, 3.8)], ['Puncak Anai', 'Simpang Pantai Monyet', 'Puncak Tonang', 'Museum Pusaka Karo - Berastagi', 'Pulau Malau', 'Counters Kupj Simpang Sei Kopas'])] \n",
"\n",
"115 = [([(45325, 755, 2624130, 4.2)], ['Bukit Lawang Ecotourism & Ecoproject', 'Budaya Resto', 'Danau Tao Batang Onang', 'Awaliyah Tour And Travel', 'Batu Lobang Sibaganding', 'T.Garden', 'Berastagi Local Guide', 'Efrata Waterfall', 'Waterpark Bima Utomo International'])] \n",
"129 = [([(19372, 323, 1666217, 4.0)], ['Klenteng Gunung Timur', 'Pt. Jsa Tour & Travel', 'Bukit Lawang Orangutan Trekking', 'Mester Bukit Lawang (Tour Guide)', 'Lau Teba Langkat', 'Salib Kasih'])] \n",
"\n",
"116 = [([(8475, 141, 1262652, 3.9)], ['Masjid Lama Gang Bengkok', 'Abadas Jaya', 'Klenteng Gunung Timur', 'Pantai Teluk Kerang', 'Bukit Lawang Trip', 'Pantai Cermin Theme Park & Resort Hotel', 'Azizi Mosque'])] \n",
"130 = [([(29189, 486, 2027652, 4.0)], ['Titi Gantung Bridge', 'Bukit Lawang Explore', 'Dermaga Silalahi', 'Pt Farnaz Utama', 'Makam Ompung Parmata Sapihak', 'Taman Danau Wisata Bunga Tujuh'])] \n",
"\n",
"117 = [([(14126, 235, 1471087, 4.2)], ['Efrata Waterfall', 'Air Terjun Bertala', 'Welterbeminimini', 'Setia Wisata'])] \n",
"131 = [([(10878, 181, 1351348, 4.0)], ['Simpang Bantoon', 'Frog Rock Tour'])] \n",
"\n",
"118 = [([(44768, 746, 2604174, 3.9)], ['Monumen Loko Uap Du Croo & Braun', 'Pantai Sikilang', 'Batu Marhosa', 'Museum Karo Lingga', 'Pantai Batu Rusa', 'Kebun Binatang Simalingkar Medan', 'Hotel Wisata Indah', 'Uruk Ndaholi', 'Monkey Forest Umar Manik Sibaganding'])] \n",
"132 = [([(65972, 1100, 3389130, 3.8)], ['Pantai Pulau Karang', 'Bair Falls', 'Alun Alun Lubuk Sikpaing', 'Loket Satu Nusa', 'Taman Kota Salak (Tugu Salak)', 'Perwakilan Mandiri', 'Embae Tour & Travel', 'Rumah Wisata Sunggal', 'Taman Balita Kota Binjai'])] \n",
"\n",
"119 = [([(33111, 552, 2174000, 3.8)], ['Mester Bukit Lawang (Tour Guide)', 'Puncak Hoza', 'Bukit Travel Gibeon', 'Pantai Kaca', 'Bukit Lawang Trip'])] \n",
"133 = [([(200, 3, 956652, 4.0)], ['Tugu Sitio', 'Air Terjun Lumban Rang'])] \n",
"\n",
"120 = [([(48695, 812, 2750522, 4.0)], ['Tugu Marga Silalahi', 'Sampuren Tutuen Sige', 'Taman Mini Travel Langkat', 'Revolution Heroes Monument', 'Taman Balita Kota Binjai', 'Rumah Makan Irian', 'Jembatan Lau Luhung, Gunung Meriah.'])] \n",
"134 = [([(47059, 784, 2688435, 4.3)], ['Taman Bunga', 'Lorong Indah', 'Air Terjun Efrata', 'Paranggiran Raja Silahisabungan', 'Air Terjun Lenggo Geni', 'Air Terjun Taman Eden 100, Tobasa', 'Medan City Tour'])] \n",
"\n",
"121 = [([(40780, 680, 2457826, 3.8)], ['Pt. Dairi Transport', 'Wisata Bah Kulistik', 'Tor Simago-Mago', 'Monumen Equator', 'Puncak Tonang'])] \n",
"135 = [([(17088, 285, 1581957, 4.0)], ['Wisata Alam Pondok Biru', 'Taman Kota Salak (Tugu Salak)', 'Gereja Katolik St. Dionysius, Sumbul'])] \n",
"\n",
"122 = [([(6528, 109, 1191696, 4.0)], ['Tugu Pahlawan Revolusi', 'Klenteng Gunung Timur'])] \n",
"136 = [([(14732, 246, 1495478, 4.3)], ['Laterzhya Zimhuli', 'Desa S.Kalangan Ii', 'Pulau Malau'])] \n",
"\n",
"123 = [([(7913, 132, 1242696, 3.5)], ['Pondok Wisata Lagundi Samosir', 'Pantai Sikabau'])] \n",
"137 = [([(27876, 465, 1981087, 3.5)], ['Puncak Jb', 'Balai Datuk Setia Maharaja Negeri Serdang', 'Air Terjun Malakkut', 'Cafe Goa Kaca', 'Air Terjun Baburai', 'Air Terjun Nyarai'])] \n",
"\n",
"124 = [([(18208, 303, 1621870, 3.2)], ['Pantai Teluk Kerang', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Beach Island Karang', 'Air Terjun Aek Godang'])] \n",
"138 = [([(3387, 56, 1074174, 3.5)], ['Air Terjun Sigura-Gura', 'Cis Tour & Travel'])] \n",
"\n",
"125 = [([(23243, 387, 1808130, 3.9)], ['Wisata Pemandian Water Hill', 'Saf Travel Indo', 'Tugu Sejarah Perjuangan Asahan', 'Danau Linting', 'Pulau Samosir', 'Biro Jasa', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Salak Monument Pakkat'])] \n",
"139 = [([(18130, 302, 1619652, 3.7)], ['Tanjung Unta', 'West Kisaran', 'Pemandian Alam Loknya'])] \n",
"\n",
"140 = [([(54772, 913, 2974478, 3.9)], ['Batu Gantung', 'Danau Cipogas Rohul', 'Batu Marhosa', 'Wisata Bendunga Sei Palis', 'Pt. Raya Utama Travel', 'Taman Kota Tanjungbalai', 'Grand Darussalam. Ud', 'Perumahaan Azalea Asri', 'Auliya Tour & Travel'])] \n",
"\n",
"141 = [([(56433, 941, 3036565, 3.7)], ['Pasar Tomok', 'Air Terjun Aek Godang', 'Abadas Jaya', 'Taman Sungai Padang', 'Lau Teba Langkat', 'Wisata Taman Merci', 'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Wisata Alam'])] \n",
"\n",
"142 = [([(5069, 84, 1136261, 4.3)], ['Wisata Alam Pondok Biru', 'Monkey Forest Umar Manik Sibaganding', 'Barusjahe'])] \n",
"\n",
"143 = [([(13716, 229, 1457783, 4.0)], ['Lapangan Pasir Tanjung Balai', 'Berastagi', 'Tugu Air Mancur Sinar Indonesia Baru Petisah'])] \n",
"\n",
"144 = [([(5812, 97, 1165087, 4.3)], ['Saf Travel Indo', 'Jln Dusun Lauseridi', 'Barusjahe'])] \n",
"\n",
"145 = [([(69217, 1154, 3508870, 4.0)], ['Tanjung Pura', 'Bukit Lawang Orangutan Trekking', 'De Hole Laguna', 'Kupu-Kupu Garden Guest House & Cafe', 'Alaman Bolak Padang Nadimpu', 'Masjid Al Osmani', 'Pakkodian Toba', 'Wisata Alam Pondok Biru', 'Bakarang Simalem'])] \n",
"\n",
"146 = [([(55865, 931, 3014391, 3.9)], ['Taman Aek Kota Batu Labura', 'Pt, Yy Traveling Tour And Travel', 'Pantai Buih', 'Pemandian Alam Tirta Sayum Sabah', 'Rimba Huta Sikapir', 'Air Terjun Pongkar', 'Tapian Siri-Siri Syariah', 'Tugu Air Mancur Majestik', 'Tugu Marga Silalahi'])] \n",
"\n",
"147 = [([(6360, 106, 1185043, 3.7)], ['Pantai La Terzhia Zhimehuli', 'Sumur Tua', 'Air Terjun Sampuran Widuri'])] \n",
"\n"
]
}
......@@ -712,7 +757,7 @@
" def solution (data):\n",
" tempatbaru = []\n",
" tempatbaru *= 0\n",
" da = generate(data)\n",
" da = generateTempatWisata(data)\n",
" inn = inputan(da)\n",
" tempatbaru.append((inn, da))\n",
" return tempatbaru\n",
......@@ -726,888 +771,18 @@
"\n",
"class iteratedlocalsearch:\n",
" x1 = initial.solution(data)\n",
" \n",
" x2 = initial.listsolution()\n",
" x2.sort(reverse = False)\n",
"\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[([(8048, 134, 1247130, 4.0)],\n",
" ['Vihara Gunung Timur', 'Lubuk Larangan Desa Padang Bulan'])],\n",
" [([(71732, 1196, 3602000, 4.0)],\n",
" ['Rimba Huta Sikapir',\n",
" 'Niagara Tanjung Raja',\n",
" 'Pantai Tiram Tapakis',\n",
" 'Revolution Heroes Monument',\n",
" 'Lapangan Pasir Tanjung Balai',\n",
" 'Pantai La Terzhia Zhimehuli',\n",
" 'Pemandian Alam Loknya',\n",
" 'Embae Tour & Travel',\n",
" 'Mesjid Raya Al-Abror'])],\n",
" [([(10541, 176, 1340261, 3.5)],\n",
" ['Embae Tour & Travel', 'Tanjung Apek Beach'])],\n",
" [([(38698, 645, 2380217, 4.2)],\n",
" ['Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™',\n",
" 'Pantai Bukit Malintang Buburan',\n",
" 'Tempat Pengasingan Soekarno',\n",
" 'Objek Wisata Patamuan',\n",
" 'Gapura Wisata Alam Lae Mbilulu',\n",
" 'Putri Cahaya Travel'])],\n",
" [([(28890, 482, 2018783, 3.8)],\n",
" ['Dinas Kebudayaan & Pariwisata',\n",
" 'Taman Benteng Lions Club',\n",
" 'Pantai Pelawan',\n",
" 'Sri Deli Park'])],\n",
" [([(19935, 332, 1686174, 4.0)],\n",
" ['Bukit Lawang Orangutan Trekking',\n",
" 'T.Garden',\n",
" 'Pantai Kaca',\n",
" 'Amarjun Wisata'])],\n",
" [([(36278, 605, 2291522, 4.3)],\n",
" ['Batu Gantung',\n",
" 'Taman Pesona Asri',\n",
" 'Wisata Makam Papan Tinggi Barus',\n",
" 'Beach Island Karang',\n",
" 'Pantai Tiram Tapakis',\n",
" 'The Le Hu Garden',\n",
" 'T.Garden'])],\n",
" [([(38880, 648, 2386870, 3.8)],\n",
" ['Vihara Gunung Timur',\n",
" 'Pulau Pigago',\n",
" 'Wisata Air Parsariran',\n",
" 'Taman Alamta Jaya',\n",
" 'Perwakilan Mandiri',\n",
" 'Taman Kebun Bunga èŒ  榀¢ 圀™'])],\n",
" [([(70632, 1177, 3559870, 3.7)],\n",
" ['Taman Megawati',\n",
" 'Taman Lope Lope Bulu Cina',\n",
" 'Pasir Putih Janggawari',\n",
" 'Batu Marhosa',\n",
" 'Darul Umroh',\n",
" 'Gunung Pandan River Tourism Area',\n",
" 'Danau Marambe',\n",
" 'Batang Gadis National Park',\n",
" 'Air Terjun Pantai Salak'])],\n",
" [([(50772, 846, 2825913, 4.1)],\n",
" ['Pemandian Air Panas U.S.K Hineni',\n",
" 'Na Ix-X',\n",
" 'Rimba Huta Sikapir',\n",
" 'Tugu Simpang Empat',\n",
" 'Pantai Paris',\n",
" 'Setia Wisata',\n",
" 'Putri Cahaya Travel',\n",
" 'Balai Datuk Setia Maharaja Negeri Serdang'])],\n",
" [([(48278, 805, 2735000, 4.0)],\n",
" ['Musala Waterfall',\n",
" 'Hadabuan Naisogop Waterfalls',\n",
" 'Jembatan Dalik Lubuk Sikaping',\n",
" 'Menara Pandang Simanindo',\n",
" 'Air Panas Simolap',\n",
" 'Taman Pesona Asri',\n",
" 'Bukit Lawang Planet Hijau'])],\n",
" [([(34461, 574, 2222783, 3.8)],\n",
" ['Jembatan Dalik Lubuk Sikaping',\n",
" 'Tanjung Unta',\n",
" 'Tugu Silahi Sabungan',\n",
" 'Pt Wisata Habibah Berkah',\n",
" 'Wisata Bendunga Sei Palis',\n",
" 'Siba Island Resort'])],\n",
" [([(21570, 360, 1748261, 4.0)],\n",
" ['Aek Saroha',\n",
" 'Luppatan Tali - Tali',\n",
" 'Objek Wisata Pantai Ujung Sibolga',\n",
" 'Vihara Gunung Timur'])],\n",
" [([(18275, 305, 1626304, 3.5)],\n",
" ['Balai Datuk Setia Maharaja Negeri Serdang',\n",
" 'Danau Linting',\n",
" 'Ambar Onan Runggu',\n",
" 'Vihara Pubbarama Buddhist'])],\n",
" [([(33715, 562, 2196174, 3.6)],\n",
" ['Pelangi Nusantara',\n",
" 'Masjid Al Istiqomah',\n",
" 'Museum Zoologi',\n",
" 'Parhonasan (Kebun Nenas) Sidumpe Anturi',\n",
" \"Penginapan King's Ambarita\",\n",
" 'Umbul Ejuk',\n",
" 'Pantai Kaca'])],\n",
" [([(4792, 80, 1127391, 3.5)],\n",
" ['Air Terjun Sigarattung ( Sampuran Na Pitu)', 'Cafe Goa Kaca'])],\n",
" [([(38354, 639, 2366913, 4.0)],\n",
" ['Go Adventure Tour & Travel Indonesia',\n",
" 'Halo Angso Duo Pratama Bro. Pt',\n",
" 'Alun Alun Kota Kisaran',\n",
" 'Lorong Indah',\n",
" 'Masjid Lama Kabanjahe',\n",
" 'Tugu Sitio',\n",
" 'Kualuh Hulu',\n",
" 'Abadas Jaya'])],\n",
" [([(33761, 563, 2198391, 3.8)],\n",
" ['Danau Marambe',\n",
" 'Rudang Mayang',\n",
" 'Ende Holidays',\n",
" 'Parhallow Viewpoint And Coffee Shop'])],\n",
" [([(13376, 223, 1444478, 4.0)],\n",
" ['Taman Aek Kota Batu Labura', 'Air Terjun Efrata', 'Terminal Berastagi'])],\n",
" [([(42163, 703, 2508826, 4.1)],\n",
" ['Salib Kasih Tarutung',\n",
" 'Lau Bengkelade Kuta',\n",
" 'Toba Lake Sibolahotang Beautiful Beach',\n",
" 'Pondok Wisata Lagundi Samosir',\n",
" 'Air Terjun Sitiotio',\n",
" 'Tanah Lapang Merdeka Binjai',\n",
" 'Puncak Santai'])],\n",
" [([(55185, 920, 2990000, 3.9)],\n",
" ['Kembar Agro',\n",
" 'Budaya Resto',\n",
" 'Puncak Santai',\n",
" 'Lae Simbellen',\n",
" 'Air Terjun Simonang Monang',\n",
" 'Padang Lawas Regency',\n",
" 'Objek Wisata Maggrove Sisarahili Ts',\n",
" 'Plta Sipansihaporas'])],\n",
" [([(12226, 204, 1402348, 4.0)],\n",
" ['Mangrove Tour Lubuk Kertang', 'Air Travel Parsariran'])],\n",
" [([(12324, 205, 1404565, 4.0)],\n",
" ['Taman Kota Tanjungbalai',\n",
" 'Vihara Budha Taman Iman',\n",
" 'Vihara Pekong Lima',\n",
" 'Tugu Pahlawan Revolusi'])],\n",
" [([(30216, 504, 2067565, 4.2)],\n",
" ['Air Terjun Kemuning',\n",
" 'Pemandian Alam Bolang',\n",
" 'Pakpak Culture Association (Cgc)',\n",
" 'Saf Travel Indo',\n",
" 'Puncak Bukit Manalise Aek Buro'])],\n",
" [([(11042, 184, 1358000, 4.0)],\n",
" ['Air Terjun Cirocai Sungai Pandahan', 'Romance Padi Perbaungan'])],\n",
" [([(20642, 344, 1712783, 4.2)],\n",
" ['Taman Kota Tanjungbalai',\n",
" 'Nature Baths Gantang Rani',\n",
" 'Taman Mutiara Selat Malaka',\n",
" 'Tour Accomodation'])],\n",
" [([(23718, 395, 1825870, 3.5)],\n",
" ['Air Terjun Sipagogo',\n",
" 'Bandar Pulau',\n",
" 'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan',\n",
" 'Taman Rekreasi Kong Mah'])],\n",
" [([(68664, 1144, 3486696, 4.1)],\n",
" ['North Padang Lawas Regency',\n",
" 'Dokter Travel',\n",
" 'Taman Mejuah-Juah',\n",
" 'Sembilantujuh Tour&Travel',\n",
" 'Bukit Lawang Explore',\n",
" 'Aek Kanopan',\n",
" 'Rumah Irmayanti Lubis',\n",
" 'Air Terjun Kemuning'])],\n",
" [([(8873, 148, 1278174, 4.0)], ['Musala Waterfall', 'Pantai Pasir Putih'])],\n",
" [([(30884, 515, 2091957, 4.0)],\n",
" ['Telagah',\n",
" 'Air Terjun Tarunggang',\n",
" 'Hendreva Tour',\n",
" 'Mester Bukit Lawang (Tour Guide)'])],\n",
" [([(48525, 809, 2743870, 4.1)],\n",
" ['North Labuhanbatu Regency',\n",
" 'Dokter Travel',\n",
" 'Tugu Air Bangis',\n",
" 'Na Ix-X',\n",
" 'Bukit Kubu',\n",
" 'Museum Simalungun',\n",
" 'Jembatan Lau Luhung, Gunung Meriah.',\n",
" 'Sibolga Dutch Tunnel',\n",
" 'Pemandian Alam Tirta Sayum Sabah'])],\n",
" [([(47837, 797, 2717261, 4.0)],\n",
" ['Mja Travel',\n",
" 'Bukit Burung',\n",
" 'Aek Malapari',\n",
" 'Awaliyah Tour And Travel',\n",
" 'Berakit-Rakit Ke Hulu',\n",
" 'Dermaga Silalahi',\n",
" 'Sini Suka Natural Bath Sibiru-Biru',\n",
" 'Air Terjun Pantai Salak'])],\n",
" [([(47446, 791, 2703957, 4.2)],\n",
" ['Jembatan Lae Pandaroh',\n",
" 'Bekas Istana Kesultanan Asahan',\n",
" 'Pantai Kenangan',\n",
" 'Air Terjun Malakkut',\n",
" 'Pemandian Air Panas Huta Raja',\n",
" 'Wisata Madu Aek Nauli'])],\n",
" [([(35039, 584, 2244957, 4.3)],\n",
" ['Setia Wisata',\n",
" 'Namo Cengkeh',\n",
" 'Dokter Travel',\n",
" 'The Kaldera',\n",
" 'Pantai Paris',\n",
" 'Puncak Saragodung'])],\n",
" [([(10000, 167, 1320304, 3.7)],\n",
" ['Permata Asri Stabat',\n",
" 'Pesanggrahan Bung Karno',\n",
" 'Jembatan Lau Luhung, Gunung Meriah.'])],\n",
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" 'Wisata Madu Aek Nauli'])],\n",
" [([(14608, 243, 1488826, 3.5)],\n",
" ['The Kaldera',\n",
" 'Taman Lope Lope Bulu Cina',\n",
" 'Pertunjukan Tari Sigale Gale',\n",
" 'Air Terjun Sarasah Kajai'])],\n",
" [([(6259, 104, 1180609, 3.5)], ['Pantai Pongkar', 'Rumah Irmayanti Lubis'])],\n",
" [([(51658, 861, 2859174, 4.1)],\n",
" ['Klenteng Gunung Timur',\n",
" 'Sansan Travel',\n",
" 'Sembilantujuh Tour&Travel',\n",
" 'Baneara, Partungko Naginjang',\n",
" 'Puncak Jb',\n",
" 'Pasir Putih Janggawari',\n",
" 'Air Terjun Efrata'])],\n",
" [([(42927, 715, 2535435, 4.0)],\n",
" ['Pt. Jsa Tour & Travel',\n",
" 'Air Terjun Lumban Rang',\n",
" 'Aman Wisata Citra Int. Pt',\n",
" 'Rumah Wisata Sunggal',\n",
" 'Pantai Simallo',\n",
" 'Wisata Pancing Sungai Bedera',\n",
" 'Na Ix-X',\n",
" 'Cafe Goa Kaca'])],\n",
" [([(32862, 548, 2165130, 4.0)],\n",
" ['Niagara Tanjung Raja',\n",
" 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan',\n",
" 'Batu Marhosa',\n",
" 'Wisata Alam Siringo',\n",
" 'Pasir Putih Janggawari',\n",
" 'Bukit Lawang Planet Hijau'])],\n",
" [([(12276, 205, 1404565, 4.0)],\n",
" ['Kolam Pancing Sapat',\n",
" 'Sp.Lau Petundal',\n",
" 'Jembatan Lau Luhung, Gunung Meriah.',\n",
" 'Bukit Lawang Planet Hijau',\n",
" 'Wisata Rekreasi Danau Buatan',\n",
" 'Agrowisata Hidro Aa'])],\n",
" [([(38995, 650, 2391304, 3.9)],\n",
" ['Taman Rekreasi Kong Mah',\n",
" 'Konservasi Sungai Kukam',\n",
" 'Taman Air Percut',\n",
" 'Puncak Santai',\n",
" 'Vania Travel',\n",
" 'Waterfall Pelangi Indah',\n",
" 'Simpang Pantai Monyet',\n",
" 'Bukit Lawang Orangutan Trekking'])],\n",
" [([(29620, 494, 2045391, 4.5)],\n",
" ['Tugu Sitio',\n",
" 'Museum Pusaka Karo - Berastagi',\n",
" 'Deleng Bencirus',\n",
" 'Desa S.Kalangan Ii'])],\n",
" [([(43178, 720, 2546522, 3.4)],\n",
" ['Pondok Wisata Lagundi Samosir',\n",
" 'Taman Air Percut',\n",
" 'Travel Panyabungan Padang',\n",
" 'Aek Saroha',\n",
" 'Taman Bukit Gelanggang'])],\n",
" [([(22637, 377, 1785957, 3.0)],\n",
" ['Air Terjun Simpang Kanan',\n",
" 'Perumahaan Azalea Asri',\n",
" 'Wisata Hutan Mangrove Perpat',\n",
" 'Taman Danau Wisata Bunga Tujuh',\n",
" 'Masjid Raya Al Osmani'])],\n",
" [([(9927, 165, 1315870, 4.0)], ['Bukit Kubu', 'De Hole Laguna'])],\n",
" [([(20653, 344, 1712783, 3.8)],\n",
" ['Hotel Pesona Wisata',\n",
" 'Air Terjun Bah Salak',\n",
" 'Azizi Mosque',\n",
" 'Anugerah Soambaton Beach'])],\n",
" [([(33645, 561, 2193957, 3.9)],\n",
" ['Masjid Agung Islamic Centre Pasir Pengaraian Rohul',\n",
" 'Gapura Wisata Alam Lae Mbilulu',\n",
" 'Menara Pandang Simanindo',\n",
" 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™',\n",
" 'Ambar Onan Runggu',\n",
" 'Aek Milas',\n",
" 'Oyo 1752 Hotel Wisata'])],\n",
" [([(43657, 728, 2564261, 3.9)],\n",
" ['Loket Satu Nusa',\n",
" 'Umbul Ejuk',\n",
" 'Air Terjun Tarunggang',\n",
" 'Huta Bolon',\n",
" 'Aek Sipaulak Hosa Loja',\n",
" 'Bukitlawang Trek',\n",
" 'Permata Asri Stabat'])],\n",
" [([(35850, 598, 2276000, 3.6)],\n",
" ['Alam Wisata Danau Laut Tador',\n",
" 'Water Park Tambunan',\n",
" 'Wisata Taman Merci',\n",
" 'Pantai Cermin Theme Park & Resort Hotel',\n",
" 'Air Terjun Malakkut'])],\n",
" [([(63260, 1054, 3287130, 3.9)],\n",
" ['Pemandu Bukit Lawang',\n",
" 'Wisata Alam Datuk',\n",
" 'Rimba Huta Sikapir',\n",
" 'Sp.Lau Petundal',\n",
" 'Pulau Samosir',\n",
" 'Istana Kerajaan Rokan',\n",
" 'Air Terjun Kemuning'])],\n",
" [([(68090, 1135, 3466739, 3.9)],\n",
" ['Danau Cipogas Rohul',\n",
" 'Air Terjun Taga Hambing',\n",
" 'Air Terjun Aek Godang',\n",
" 'Tugu Marga Silalahi',\n",
" 'Objek Wisata Pantai Ujung Sibolga',\n",
" 'Wisata Dakwah Okura',\n",
" 'Pantai Sikilang',\n",
" 'Sp.Lau Petundal',\n",
" 'Pisang Pelangi'])],\n",
" [([(34632, 577, 2229435, 3.4)],\n",
" ['Taman Wisata Simatahari Indah',\n",
" 'Merci Waterboom',\n",
" 'Air Terjun Pongkar',\n",
" 'Titi Gantung Bridge',\n",
" 'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.'])],\n",
" [([(72837, 1214, 3641913, 3.7)],\n",
" ['Tangkahan',\n",
" 'Museum Simalungun',\n",
" 'Air Terjun Kemuning',\n",
" 'Wisata Pemandian Water Hill',\n",
" 'Pantai Tiram Tapakis',\n",
" 'Perwakilan Mandiri',\n",
" 'Air Terjun Sarasah Kajai',\n",
" 'Replika Istana Serdang'])],\n",
" [([(26280, 438, 1921217, 3.8)],\n",
" ['Lorong Pandan',\n",
" 'Puncak Jb',\n",
" 'Tapian Puti',\n",
" 'Vihara Tri Ratna',\n",
" 'Pantai Paris'])],\n",
" [([(45437, 757, 2628565, 3.9)],\n",
" ['Bayu Lagoon Resto & Taman Rekreasi',\n",
" 'Peceren Karo Village',\n",
" 'Kupu-Kupu Garden Guest House & Cafe',\n",
" 'Waterpark Ria',\n",
" 'Puncak Bukit Manalise Aek Buro',\n",
" 'Pusat Kuliner Kota Sibolga',\n",
" 'Sri Deli Park'])],\n",
" [([(36231, 604, 2289304, 4.0)],\n",
" ['Gedung Nasional Djauli Manik',\n",
" 'Stasiun Binjai',\n",
" 'Jembatan Dalik Lubuk Sikaping',\n",
" 'Pantai Ketam',\n",
" 'Wisata Merci',\n",
" 'Rumah Wisata Sunggal'])],\n",
" [([(47149, 786, 2692870, 3.9)],\n",
" ['Pt. Sky Ocean Travel',\n",
" 'Nice Trans Kisaran',\n",
" 'Pesanggrahan Bung Karno',\n",
" 'Dermaga Silalahi',\n",
" 'Air Terjun Sipitu Tikka',\n",
" 'Laterzhya Zimhuli',\n",
" 'Batu Gajah',\n",
" 'Pemandian Air Panas Goa Ergendang'])],\n",
" [([(23468, 391, 1817000, 4.0)],\n",
" ['Bukit Travel Gibeon',\n",
" 'Kebun Madu Efi',\n",
" 'The Attraction Of Ikan Gadang',\n",
" 'Museum Kota Tebing Tinggi',\n",
" 'Mobil Wisata Medan',\n",
" 'Dairi Regency'])],\n",
" [([(47030, 784, 2688435, 3.6)],\n",
" ['Air Terjun Binanga Bolon',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'Go Adventure Tour & Travel Indonesia',\n",
" 'Wisata Alam \"Panatapan Parupuk Julu\"',\n",
" 'Pantai Maligi',\n",
" 'Bendungan Batang Tongar',\n",
" 'Plta Sipansihaporas'])]]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"initial.listsolution()"
]
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
......
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