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TA13
Commit e69abb9d by Febby Simanjuntak
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finish SA

parent 6133c359
Showing with 2364 additions and 358 deletions
.ipynb_checkpoints/TA13-checkpoint.ipynb
......@@ -202,13 +202,15 @@
"temp = []\n",
"tempat = []\n",
"inputan = []\n",
"TempatWisata = []\n",
"TempatWisata_1 = []\n",
"test = []\n",
"rate = []\n",
"Itinerary = []\n",
"\n",
"# State tempat wisata yang akan di kunjungi\n",
"def generateTempatWisataDataFrame(tell):\n",
" # State tempat wisata yang akan di kunjungi\n",
" TempatWisata = []\n",
" TempatWisata.clear()\n",
" for i in range(randrange(2, 10)):\n",
" x = choice(tell)\n",
" if x not in TempatWisata:\n",
......@@ -219,15 +221,8 @@
"def generateTempatWisataSetJumlah(N):\n",
" arr = df[\"Tempat Wisata\"].sample(N, replace = True)\n",
" TempatWisata_1.append(arr)\n",
" return TempatWisata_1"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
" return TempatWisata_1\n",
"\n",
"def generate(datatempat):\n",
" tempatwisata = generateTempatWisataDataFrame(datatempat)\n",
" return tempatwisata"
......@@ -242,7 +237,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
......@@ -267,19 +262,12 @@
" arr2.append(x+1)\n",
" cek = True\n",
" break\n",
" return arr2\n",
"\n",
"#def getItinerary(tempatwisata):\n",
"# tempat.clear()\n",
"# Itine = generateItinerary(tempatwisata)\n",
"# Encoding = encodingItinerary(Itine)\n",
"# tempat.append((Itine, Encoding))\n",
"# return (tempat)"
" return arr2\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
......@@ -355,7 +343,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
......@@ -390,25 +378,18 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"class random:\n",
" def test(data):\n",
" da = generate(data)\n",
" inn = inputan(da)\n",
" return (inn)\n",
" def test1(data):\n",
"class simeal:\n",
" def test1 (data):\n",
" tempatbaru = []\n",
" tempatbaru.clear()\n",
" da = generate(data)\n",
" inn = inputan(da)\n",
" tempatbaru.append((inn, da))\n",
" return tempatbaru\n",
" \n",
"temp_Case = []\n",
"class simeal:\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",
......@@ -416,163 +397,300 @@
" return x2\n",
" \n",
" def solution():\n",
" temp_Case = []\n",
" data = df[\"Tempat Wisata\"]\n",
" r = random \n",
" T_akhir = 50\n",
" T_akhir = 500\n",
" T_awal = 0.001\n",
" CoolingRate = 0.9\n",
" while T_awal < T_akhir:\n",
" x1 = r.test(data)\n",
" x2 = r.test(data)\n",
" Newstate = simeal.calculate(x1, x2)\n",
" temp_Case.append(Newstate)\n",
" x1 = simeal.test1(data)\n",
" x2 = simeal.test1(data)\n",
" x11 = x1[0][0]\n",
" x22 = x2[0][0]\n",
" Newstate = simeal.calculate(x11, x22)\n",
" if Newstate is x11:\n",
" temp_Case.append(x1)\n",
" else:\n",
" temp_Case.append(x2)\n",
" \n",
" T_akhir = T_akhir * CoolingRate\n",
" \n",
" return temp_Case\n",
" "
"\n",
"class printt:\n",
" def result():\n",
" result_ = simeal.solution()\n",
" print(len(result_), \"\\n\")\n",
" for i in range(len(result_)):\n",
" print(i+1, \" = \",result_[i], \"\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"SA = simeal\n",
"solution = SA.solution()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"103 \n",
"125 \n",
"\n",
"1 = [([(10186, 170, 1326957, 3.5)], ['Lae Simbellen', 'Taman Kebun Bunga èŒ  榀¢ 圀™', 'Sp.Lau Petundal', 'Bendungan Lau Si Meimei'])] \n",
"\n",
"2 = [([(9529, 159, 1302565, 4.0)], ['Dairi Regency', 'Namu Sira-Sira', 'Botanical Samosir'])] \n",
"\n",
"3 = [([(24746, 412, 1863565, 4.0)], ['Pantai Pelawan', 'Air Terjun Nyarai', 'Sialang Batu'])] \n",
"\n",
"4 = [([(11483, 191, 1373522, 3.5)], ['Revolution Heroes Monument', 'Mja Travel', 'Makam Ompung Parmata Sapihak', 'Bagan Percut'])] \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",
"\n",
"6 = [([(3708, 62, 1087478, 3.5)], ['Pantai Pelawan', 'Oyo 1752 Hotel Wisata'])] \n",
"\n",
"7 = [([(13888, 231, 1462217, 4.5)], ['Masjid Al Istiqomah', 'Wisata Madu Aek Nauli'])] \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",
"\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",
"\n",
"10 = [([(30111, 502, 2063130, 3.4)], ['Sidebuk Debuk Thermal Baths Berastagi', 'Pantai Teluk Kerang', 'Warnawarni Stabat', 'Vania Travel', 'Nice Trans Kisaran'])] \n",
"\n",
"11 = [([(27117, 452, 1952261, 4.0)], ['Bukit Gibeon (Yapim Taruna)', 'Museum Lubuk Pakam', 'Wisata Merci', 'Plta Sipansihaporas', 'Monumen Halilintar'])] \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",
"\n",
"13 = [([(9509, 158, 1300348, 4.0)], ['Panorama Uruk Lisang', 'Air Terjun Sigura-Gura', 'Bukit Burung'])] \n",
"\n",
"14 = [([(27791, 463, 1976652, 3.8)], ['Pantai Pulau Putri', 'Letter Z', 'Pt Wisata Habibah Berkah', 'Bukit Suligi', 'Tapian Siri-Siri Syariah'])] \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",
"\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",
"\n",
"17 = [([(8016, 134, 1247130, 4.0)], ['Abadas Jaya', 'Tugu Pahlawan Revolusi', \"Five Star Int'l Travel\", 'Sri Supramaniyam Temple'])] \n",
"\n",
"18 = [([(26032, 434, 1912348, 4.0)], ['Pt. Pmn Travel Bus', 'Sopo Partungkoan', 'Grand Darussalam. Ud', 'Handreva Tour'])] \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",
"\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",
"\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",
"\n",
"22 = [([(35740, 596, 2271565, 3.7)], ['Bukit Lawang Travel', 'Tor Simago-Mago', 'Museum Perkebunan Indonesia', 'Efrata Waterfall', 'Air Terjun Sibabo', 'Pantai Barat'])] \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",
"\n",
"24 = [([(2029, 34, 1025391, 4.5)], ['Berastagi Local Guide', 'Stasiun Binjai'])] \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",
"\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",
"\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",
"\n",
"28 = [([(17939, 299, 1613000, 4.0)], ['Namu Sira-Sira', 'Museum Negeri Sumatera Utara', 'Revolution Heroes Monument', 'Tor Simago-Mago', 'Taman Megawati'])] \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",
"\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",
"\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",
"\n",
"32 = [([(7319, 122, 1220522, 3.5)], ['Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Nice Trans Kisaran'])] \n",
"\n",
"33 = [([(15161, 253, 1511000, 4.0)], ['Pakpak Culture Association (Cgc)', 'Mangrove Tour Lubuk Kertang', 'Air Terjun Nai Sogop'])] \n",
"\n",
"34 = [([(13450, 224, 1446696, 4.0)], ['Desa Adat Ragi Hotang Meat', 'Pantai Barat Natal', 'Air Terjun Ponot'])] \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",
"\n",
"36 = [([(21445, 357, 1741609, 3.8)], ['Air Terjun Gorbus', 'Jembatan Sidikalang Wisata', 'Sibolga Dutch Tunnel', 'Laterzhya Zimhuli', 'Pt. Sky Ocean Travel'])] \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",
"\n",
"38 = [([(7328, 122, 1220522, 3.5)], ['Aek Kanopan', 'Taman Danau Wisata Bunga Tujuh'])] \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",
"\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",
"\n",
"41 = [([(17413, 290, 1593043, 4.5)], ['Desa S.Kalangan Ii', 'Gedung Bks Pps'])] \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",
"\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",
"\n",
"44 = [([(15801, 263, 1533174, 3.3)], ['Alam Wisata Danau Laut Tador', 'Air Terjun Aek Matua', 'Pantai Malaya'])] \n",
"\n",
"45 = [([(16057, 268, 1544261, 4.0)], ['Salib Kasih Tarutung', 'Kantor Po Pinem Bus', 'Bukit Gibeon (Yapim Taruna)'])] \n",
"\n",
"46 = [([(15411, 257, 1519870, 4.0)], ['Air Terjun Sigura Gura', 'Wisata Alam', 'Gapura Wisata Alam Lae Mbilulu', 'Bukit Tara Bunga'])] \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",
"\n",
"48 = [([(4701, 78, 1122957, 4.0)], ['Pertunjukan Tari Sigale Gale', 'Vihara Avalokitesvara'])] \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",
"\n",
"50 = [([(18963, 316, 1650696, 3.8)], ['Kualuh Hulu', 'Wisata Alam Aek Markusasak', 'Puncak Gundaling Brastagi', 'Berastagi Local Guide', 'Bukit Lawang Trip'])] \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",
"\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",
"\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",
"\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",
"\n",
"55 = [([(10321, 172, 1331391, 4.3)], ['The Kaldera', 'Kolam Pancing Sapat', 'Pantai Cermin Theme Park & Resort Hotel'])] \n",
"\n",
"56 = [([(12313, 205, 1404565, 3.5)], ['Taman Air Percut', 'Wisata Pulau Spantiang'])] \n",
"\n",
"57 = [([(5339, 89, 1147348, 4.0)], ['Air Terjun Aek Nabontar', 'Binjai'])] \n",
"\n",
"58 = [([(25730, 429, 1901261, 4.0)], ['Bukit Lawang Planet Hijau', 'Taman Wisata Alam, Pusat Latihan Gajah', 'Wisata Alam Experience Survive Champing'])] \n",
"\n",
"59 = [([(11543, 192, 1375739, 3.7)], ['Merci Waterboom', 'Wisata Pemandian Water Hill', 'Air Terjun Bertala'])] \n",
"\n",
"60 = [([(41115, 685, 2468913, 3.5)], ['Puncak Hoza', 'Pt. Dairi Transport', 'Tugu Air Mancur Sinar Indonesia Baru Petisah', 'Peceren Karo Village'])] \n",
"\n",
"61 = [([(23935, 399, 1834739, 4.2)], ['Pantai Katung Binasi', 'Aek Milas', 'Tugu Sejarah Perjuangan Asahan', 'Ende Holidays', 'Dunia Outbound Camp'])] \n",
"\n",
"62 = [([(19220, 320, 1659565, 4.0)], ['Sopo Partungkoan', 'Pisang Pelangi', 'Tempat Pengasingan Soekarno', 'Titi Gantung Bridge'])] \n",
"\n",
"63 = [([(3818, 64, 1091913, 3.0)], ['Objek Wisata Maggrove Sisarahili Ts', 'Parhallow Viewpoint And Coffee Shop'])] \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",
"\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",
"\n",
"66 = [([(13625, 227, 1453348, 4.0)], ['Pantai Bul Bul', 'Wisata Merci', 'A8 Village', 'Stasiun Binjai'])] \n",
"\n",
"67 = [([(4529, 75, 1116304, 3.5)], ['Wisata Alam Pohon Damai Simempar', 'Vihara Pekong Lima'])] \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",
"\n",
"69 = [([(9561, 159, 1302565, 3.5)], ['Puncak Gundaling Brastagi', 'Hendreva Tour'])] \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",
"\n",
"71 = [([(2815, 47, 1054217, 4.0)], ['Letter Z', 'Samto Aek Rangat'])] \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",
"\n",
"73 = [([(21465, 358, 1743826, 4.2)], ['State Museum Of North Sumatra', 'Kuamang Ujung Gading', 'Saf Travel Indo', 'Revolution Heroes Monument'])] \n",
"\n",
"74 = [([(8316, 139, 1258217, 4.5)], ['Anugerah Soambaton Beach', 'Sibolga Dutch Tunnel'])] \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",
"\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",
"\n",
"77 = [([(3214, 54, 1069739, 4.0)], ['Magic Eye 3d Art Museum', 'Sbv'])] \n",
"\n",
"78 = [([(18136, 302, 1619652, 4.0)], ['Monumen Equator', 'Pesona Alam Panorama Indah. Pt', 'Masjid Agung Sumatera Utara'])] \n",
"\n",
"79 = [([(3762, 63, 1089696, 4.5)], ['Taman Sri Deli', 'Monkey Forest Umar Manik Sibaganding'])] \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",
"\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",
"\n",
"82 = [([(35773, 596, 2271565, 4.2)], ['Pt. Hikmah', 'Air Terjun Kemuning', 'Danau Tao Batang Onang', 'Ende Holidays'])] \n",
"\n",
"83 = [([(21428, 357, 1741609, 4.3)], ['Danau Laut Tinggal', 'Kuamang Ujung Gading', 'Pantai Ketam'])] \n",
"\n",
"84 = [([(11970, 200, 1393478, 3.7)], ['Masjid Agung Kota Binjai', 'Wisata Indonesia Itu Indah', 'Merci Waterboom'])] \n",
"\n",
"85 = [([(15180, 253, 1511000, 4.0)], ['Desa S.Kalangan Ii', 'Danau Teratai'])] \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",
"\n",
"87 = [([(7587, 126, 1229391, 3.0)], ['Balai Datuk Setia Maharaja Negeri Serdang', 'Pantai Pulau Karang'])] \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",
"\n",
"89 = [([(19983, 333, 1688391, 3.7)], ['Luppatan Tali - Tali', \"Five Star Int'l Travel\", 'The Kaldera'])] \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",
"\n",
"91 = [([(23306, 388, 1810348, 4.2)], ['Sansan Travel', 'Pantai Sikabau', 'Bukitlawang Trek', 'Bukit Lawang Planet Hijau'])] \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",
"\n",
"93 = [([(10027, 167, 1320304, 4.0)], ['Gedung Nasional Djauli Manik', 'Karo Regency', 'Masjid Al Istiqomah'])] \n",
"\n",
"94 = [([(15094, 252, 1508783, 4.0)], ['Pantai Pasir Putih Parbaba', 'Pemandian Alam Bendungan Ginbers', 'Tugu Simpang Empat'])] \n",
"\n",
"95 = [([(3937, 66, 1096348, 3.5)], ['Magic Eye 3d Art Museum', 'Kolam Renang Pesona Wisata'])] \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",
"\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",
"\n",
"98 = [([(12934, 216, 1428957, 4.0)], ['Bendungan Batang Tongar', 'Bukit Teletubies', 'Bukit Suligi'])] \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",
"\n",
"100 = [([(19859, 331, 1683957, 4.0)], ['Pantai Bul Bul', 'Kupu-Kupu Garden Guest House & Cafe', 'Sibolga Dutch Tunnel', 'Lapangan Pasir'])] \n",
"\n",
"101 = [([(15424, 257, 1519870, 4.0)], ['Grand Darussalam. Ud', 'Wisata Bendunga Sei Palis', 'Masjid Raya Nur Addin'])] \n",
"\n",
"102 = [([(3177, 53, 1067522, 4.0)], ['Muara Beach Beautiful', 'Rosyid Orangutan Tours'])] \n",
"\n",
"103 = [([(6300, 105, 1182826, 3.3)], ['Hotel Pesona Wisata', 'Danau Teratai', 'Air Terjun Ponot'])] \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",
"\n",
"105 = [([(6510, 108, 1189478, 3.7)], ['Pawan Hot Water', 'Tempat Pengasingan Soekarno', 'Pantai Sorake Nias Selatan'])] \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",
"\n",
"107 = [([(15302, 255, 1515435, 4.0)], ['Pool Bus Intra', 'Air Terjun Aek Godang', 'Taman Mini Travel Langkat'])] \n",
"\n",
"108 = [([(15093, 252, 1508783, 3.7)], ['Perwakilan Mandiri', 'Batu Lobang Sibaganding', 'Pulau Pigago'])] \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",
"\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",
"\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",
"\n",
"112 = [([(13492, 225, 1448913, 3.3)], ['Air Terjun Cirocai Sungai Pandahan', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Wisata Taman Merci'])] \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",
"\n",
"114 = [([(2202, 37, 1032043, 4.0)], ['Bukit Gibeon (Yapim Taruna)', 'Pt Wisata Habibah Berkah'])] \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",
"\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",
"\n",
"117 = [([(14126, 235, 1471087, 4.2)], ['Efrata Waterfall', 'Air Terjun Bertala', 'Welterbeminimini', 'Setia Wisata'])] \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",
"\n",
"119 = [([(33111, 552, 2174000, 3.8)], ['Mester Bukit Lawang (Tour Guide)', 'Puncak Hoza', 'Bukit Travel Gibeon', 'Pantai Kaca', 'Bukit Lawang Trip'])] \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",
"\n",
"121 = [([(40780, 680, 2457826, 3.8)], ['Pt. Dairi Transport', 'Wisata Bah Kulistik', 'Tor Simago-Mago', 'Monumen Equator', 'Puncak Tonang'])] \n",
"\n",
"122 = [([(6528, 109, 1191696, 4.0)], ['Tugu Pahlawan Revolusi', 'Klenteng Gunung Timur'])] \n",
"\n",
"123 = [([(7913, 132, 1242696, 3.5)], ['Pondok Wisata Lagundi Samosir', 'Pantai Sikabau'])] \n",
"\n",
"124 = [([(18208, 303, 1621870, 3.2)], ['Pantai Teluk Kerang', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Beach Island Karang', 'Air Terjun Aek Godang'])] \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",
"\n"
]
},
{
"data": {
"text/plain": [
"[[(13863, 231, 1462217, 3.3)],\n",
" [(89868, 1498, 4271652, 3.8)],\n",
" [(144980, 2416, 6307217, 3.9)],\n",
" [(249405, 4157, 10167696, 3.9)],\n",
" [(261583, 4360, 10617826, 3.9)],\n",
" [(362630, 6044, 14351913, 3.9)],\n",
" [(429363, 7156, 16817652, 3.9)],\n",
" [(505222, 8420, 19620435, 3.9)],\n",
" [(529619, 8827, 20522913, 3.9)],\n",
" [(552620, 9210, 21372174, 3.9)],\n",
" [(622192, 10370, 23944348, 3.9)],\n",
" [(690243, 11504, 26458870, 3.9)],\n",
" [(773862, 12898, 29549913, 3.9)],\n",
" [(827498, 13792, 31532261, 3.9)],\n",
" [(935338, 15589, 35516913, 3.9)],\n",
" [(1031397, 17190, 39066957, 3.9)],\n",
" [(1102689, 18378, 41701217, 3.9)],\n",
" [(1110899, 18515, 42005000, 3.9)],\n",
" [(1161551, 19359, 43876478, 3.9)],\n",
" [(1209299, 20155, 45641522, 3.9)],\n",
" [(1286961, 21449, 48510826, 3.9)],\n",
" [(1351217, 22520, 50885652, 3.9)],\n",
" [(1402482, 23375, 52781522, 3.9)],\n",
" [(1460180, 24336, 54912435, 3.9)],\n",
" [(1483758, 24729, 55783870, 3.9)],\n",
" [(1551133, 25852, 58274000, 3.9)],\n",
" [(1610640, 26844, 60473652, 3.9)],\n",
" [(1635536, 27259, 61393870, 3.9)],\n",
" [(1684344, 28072, 63196609, 3.9)],\n",
" [(1755869, 29264, 65839739, 3.9)],\n",
" [(1813311, 30222, 67964000, 3.9)],\n",
" [(1886629, 31444, 70673652, 3.9)],\n",
" [(1911625, 31860, 71596087, 3.9)],\n",
" [(1955419, 32590, 73214783, 3.9)],\n",
" [(2014036, 33567, 75381174, 3.9)],\n",
" [(2113907, 35232, 79073130, 3.9)],\n",
" [(2164263, 36071, 80933522, 3.9)],\n",
" [(2207604, 36793, 82534478, 3.9)],\n",
" [(2234486, 37241, 83527870, 3.9)],\n",
" [(2265011, 37750, 84656522, 3.9)],\n",
" [(2300444, 38341, 85967000, 3.9)],\n",
" [(2312185, 38536, 86399391, 3.9)],\n",
" [(2325088, 38751, 86876130, 3.9)],\n",
" [(2332362, 38873, 87146652, 3.9)],\n",
" [(2380353, 39673, 88920565, 3.9)],\n",
" [(2391962, 39866, 89348522, 3.9)],\n",
" [(2408957, 40149, 89976043, 3.9)],\n",
" [(2431321, 40522, 90803130, 3.9)],\n",
" [(2432805, 40547, 90858565, 3.9)],\n",
" [(2432805, 40547, 90858565, 3.9)],\n",
" [(2458989, 40983, 91825348, 3.9)],\n",
" [(2497274, 41621, 93240043, 4.0)],\n",
" [(2513098, 41885, 93825435, 4.0)],\n",
" [(2523481, 42058, 94209043, 4.0)],\n",
" [(2528938, 42149, 94410826, 4.0)],\n",
" [(2582968, 43049, 96406478, 4.0)],\n",
" [(2601879, 43365, 97107174, 4.0)],\n",
" [(2654688, 44245, 99058478, 3.9)],\n",
" [(2660983, 44350, 99291304, 3.9)],\n",
" [(2731953, 45533, 101914478, 3.9)],\n",
" [(2737747, 45629, 102127348, 3.9)],\n",
" [(2767939, 46132, 103242696, 3.9)],\n",
" [(2771330, 46189, 103369087, 3.9)],\n",
" [(2799940, 46666, 104426783, 3.9)],\n",
" [(2815276, 46921, 104992217, 3.9)],\n",
" [(2827147, 47119, 105431261, 3.9)],\n",
" [(2827147, 47119, 105431261, 3.9)],\n",
" [(2834867, 47248, 105717304, 3.9)],\n",
" [(2852285, 47538, 106360348, 3.9)],\n",
" [(2862839, 47714, 106750609, 3.9)],\n",
" [(2908762, 48479, 108446913, 3.9)],\n",
" [(2960043, 49334, 110342783, 3.9)],\n",
" [(2987602, 49793, 111360565, 3.9)],\n",
" [(3004256, 50071, 111977000, 3.9)],\n",
" [(3015771, 50263, 112402739, 3.9)],\n",
" [(3062580, 51043, 114132304, 3.9)],\n",
" [(3093976, 51566, 115292000, 3.9)],\n",
" [(3122500, 52042, 116347478, 3.9)],\n",
" [(3127831, 52131, 116544826, 3.9)],\n",
" [(3140669, 52344, 117017130, 3.9)],\n",
" [(3170348, 52839, 118114739, 3.9)],\n",
" [(3188523, 53142, 118786609, 3.9)],\n",
" [(3224568, 53743, 120119261, 3.9)],\n",
" [(3224638, 53744, 120121478, 3.9)],\n",
" [(3224638, 53744, 120121478, 3.9)],\n",
" [(3229621, 53827, 120305522, 3.9)],\n",
" [(3253523, 54225, 121188043, 3.9)],\n",
" [(3268519, 54475, 121742391, 3.9)],\n",
" [(3272466, 54541, 121888739, 3.9)],\n",
" [(3303220, 55054, 123026261, 3.9)],\n",
" [(3374678, 56245, 125667174, 3.9)],\n",
" [(3377774, 56296, 125780261, 3.9)],\n",
" [(3377774, 56296, 125780261, 3.9)],\n",
" [(3388066, 56468, 126161652, 3.9)],\n",
" [(3401549, 56692, 126658348, 3.9)],\n",
" [(3423514, 57059, 127472130, 3.9)],\n",
" [(3449106, 57485, 128416739, 3.9)],\n",
" [(3449150, 57486, 128418957, 3.9)],\n",
" [(3453866, 57564, 128591913, 3.9)],\n",
" [(3471294, 57855, 129237174, 3.9)],\n",
" [(3485213, 58087, 129751609, 3.9)],\n",
" [(3491102, 58185, 129968913, 3.9)],\n",
" [(3491751, 58196, 129993304, 3.9)]]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(len(solution), \"\\n\")\n",
"solution"
"printt.result()"
]
},
{
......@@ -584,27 +702,912 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"#Initial Solution\n",
"class initial:"
"data = df[\"Tempat Wisata\"]\n",
"class initial:\n",
" def solution (data):\n",
" tempatbaru = []\n",
" tempatbaru *= 0\n",
" da = generate(data)\n",
" inn = inputan(da)\n",
" tempatbaru.append((inn, da))\n",
" return tempatbaru\n",
" \n",
" def listsolution():\n",
" list_ = []\n",
" for i in range(150):\n",
" c = initial.solution(data)\n",
" list_.append(c)\n",
" return list_\n",
"\n",
"class iteratedlocalsearch:\n",
" x1 = initial.solution(data)\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": []
"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",
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" '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()"
]
},
{
"cell_type": "markdown",
......
TA13.ipynb
......@@ -202,13 +202,15 @@
"temp = []\n",
"tempat = []\n",
"inputan = []\n",
"TempatWisata = []\n",
"TempatWisata_1 = []\n",
"test = []\n",
"rate = []\n",
"Itinerary = []\n",
"\n",
"# State tempat wisata yang akan di kunjungi\n",
"def generateTempatWisataDataFrame(tell):\n",
" # State tempat wisata yang akan di kunjungi\n",
" TempatWisata = []\n",
" TempatWisata.clear()\n",
" for i in range(randrange(2, 10)):\n",
" x = choice(tell)\n",
" if x not in TempatWisata:\n",
......@@ -219,15 +221,8 @@
"def generateTempatWisataSetJumlah(N):\n",
" arr = df[\"Tempat Wisata\"].sample(N, replace = True)\n",
" TempatWisata_1.append(arr)\n",
" return TempatWisata_1"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
" return TempatWisata_1\n",
"\n",
"def generate(datatempat):\n",
" tempatwisata = generateTempatWisataDataFrame(datatempat)\n",
" return tempatwisata"
......@@ -242,7 +237,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
......@@ -267,19 +262,12 @@
" arr2.append(x+1)\n",
" cek = True\n",
" break\n",
" return arr2\n",
"\n",
"#def getItinerary(tempatwisata):\n",
"# tempat.clear()\n",
"# Itine = generateItinerary(tempatwisata)\n",
"# Encoding = encodingItinerary(Itine)\n",
"# tempat.append((Itine, Encoding))\n",
"# return (tempat)"
" return arr2\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
......@@ -355,7 +343,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
......@@ -390,25 +378,18 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"class random:\n",
" def test(data):\n",
" da = generate(data)\n",
" inn = inputan(da)\n",
" return (inn)\n",
" def test1(data):\n",
"class simeal:\n",
" def test1 (data):\n",
" tempatbaru = []\n",
" tempatbaru.clear()\n",
" da = generate(data)\n",
" inn = inputan(da)\n",
" tempatbaru.append((inn, da))\n",
" return tempatbaru\n",
" \n",
"temp_Case = []\n",
"class simeal:\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",
......@@ -416,163 +397,300 @@
" return x2\n",
" \n",
" def solution():\n",
" temp_Case = []\n",
" data = df[\"Tempat Wisata\"]\n",
" r = random \n",
" T_akhir = 50\n",
" T_akhir = 500\n",
" T_awal = 0.001\n",
" CoolingRate = 0.9\n",
" while T_awal < T_akhir:\n",
" x1 = r.test(data)\n",
" x2 = r.test(data)\n",
" Newstate = simeal.calculate(x1, x2)\n",
" temp_Case.append(Newstate)\n",
" x1 = simeal.test1(data)\n",
" x2 = simeal.test1(data)\n",
" x11 = x1[0][0]\n",
" x22 = x2[0][0]\n",
" Newstate = simeal.calculate(x11, x22)\n",
" if Newstate is x11:\n",
" temp_Case.append(x1)\n",
" else:\n",
" temp_Case.append(x2)\n",
" \n",
" T_akhir = T_akhir * CoolingRate\n",
" \n",
" return temp_Case\n",
" "
"\n",
"class printt:\n",
" def result():\n",
" result_ = simeal.solution()\n",
" print(len(result_), \"\\n\")\n",
" for i in range(len(result_)):\n",
" print(i+1, \" = \",result_[i], \"\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"SA = simeal\n",
"solution = SA.solution()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"103 \n",
"125 \n",
"\n",
"1 = [([(10186, 170, 1326957, 3.5)], ['Lae Simbellen', 'Taman Kebun Bunga èŒ  榀¢ 圀™', 'Sp.Lau Petundal', 'Bendungan Lau Si Meimei'])] \n",
"\n",
"2 = [([(9529, 159, 1302565, 4.0)], ['Dairi Regency', 'Namu Sira-Sira', 'Botanical Samosir'])] \n",
"\n",
"3 = [([(24746, 412, 1863565, 4.0)], ['Pantai Pelawan', 'Air Terjun Nyarai', 'Sialang Batu'])] \n",
"\n",
"4 = [([(11483, 191, 1373522, 3.5)], ['Revolution Heroes Monument', 'Mja Travel', 'Makam Ompung Parmata Sapihak', 'Bagan Percut'])] \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",
"\n",
"6 = [([(3708, 62, 1087478, 3.5)], ['Pantai Pelawan', 'Oyo 1752 Hotel Wisata'])] \n",
"\n",
"7 = [([(13888, 231, 1462217, 4.5)], ['Masjid Al Istiqomah', 'Wisata Madu Aek Nauli'])] \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",
"\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",
"\n",
"10 = [([(30111, 502, 2063130, 3.4)], ['Sidebuk Debuk Thermal Baths Berastagi', 'Pantai Teluk Kerang', 'Warnawarni Stabat', 'Vania Travel', 'Nice Trans Kisaran'])] \n",
"\n",
"11 = [([(27117, 452, 1952261, 4.0)], ['Bukit Gibeon (Yapim Taruna)', 'Museum Lubuk Pakam', 'Wisata Merci', 'Plta Sipansihaporas', 'Monumen Halilintar'])] \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",
"\n",
"13 = [([(9509, 158, 1300348, 4.0)], ['Panorama Uruk Lisang', 'Air Terjun Sigura-Gura', 'Bukit Burung'])] \n",
"\n",
"14 = [([(27791, 463, 1976652, 3.8)], ['Pantai Pulau Putri', 'Letter Z', 'Pt Wisata Habibah Berkah', 'Bukit Suligi', 'Tapian Siri-Siri Syariah'])] \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",
"\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",
"\n",
"17 = [([(8016, 134, 1247130, 4.0)], ['Abadas Jaya', 'Tugu Pahlawan Revolusi', \"Five Star Int'l Travel\", 'Sri Supramaniyam Temple'])] \n",
"\n",
"18 = [([(26032, 434, 1912348, 4.0)], ['Pt. Pmn Travel Bus', 'Sopo Partungkoan', 'Grand Darussalam. Ud', 'Handreva Tour'])] \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",
"\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",
"\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",
"\n",
"22 = [([(35740, 596, 2271565, 3.7)], ['Bukit Lawang Travel', 'Tor Simago-Mago', 'Museum Perkebunan Indonesia', 'Efrata Waterfall', 'Air Terjun Sibabo', 'Pantai Barat'])] \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",
"\n",
"24 = [([(2029, 34, 1025391, 4.5)], ['Berastagi Local Guide', 'Stasiun Binjai'])] \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",
"\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",
"\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",
"\n",
"28 = [([(17939, 299, 1613000, 4.0)], ['Namu Sira-Sira', 'Museum Negeri Sumatera Utara', 'Revolution Heroes Monument', 'Tor Simago-Mago', 'Taman Megawati'])] \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",
"\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",
"\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",
"\n",
"32 = [([(7319, 122, 1220522, 3.5)], ['Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Nice Trans Kisaran'])] \n",
"\n",
"33 = [([(15161, 253, 1511000, 4.0)], ['Pakpak Culture Association (Cgc)', 'Mangrove Tour Lubuk Kertang', 'Air Terjun Nai Sogop'])] \n",
"\n",
"34 = [([(13450, 224, 1446696, 4.0)], ['Desa Adat Ragi Hotang Meat', 'Pantai Barat Natal', 'Air Terjun Ponot'])] \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",
"\n",
"36 = [([(21445, 357, 1741609, 3.8)], ['Air Terjun Gorbus', 'Jembatan Sidikalang Wisata', 'Sibolga Dutch Tunnel', 'Laterzhya Zimhuli', 'Pt. Sky Ocean Travel'])] \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",
"\n",
"38 = [([(7328, 122, 1220522, 3.5)], ['Aek Kanopan', 'Taman Danau Wisata Bunga Tujuh'])] \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",
"\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",
"\n",
"41 = [([(17413, 290, 1593043, 4.5)], ['Desa S.Kalangan Ii', 'Gedung Bks Pps'])] \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",
"\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",
"\n",
"44 = [([(15801, 263, 1533174, 3.3)], ['Alam Wisata Danau Laut Tador', 'Air Terjun Aek Matua', 'Pantai Malaya'])] \n",
"\n",
"45 = [([(16057, 268, 1544261, 4.0)], ['Salib Kasih Tarutung', 'Kantor Po Pinem Bus', 'Bukit Gibeon (Yapim Taruna)'])] \n",
"\n",
"46 = [([(15411, 257, 1519870, 4.0)], ['Air Terjun Sigura Gura', 'Wisata Alam', 'Gapura Wisata Alam Lae Mbilulu', 'Bukit Tara Bunga'])] \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",
"\n",
"48 = [([(4701, 78, 1122957, 4.0)], ['Pertunjukan Tari Sigale Gale', 'Vihara Avalokitesvara'])] \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",
"\n",
"50 = [([(18963, 316, 1650696, 3.8)], ['Kualuh Hulu', 'Wisata Alam Aek Markusasak', 'Puncak Gundaling Brastagi', 'Berastagi Local Guide', 'Bukit Lawang Trip'])] \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",
"\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",
"\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",
"\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",
"\n",
"55 = [([(10321, 172, 1331391, 4.3)], ['The Kaldera', 'Kolam Pancing Sapat', 'Pantai Cermin Theme Park & Resort Hotel'])] \n",
"\n",
"56 = [([(12313, 205, 1404565, 3.5)], ['Taman Air Percut', 'Wisata Pulau Spantiang'])] \n",
"\n",
"57 = [([(5339, 89, 1147348, 4.0)], ['Air Terjun Aek Nabontar', 'Binjai'])] \n",
"\n",
"58 = [([(25730, 429, 1901261, 4.0)], ['Bukit Lawang Planet Hijau', 'Taman Wisata Alam, Pusat Latihan Gajah', 'Wisata Alam Experience Survive Champing'])] \n",
"\n",
"59 = [([(11543, 192, 1375739, 3.7)], ['Merci Waterboom', 'Wisata Pemandian Water Hill', 'Air Terjun Bertala'])] \n",
"\n",
"60 = [([(41115, 685, 2468913, 3.5)], ['Puncak Hoza', 'Pt. Dairi Transport', 'Tugu Air Mancur Sinar Indonesia Baru Petisah', 'Peceren Karo Village'])] \n",
"\n",
"61 = [([(23935, 399, 1834739, 4.2)], ['Pantai Katung Binasi', 'Aek Milas', 'Tugu Sejarah Perjuangan Asahan', 'Ende Holidays', 'Dunia Outbound Camp'])] \n",
"\n",
"62 = [([(19220, 320, 1659565, 4.0)], ['Sopo Partungkoan', 'Pisang Pelangi', 'Tempat Pengasingan Soekarno', 'Titi Gantung Bridge'])] \n",
"\n",
"63 = [([(3818, 64, 1091913, 3.0)], ['Objek Wisata Maggrove Sisarahili Ts', 'Parhallow Viewpoint And Coffee Shop'])] \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",
"\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",
"\n",
"66 = [([(13625, 227, 1453348, 4.0)], ['Pantai Bul Bul', 'Wisata Merci', 'A8 Village', 'Stasiun Binjai'])] \n",
"\n",
"67 = [([(4529, 75, 1116304, 3.5)], ['Wisata Alam Pohon Damai Simempar', 'Vihara Pekong Lima'])] \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",
"\n",
"69 = [([(9561, 159, 1302565, 3.5)], ['Puncak Gundaling Brastagi', 'Hendreva Tour'])] \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",
"\n",
"71 = [([(2815, 47, 1054217, 4.0)], ['Letter Z', 'Samto Aek Rangat'])] \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",
"\n",
"73 = [([(21465, 358, 1743826, 4.2)], ['State Museum Of North Sumatra', 'Kuamang Ujung Gading', 'Saf Travel Indo', 'Revolution Heroes Monument'])] \n",
"\n",
"74 = [([(8316, 139, 1258217, 4.5)], ['Anugerah Soambaton Beach', 'Sibolga Dutch Tunnel'])] \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",
"\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",
"\n",
"77 = [([(3214, 54, 1069739, 4.0)], ['Magic Eye 3d Art Museum', 'Sbv'])] \n",
"\n",
"78 = [([(18136, 302, 1619652, 4.0)], ['Monumen Equator', 'Pesona Alam Panorama Indah. Pt', 'Masjid Agung Sumatera Utara'])] \n",
"\n",
"79 = [([(3762, 63, 1089696, 4.5)], ['Taman Sri Deli', 'Monkey Forest Umar Manik Sibaganding'])] \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",
"\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",
"\n",
"82 = [([(35773, 596, 2271565, 4.2)], ['Pt. Hikmah', 'Air Terjun Kemuning', 'Danau Tao Batang Onang', 'Ende Holidays'])] \n",
"\n",
"83 = [([(21428, 357, 1741609, 4.3)], ['Danau Laut Tinggal', 'Kuamang Ujung Gading', 'Pantai Ketam'])] \n",
"\n",
"84 = [([(11970, 200, 1393478, 3.7)], ['Masjid Agung Kota Binjai', 'Wisata Indonesia Itu Indah', 'Merci Waterboom'])] \n",
"\n",
"85 = [([(15180, 253, 1511000, 4.0)], ['Desa S.Kalangan Ii', 'Danau Teratai'])] \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",
"\n",
"87 = [([(7587, 126, 1229391, 3.0)], ['Balai Datuk Setia Maharaja Negeri Serdang', 'Pantai Pulau Karang'])] \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",
"\n",
"89 = [([(19983, 333, 1688391, 3.7)], ['Luppatan Tali - Tali', \"Five Star Int'l Travel\", 'The Kaldera'])] \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",
"\n",
"91 = [([(23306, 388, 1810348, 4.2)], ['Sansan Travel', 'Pantai Sikabau', 'Bukitlawang Trek', 'Bukit Lawang Planet Hijau'])] \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",
"\n",
"93 = [([(10027, 167, 1320304, 4.0)], ['Gedung Nasional Djauli Manik', 'Karo Regency', 'Masjid Al Istiqomah'])] \n",
"\n",
"94 = [([(15094, 252, 1508783, 4.0)], ['Pantai Pasir Putih Parbaba', 'Pemandian Alam Bendungan Ginbers', 'Tugu Simpang Empat'])] \n",
"\n",
"95 = [([(3937, 66, 1096348, 3.5)], ['Magic Eye 3d Art Museum', 'Kolam Renang Pesona Wisata'])] \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",
"\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",
"\n",
"98 = [([(12934, 216, 1428957, 4.0)], ['Bendungan Batang Tongar', 'Bukit Teletubies', 'Bukit Suligi'])] \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",
"\n",
"100 = [([(19859, 331, 1683957, 4.0)], ['Pantai Bul Bul', 'Kupu-Kupu Garden Guest House & Cafe', 'Sibolga Dutch Tunnel', 'Lapangan Pasir'])] \n",
"\n",
"101 = [([(15424, 257, 1519870, 4.0)], ['Grand Darussalam. Ud', 'Wisata Bendunga Sei Palis', 'Masjid Raya Nur Addin'])] \n",
"\n",
"102 = [([(3177, 53, 1067522, 4.0)], ['Muara Beach Beautiful', 'Rosyid Orangutan Tours'])] \n",
"\n",
"103 = [([(6300, 105, 1182826, 3.3)], ['Hotel Pesona Wisata', 'Danau Teratai', 'Air Terjun Ponot'])] \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",
"\n",
"105 = [([(6510, 108, 1189478, 3.7)], ['Pawan Hot Water', 'Tempat Pengasingan Soekarno', 'Pantai Sorake Nias Selatan'])] \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",
"\n",
"107 = [([(15302, 255, 1515435, 4.0)], ['Pool Bus Intra', 'Air Terjun Aek Godang', 'Taman Mini Travel Langkat'])] \n",
"\n",
"108 = [([(15093, 252, 1508783, 3.7)], ['Perwakilan Mandiri', 'Batu Lobang Sibaganding', 'Pulau Pigago'])] \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",
"\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",
"\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",
"\n",
"112 = [([(13492, 225, 1448913, 3.3)], ['Air Terjun Cirocai Sungai Pandahan', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Wisata Taman Merci'])] \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",
"\n",
"114 = [([(2202, 37, 1032043, 4.0)], ['Bukit Gibeon (Yapim Taruna)', 'Pt Wisata Habibah Berkah'])] \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",
"\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",
"\n",
"117 = [([(14126, 235, 1471087, 4.2)], ['Efrata Waterfall', 'Air Terjun Bertala', 'Welterbeminimini', 'Setia Wisata'])] \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",
"\n",
"119 = [([(33111, 552, 2174000, 3.8)], ['Mester Bukit Lawang (Tour Guide)', 'Puncak Hoza', 'Bukit Travel Gibeon', 'Pantai Kaca', 'Bukit Lawang Trip'])] \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",
"\n",
"121 = [([(40780, 680, 2457826, 3.8)], ['Pt. Dairi Transport', 'Wisata Bah Kulistik', 'Tor Simago-Mago', 'Monumen Equator', 'Puncak Tonang'])] \n",
"\n",
"122 = [([(6528, 109, 1191696, 4.0)], ['Tugu Pahlawan Revolusi', 'Klenteng Gunung Timur'])] \n",
"\n",
"123 = [([(7913, 132, 1242696, 3.5)], ['Pondok Wisata Lagundi Samosir', 'Pantai Sikabau'])] \n",
"\n",
"124 = [([(18208, 303, 1621870, 3.2)], ['Pantai Teluk Kerang', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Beach Island Karang', 'Air Terjun Aek Godang'])] \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",
"\n"
]
},
{
"data": {
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" [(2207604, 36793, 82534478, 3.9)],\n",
" [(2234486, 37241, 83527870, 3.9)],\n",
" [(2265011, 37750, 84656522, 3.9)],\n",
" [(2300444, 38341, 85967000, 3.9)],\n",
" [(2312185, 38536, 86399391, 3.9)],\n",
" [(2325088, 38751, 86876130, 3.9)],\n",
" [(2332362, 38873, 87146652, 3.9)],\n",
" [(2380353, 39673, 88920565, 3.9)],\n",
" [(2391962, 39866, 89348522, 3.9)],\n",
" [(2408957, 40149, 89976043, 3.9)],\n",
" [(2431321, 40522, 90803130, 3.9)],\n",
" [(2432805, 40547, 90858565, 3.9)],\n",
" [(2432805, 40547, 90858565, 3.9)],\n",
" [(2458989, 40983, 91825348, 3.9)],\n",
" [(2497274, 41621, 93240043, 4.0)],\n",
" [(2513098, 41885, 93825435, 4.0)],\n",
" [(2523481, 42058, 94209043, 4.0)],\n",
" [(2528938, 42149, 94410826, 4.0)],\n",
" [(2582968, 43049, 96406478, 4.0)],\n",
" [(2601879, 43365, 97107174, 4.0)],\n",
" [(2654688, 44245, 99058478, 3.9)],\n",
" [(2660983, 44350, 99291304, 3.9)],\n",
" [(2731953, 45533, 101914478, 3.9)],\n",
" [(2737747, 45629, 102127348, 3.9)],\n",
" [(2767939, 46132, 103242696, 3.9)],\n",
" [(2771330, 46189, 103369087, 3.9)],\n",
" [(2799940, 46666, 104426783, 3.9)],\n",
" [(2815276, 46921, 104992217, 3.9)],\n",
" [(2827147, 47119, 105431261, 3.9)],\n",
" [(2827147, 47119, 105431261, 3.9)],\n",
" [(2834867, 47248, 105717304, 3.9)],\n",
" [(2852285, 47538, 106360348, 3.9)],\n",
" [(2862839, 47714, 106750609, 3.9)],\n",
" [(2908762, 48479, 108446913, 3.9)],\n",
" [(2960043, 49334, 110342783, 3.9)],\n",
" [(2987602, 49793, 111360565, 3.9)],\n",
" [(3004256, 50071, 111977000, 3.9)],\n",
" [(3015771, 50263, 112402739, 3.9)],\n",
" [(3062580, 51043, 114132304, 3.9)],\n",
" [(3093976, 51566, 115292000, 3.9)],\n",
" [(3122500, 52042, 116347478, 3.9)],\n",
" [(3127831, 52131, 116544826, 3.9)],\n",
" [(3140669, 52344, 117017130, 3.9)],\n",
" [(3170348, 52839, 118114739, 3.9)],\n",
" [(3188523, 53142, 118786609, 3.9)],\n",
" [(3224568, 53743, 120119261, 3.9)],\n",
" [(3224638, 53744, 120121478, 3.9)],\n",
" [(3224638, 53744, 120121478, 3.9)],\n",
" [(3229621, 53827, 120305522, 3.9)],\n",
" [(3253523, 54225, 121188043, 3.9)],\n",
" [(3268519, 54475, 121742391, 3.9)],\n",
" [(3272466, 54541, 121888739, 3.9)],\n",
" [(3303220, 55054, 123026261, 3.9)],\n",
" [(3374678, 56245, 125667174, 3.9)],\n",
" [(3377774, 56296, 125780261, 3.9)],\n",
" [(3377774, 56296, 125780261, 3.9)],\n",
" [(3388066, 56468, 126161652, 3.9)],\n",
" [(3401549, 56692, 126658348, 3.9)],\n",
" [(3423514, 57059, 127472130, 3.9)],\n",
" [(3449106, 57485, 128416739, 3.9)],\n",
" [(3449150, 57486, 128418957, 3.9)],\n",
" [(3453866, 57564, 128591913, 3.9)],\n",
" [(3471294, 57855, 129237174, 3.9)],\n",
" [(3485213, 58087, 129751609, 3.9)],\n",
" [(3491102, 58185, 129968913, 3.9)],\n",
" [(3491751, 58196, 129993304, 3.9)]]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(len(solution), \"\\n\")\n",
"solution"
"printt.result()"
]
},
{
......@@ -584,27 +702,912 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"#Initial Solution\n",
"class initial:"
"data = df[\"Tempat Wisata\"]\n",
"class initial:\n",
" def solution (data):\n",
" tempatbaru = []\n",
" tempatbaru *= 0\n",
" da = generate(data)\n",
" inn = inputan(da)\n",
" tempatbaru.append((inn, da))\n",
" return tempatbaru\n",
" \n",
" def listsolution():\n",
" list_ = []\n",
" for i in range(150):\n",
" c = initial.solution(data)\n",
" list_.append(c)\n",
" return list_\n",
"\n",
"class iteratedlocalsearch:\n",
" x1 = initial.solution(data)\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": []
"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",
" [([(43920, 732, 2573130, 4.0)],\n",
" ['Great Mosque',\n",
" 'Tanjung Pura',\n",
" 'Puncak Paranginan,Aek Nabirong',\n",
" 'Terminal Berastagi',\n",
" 'Sidebuk Debuk Thermal Baths Berastagi',\n",
" 'Puncak Hoza',\n",
" 'Alun Alun Kota Kisaran',\n",
" 'Kampung Kuliner'])],\n",
" [([(28141, 469, 1989957, 3.8)],\n",
" ['Tugu Pahlawan Revolusi',\n",
" 'Pemandian Alam Bolang',\n",
" 'Pantai Sorake Nias Selatan',\n",
" 'Travel Panyabungan Padang'])],\n",
" [([(3302, 55, 1071957, 4.0)], ['Pulau Poncan', 'Masjid Al Istiqomah'])],\n",
" [([(17034, 284, 1579739, 4.0)],\n",
" ['Sibio-Bio Advanture Park',\n",
" 'Pesona Alam Panorama Indah. Pt',\n",
" 'Sini Suka Natural Bath Sibiru-Biru',\n",
" 'Pantai Maligi'])],\n",
" [([(33730, 562, 2196174, 3.6)],\n",
" ['Perumahaan Azalea Asri',\n",
" 'Lau Bengkelade',\n",
" 'Bair Falls',\n",
" 'Perhadtian Air Panas Taman Wisata Sibayak',\n",
" 'Kebun Binatang Simalingkar Medan'])],\n",
" [([(4813, 80, 1127391, 3.0)],\n",
" ['Taman Wisata Alam, Pusat Latihan Gajah',\n",
" 'Objek Wisata Maggrove Sisarahili Ts',\n",
" 'Bendungan Batang Tongar'])],\n",
" [([(29370, 490, 2036522, 4.0)],\n",
" ['Air Terjun Kemuning',\n",
" 'Masjid Raya Al Osmani',\n",
" 'Tugu Air Bangis',\n",
" 'Air Terjun Gorbus'])],\n",
" [([(40866, 681, 2460043, 3.8)],\n",
" ['Wisata Alam Datuk',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'Lubuk Larangan Desa Padang Bulan',\n",
" 'Kantor Po Pinem Bus',\n",
" 'Objek Wisata Patamuan',\n",
" 'Lau Gendang,Wisata Gua'])],\n",
" [([(28655, 478, 2009913, 3.6)],\n",
" ['Lake Toba Viewpoint',\n",
" 'Bekas Istana Kesultanan Asahan',\n",
" 'Parhonasan (Kebun Nenas) Sidumpe Anturi',\n",
" 'Replika Pagoda Shwedagon',\n",
" 'Objek Wisata Budaya Batu Kursi Raja Siallagan',\n",
" 'Salib Kasih Tarutung',\n",
" 'Tugu Jeruk Berastagi'])],\n",
" [([(18160, 303, 1621870, 4.0)],\n",
" ['Lake Toba Viewpoint', 'Simonis', 'Tugu Air Mancur Majestik'])],\n",
" [([(25413, 424, 1890174, 3.7)],\n",
" ['Museum Kota Tebing Tinggi', 'Wisata Air Parsariran', 'Handreva Tour'])],\n",
" [([(18190, 303, 1621870, 4.3)],\n",
" ['Tugu Jeruk Berastagi', 'Wisata Air Parsariran', 'Telagah'])],\n",
" [([(23764, 396, 1828087, 4.0)],\n",
" ['Bersama Travel', 'Pantai Tiram Tapakis', 'Romance Padi Perbaungan'])],\n",
" [([(9790, 163, 1311435, 3.5)],\n",
" ['Pantai Bukit Malintang Buburan', 'Water Park Tambunan'])],\n",
" [([(42487, 708, 2519913, 4.2)],\n",
" ['Danau Sipogas',\n",
" 'Air Terjun Kemuning',\n",
" 'Air Terjun Gorbus',\n",
" 'Kuil Shri Mariamman',\n",
" 'Aek Malapari'])],\n",
" [([(22548, 376, 1783739, 4.0)],\n",
" ['Danau Laut Tinggal',\n",
" 'Zam Zam Prima Persada. Pt',\n",
" 'Air Terjun Aek Matua',\n",
" 'Tour Guide,Tarna Sagala.German &Dutch Speaking',\n",
" 'Air Terjun Nyarai'])],\n",
" [([(38404, 640, 2369130, 4.2)],\n",
" ['Uruk Ndaholi',\n",
" 'Air Terjun Gorbus',\n",
" 'Batu Gajah',\n",
" 'Air Terjun Cirocai Sungai Pandahan',\n",
" 'Masjid Agung Kota Binjai'])],\n",
" [([(26808, 447, 1941174, 3.7)],\n",
" ['Plta Sipansihaporas', 'Lau Teba Langkat', 'Alun Alun Lubuk Sikpaing'])],\n",
" [([(5733, 96, 1162870, 4.0)], ['Stabat', 'Samto Aek Rangat'])],\n",
" [([(31512, 525, 2114130, 3.9)],\n",
" ['Taman Mejuah-Juah',\n",
" 'Pasar Kaget Kota Binjai',\n",
" 'Batu Gantung',\n",
" 'Samto Aek Rangat',\n",
" 'Pisang Pelangi',\n",
" 'Lau Perkoh',\n",
" 'Tempat Pengasingan Soekarno'])],\n",
" [([(5155, 86, 1140696, 2.0)],\n",
" ['Kuta Sukareme', 'Alam Wisata Danau Laut Tador'])],\n",
" [([(37519, 625, 2335870, 4.1)],\n",
" ['Kolam Pancing Sapat',\n",
" 'Jembatan Lae Pandaroh',\n",
" 'Pantai Barat Natal',\n",
" 'Toddler Garden Binjai',\n",
" 'Pesanggrahan Bung Karno',\n",
" 'Rumah Makan Irian',\n",
" 'Saf Travel Indo',\n",
" 'Romance Padi Perbaungan'])],\n",
" [([(5883, 98, 1167304, 4.5)], ['Medan City Tour', 'Batu Gantung'])],\n",
" [([(32964, 549, 2167348, 4.1)],\n",
" ['Botanical Samosir',\n",
" 'Biro Jasa',\n",
" 'Air Terjun Sigura Gura',\n",
" 'Twa Lau Debuk-Debuk',\n",
" 'Plta Sipansihaporas',\n",
" 'Pakkodian Toba',\n",
" 'Taman Mutiara Selat Malaka'])],\n",
" [([(10773, 180, 1349130, 4.0)],\n",
" ['Air Terjun Aek Nabontar',\n",
" 'Pantai Cermin Theme Park & Resort Hotel',\n",
" 'Tugu Becak Bsa Siantar',\n",
" 'Menara Tirtanadi'])],\n",
" [([(6132, 102, 1176174, 3.7)],\n",
" ['Gundaling', 'Air Terjun Sitiotio', 'Counters Kupj Simpang Sei Kopas'])],\n",
" [([(58386, 973, 3107522, 4.0)],\n",
" ['Pantai Batu Rusa',\n",
" 'Mangrove Tour Lubuk Kertang',\n",
" 'Bukit Teletubies',\n",
" 'Peceren Karo Village',\n",
" 'Musala Waterfall',\n",
" 'Air Terjun Saringgana'])],\n",
" [([(3579, 60, 1083043, 4.0)], ['Bukit Lawang Guide', 'Tugu Marga Silalahi'])],\n",
" [([(43091, 718, 2542087, 3.5)],\n",
" ['Romance Padi Perbaungan',\n",
" 'Toddler Garden Binjai',\n",
" 'Bagan Percut',\n",
" 'Bukit Lawang Ecotourism & Ecoproject',\n",
" 'Jembatan Lau Luhung, Gunung Meriah.',\n",
" 'Objek Wisata Maggrove Sisarahili Ts',\n",
" 'Pasir Putih Janggawari',\n",
" 'Pemandian Sidamanik'])],\n",
" [([(46798, 780, 2679565, 4.2)],\n",
" ['Aek Saroha',\n",
" 'Pulau Pigago',\n",
" 'Air Terjun Tarunggang',\n",
" 'Aek Malapari',\n",
" 'Terminal Berastagi',\n",
" 'T.Garden'])],\n",
" [([(47073, 785, 2690652, 4.1)],\n",
" ['Lau Bingai',\n",
" 'Binjai',\n",
" 'State Museum Of North Sumatra',\n",
" 'Wisata Pulau Spantiang',\n",
" 'Bukit Senyum',\n",
" 'Istana Kerajaan Rokan',\n",
" 'Museum Pusaka Karo - Berastagi'])],\n",
" [([(53438, 891, 2925696, 4.0)],\n",
" ['Pemandu Bukit Lawang',\n",
" 'Bayu Lagoon Resto & Taman Rekreasi',\n",
" 'Pantai Simallo',\n",
" 'Kisaran Kota',\n",
" 'Sibio-Bio Adventure Park',\n",
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" 'Pantai Maligi',\n",
" 'Bendungan Batang Tongar',\n",
" 'Plta Sipansihaporas'])]]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"initial.listsolution()"
]
},
{
"cell_type": "markdown",
......
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