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TA13
Commit 4c1eac98 by Febby Simanjuntak
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ILS Implemen

parent ae9fa47a
Showing with 100 additions and 618 deletions
.ipynb_checkpoints/TA13-checkpoint.ipynb
......@@ -433,310 +433,7 @@
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"147 \n",
"\n",
"1 = [([(40281, 671, 2437870, 3.7)], ['Zam Zam Prima Persada. Pt', 'Danau Laut Tinggal', 'Bekas Istana Kesultanan Asahan', 'Wisata Pancing Sungai Bedera', 'Air Terjun Pongkar', 'Pemandian Alam Bendungan Ginbers'])] \n",
"\n",
"2 = [([(4209, 70, 1105217, 4.0)], ['Loket Bus Bintang Utara', 'Perkebunan Londut'])] \n",
"\n",
"3 = [([(24983, 416, 1872435, 3.9)], ['Viewpoint Of Tuktuk Peninsula', 'Toddler Garden Binjai', 'Zam Zam Prima Persada. Pt', 'Pantai Bul Bul', 'Pantai La Terzhia Zhimehuli', 'The Le Hu Garden', 'Gang Bengkok Old Mosque'])] \n",
"\n",
"4 = [([(7626, 127, 1231609, 4.0)], ['Pantai Pasir Putih', 'Pisang Pelangi', 'Konservasi Sungai Kukam'])] \n",
"\n",
"5 = [([(32917, 549, 2167348, 4.0)], ['Tao Lake Rod Onang', 'Tanah Lapang Merdeka Binjai', 'Ambar Onan Runggu', 'Bukit Senyum', 'Pantai Ketam'])] \n",
"\n",
"6 = [([(16159, 269, 1546478, 3.5)], ['Air Terjun Pelangi Indah', 'Romance Padi Perbaungan', 'Kebun Binatang Simalingkar Medan', 'Pantai Teluk Kerang', 'Magic Eye 3d Art Museum', 'Bukit Burung'])] \n",
"\n",
"7 = [([(14054, 234, 1468870, 4.0)], ['Air Terjun Efrata', 'Batang Gadis National Park', 'Air Terjun Lumban Rang'])] \n",
"\n",
"8 = [([(517, 9, 969957, 3.5)], ['Pemandian Air Panas Sibayak Mardinding Julu', 'Tugu Pramuka'])] \n",
"\n",
"9 = [([(3840, 64, 1091913, 4.0)], ['Kisaran Kota', 'Pusat Informasi Geopark Kaldera Toba Sigulatti'])] \n",
"\n",
"10 = [([(4330, 72, 1109652, 3.5)], ['Kampung Kuliner', 'Alam Wisata Danau Laut Tador'])] \n",
"\n",
"11 = [([(3210, 54, 1069739, 4.0)], ['Air Travel Parsariran', 'Halo Angso Duo Pratama Bro. Pt'])] \n",
"\n",
"12 = [([(28226, 470, 1992174, 4.0)], ['Pulau Malau', 'Revolution Heroes Monument', 'Tor Simago-Mago', 'Tobasa', 'Taman Gajah Mada'])] \n",
"\n",
"13 = [([(4503, 75, 1116304, 4.3)], ['Ikan Larangan Lubuak Landua', 'Perkebunan Londut', 'Plta Sipansihaporas'])] \n",
"\n",
"14 = [([(42692, 712, 2528783, 3.6)], ['Frog Rock Tour', 'Berastagi', 'Wisata Makam Papan Tinggi Barus', 'Wisata Pemandian Water Hill', 'Air Terjun Lumban Rang', 'Air Terjun Sibabo', 'Stabat', 'Cis Tour & Travel', 'Dairi Regency'])] \n",
"\n",
"15 = [([(28076, 468, 1987739, 4.2)], ['Lau Bingai', 'Air Terjun Baburai', 'Kolam Renang Air Panas Mardinding Tiga Rasa', 'Merci Waterboom', 'Binjai', 'Pasar Tomok', 'Taman Cadika Pramuka', 'Dairi Regency'])] \n",
"\n",
"16 = [([(8593, 143, 1267087, 4.0)], ['Museum Deli Serdang', 'De Hole Laguna'])] \n",
"\n",
"17 = [([(30353, 506, 2072000, 3.3)], ['Pemandian Air Panas Huta Raja', 'Pantai Pasir Putih Parbaba', 'Tapian Siri-Siri Syariah', 'Permata Asri Stabat', 'Air Terjun Linggahara-Rantau Prapat', 'Kebun Binatang Simalingkar Medan'])] \n",
"\n",
"18 = [([(32085, 535, 2136304, 4.2)], ['Wisata Alam Pondok Biru', 'Bukitlawang Trek', 'Wisata Taman Merci', 'Istana Kerajaan Rokan', 'North Namu Ukur'])] \n",
"\n",
"19 = [([(26287, 438, 1921217, 3.6)], ['Air Terjun Tarunggang', 'Air Terjun Sigura-Gura', 'Vihara Gunung Timur', 'Tugu Becak Bsa Siantar', 'Sampuren Tutuen Sige', 'Grand Darussalam. Ud', 'Wisata Pemandian Water Hill', 'Alam Wisata Danau Laut Tador'])] \n",
"\n",
"20 = [([(49938, 832, 2794870, 4.1)], ['Asahan Regency', 'Vihara Gunung Timur', 'Gedung Mabmi', 'Connectingjungle', 'Taman Kota Tanjungbalai', 'Magic Eye 3d Art Museum', 'Pantai Sikabau', 'Letter Z'])] \n",
"\n",
"21 = [([(43274, 721, 2548739, 3.7)], ['Elsasya Utama', 'Lokasi Wisata Pemandian Air Panas Sipoholon', 'Objek Wisata Pantai Ujung Sibolga', 'Taman Edukasi Binjai', 'Pemandian Air Panas - Batu Bara ( 50 )', 'Anugerah Soambaton Beach', 'Batu Gantung', 'Aek Sipaulak Hosa Loja', 'Sitinjo'])] \n",
"\n",
"22 = [([(33880, 565, 2202826, 4.0)], ['Pantai Pasir Putih Parbaba', 'Welterbeminimini', 'North Namu Ukur', 'Bakarang Simalem', 'Bukit Senyum', 'Laterzhya Zimhuli', 'Tirtanadi Tower', 'Monumen Halilintar'])] \n",
"\n",
"23 = [([(14854, 248, 1499913, 4.0)], ['Taman Sri Deli', 'Tourism Kuala Paret', 'Istana Kerajaan Rokan'])] \n",
"\n",
"24 = [([(12653, 211, 1417870, 4.0)], ['Lapangan Tengku Amir Hamzah Stabat', 'Mmtc Walking Street', 'Karo Regency'])] \n",
"\n",
"25 = [([(18937, 316, 1650696, 3.3)], ['Mja Travel', 'Pemandian Air Panas Goa Ergendang', 'Mangrove Tour Lubuk Kertang'])] \n",
"\n",
"26 = [([(1591, 27, 1009870, 3.5)], ['Simpang Bantoon', 'Tapian Siri-Siri Syariah'])] \n",
"\n",
"27 = [([(7930, 132, 1242696, 4.2)], ['Medan City Tour', 'Bukit Tara Bunga', 'Masjid Agung Sumatera Utara', 'Museum Lubuk Pakam'])] \n",
"\n",
"28 = [([(22648, 377, 1785957, 4.0)], ['Monumen Halilintar', 'Air Terjun Kemuning'])] \n",
"\n",
"29 = [([(16601, 277, 1564217, 4.0)], ['Alaman Bolak Padang Nadimpu', 'Setia Wisata', 'Lau Perkoh'])] \n",
"\n",
"30 = [([(35673, 595, 2269348, 3.9)], ['Air Terjun Aek Godang', 'Pantai Pongkar', 'Aek Sipaulak Hosa Loja', 'Terminal Berastagi', 'Jembatan Sidikalang Wisata', 'Pt. Hikmah', 'Pasir Putih Janggawari'])] \n",
"\n",
"31 = [([(48126, 802, 2728348, 3.8)], ['Balai Datuk Setia Maharaja Negeri Serdang', 'Pantai Pasir Putih', 'Samto Aek Rangat', 'Perumahaan Azalea Asri', 'Wisata Bendunga Sei Palis', 'Rm Batunadua Indah', 'Taman Pesona Asri', 'Pt. Npm Perwakilan On Bus'])] \n",
"\n",
"32 = [([(34328, 572, 2218348, 4.2)], ['Beach Island Karang', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Taman Bukit Gelanggang', 'Puncak Anai', 'Pantai Pasir Putih Parbaba', 'Sumur Tua'])] \n",
"\n",
"33 = [([(23595, 393, 1821435, 4.2)], ['Laterzhya Zimhuli', 'Puncak Gundaling Brastagi', 'Bersama Travel', 'Simpang Bantoon', 'Efrata Waterfall', 'Istana Kerajaan Rokan'])] \n",
"\n",
"34 = [([(5436, 91, 1151783, 3.0)], ['Hotel Pesona Wisata', 'Air Panas Simolap'])] \n",
"\n",
"35 = [([(19283, 321, 1661783, 3.2)], ['Bagan Percut', 'Aek Saroha', 'Travel Panyabungan Padang', 'Alam Wisata Danau Laut Tador'])] \n",
"\n",
"36 = [([(9790, 163, 1311435, 4.0)], ['Bakarang Simalem', 'Halo Angso Duo Pratama Bro. Pt'])] \n",
"\n",
"37 = [([(12580, 210, 1415652, 4.0)], ['Mangrove Tour Lubuk Kertang', 'Pulau Malau', 'Stabat', 'Salib Kasih Tarutung'])] \n",
"\n",
"38 = [([(36759, 613, 2309261, 3.8)], ['Mesjid Raya Al-Abror', 'Taman Kota Salak (Tugu Salak)', 'West Kisaran', 'Bendungan Lau Si Meimei', 'Jembatan Tano Ponggol', 'Langkat Regency'])] \n",
"\n",
"39 = [([(24837, 414, 1868000, 4.2)], ['Sopo Tinjak', 'Sansan Travel', 'Pasir Putih Janggawari', 'Fortress Seven Layer', 'Panatapan Sileme-Leme'])] \n",
"\n",
"40 = [([(25220, 420, 1881304, 3.0)], ['Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Air Terjun Sarasah Kajai', 'Berastagi', 'Mora Indah', 'Rosyid Orangutan Tours'])] \n",
"\n",
"41 = [([(10569, 176, 1340261, 4.7)], ['Aek Malapari', 'Taman Mutiara Selat Malaka', 'Winter Holidays'])] \n",
"\n",
"42 = [([(18461, 308, 1632957, 4.0)], ['Air Travel Parsariran', 'Objek Wisata Luak Gadang, Guguak Rang Pisang', 'Monkey Forest Umar Manik Sibaganding', 'Bekancan River'])] \n",
"\n",
"43 = [([(26084, 435, 1914565, 4.0)], ['Masjid Agung Islamic Centre Pasir Pengaraian Rohul', 'Peceren Karo Village', 'Bukit Suligi', 'Namu Sira-Sira'])] \n",
"\n",
"44 = [([(23771, 396, 1828087, 4.0)], ['Museum Pusaka Karo - Berastagi', 'Musala Waterfall', 'Gedung Bks Pps'])] \n",
"\n",
"45 = [([(59149, 986, 3136348, 3.9)], ['Amarjun Wisata', 'Dokter Travel', 'Mobil Wisata Medan', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Sibolga Dutch Tunnel', 'Taman Balita Kota Binjai', 'Mja Travel', 'Wisata Pancing Sungai Bedera'])] \n",
"\n",
"46 = [([(17568, 293, 1599696, 3.8)], ['Taman Bunga', 'Air Terjun Lenggo Geni', 'Stabat', 'Taman Air Percut'])] \n",
"\n",
"47 = [([(9060, 151, 1284826, 4.0)], ['Air Terjun Lenggo Geni', 'Aek Milas'])] \n",
"\n",
"48 = [([(28268, 471, 1994391, 3.6)], ['Tanah Lapang Merdeka Binjai', 'Makam Ompung Parmata Sapihak', 'Air Terjun Lembah Sipogas', 'Penangkaran Buaya Asam Kumbang', 'Pt Pelangi Wisata', 'Bukik Posuak Maek', 'Tangkahan', 'Museum Simalungun'])] \n",
"\n",
"49 = [([(30957, 516, 2094174, 3.8)], ['Taman Edukasi Binjai', 'Tugu Pramuka', 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™', 'Tirtanadi Tower', 'Pesanggrahan Bung Karno', 'Cafe Goa Kaca', 'Musala Waterfall', 'Air Terjun Bah Salak'])] \n",
"\n",
"50 = [([(36220, 604, 2289304, 4.0)], ['Tahura (Taman Hutan Raya)', 'Air Terjun Betala', 'Ambar Onan Runggu', 'Biro Jasa', 'Pantai Cermin Theme Park & Resort Hotel', 'Pusat Informasi Geopark Kaldera Toba Sigulatti', 'Gedung Nasional Djauli Manik', 'Penatapan Pamah Simelir'])] \n",
"\n",
"51 = [([(54615, 910, 2967826, 4.0)], ['Uruk Ndaholi', 'Sialang Batu', 'Air Terjun Betala', 'Pertunjukan Tari Sigale Gale', 'Efrata Waterfall', 'Air Terjun Gorbus', 'Bekas Istana Kesultanan Asahan', 'Binjai', 'Hotel Wisata Indah'])] \n",
"\n",
"52 = [([(44950, 749, 2610826, 4.3)], ['Baneara, Partungko Naginjang', 'Bagan Percut', 'Sembilantujuh Tour&Travel', 'Tapian Puti', 'Tour Accomodation', 'Monkey Forest Umar Manik Sibaganding', 'Bukit Tara Bunga'])] \n",
"\n",
"53 = [([(9691, 162, 1309217, 3.7)], ['Bekancan River', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Parhallow Viewpoint And Coffee Shop'])] \n",
"\n",
"54 = [([(22902, 382, 1797043, 3.8)], ['Saf Travel Indo', 'Alam Wisata Danau Laut Tador', 'Pemandian Alam Bendungan Ginbers', 'North Labuhanbatu Regency', 'Pt. Hikmah', 'Tobasa'])] \n",
"\n",
"55 = [([(71926, 1199, 3608652, 3.8)], ['Air Terjun Efrata', 'Patung Dewi Kwan Im', 'Danau Sipogas', 'Pantai Malaya', 'Pool Bus Intra', 'Air Terjun Sampuran Widuri', 'Merci Waterboom', 'Pemandian Sidamanik', 'Sini Suka Natural Bath Sibiru-Biru'])] \n",
"\n",
"56 = [([(44313, 739, 2588652, 4.3)], ['Bendungan Batang Tongar', 'Gang Bengkok Old Mosque', 'Mester Bukit Lawang (Tour Guide)', 'Bukit Lawang Day Trek', 'Air Terjun Lenggo Geni', 'Pemandian Alam Loknya', 'Bukit Suligi'])] \n",
"\n",
"57 = [([(33758, 563, 2198391, 3.9)], ['Sumatra Jungle Trek', 'Kolam Renang Pesona Wisata', 'Taman Selfie', 'Amarjun Wisata', 'Sansan Travel', 'Delta', 'Taman Alamta Jaya'])] \n",
"\n",
"58 = [([(44743, 746, 2604174, 3.6)], ['Wisata Alam Aek Sordang', 'Abadas Jaya', 'Objek Wisata Maggrove Sisarahili Ts', 'Simanimbo Waterfall', 'Bukit Kubu', 'Pusat Kuliner Kota Sibolga', 'Tapian Siri-Siri Syariah', 'Landak River'])] \n",
"\n",
"59 = [([(26637, 444, 1934522, 4.0)], ['Viewpoint Of Tuktuk Peninsula', 'Taman Remaja Binjai', 'Tugu Jeruk Berastagi'])] \n",
"\n",
"60 = [([(762, 13, 978826, 3.5)], ['Pemandian Alam Bendungan Ginbers', 'Pemandian Alam Tirta Sayum Sabah'])] \n",
"\n",
"61 = [([(25351, 423, 1887957, 3.6)], ['Taman Air Percut', 'Delta', 'Bukik Posuak Maek', 'Pantai Pulau Putri', 'A8 Village'])] \n",
"\n",
"62 = [([(31559, 526, 2116348, 3.8)], ['Taman Edukasi Binjai', 'Taman Rekreasi Kong Mah', 'Alaman Bolak Padang Nadimpu', 'Aek Sipaulak Hosa Loja', 'Welterbeminimini', 'Bukik Posuak Maek'])] \n",
"\n",
"63 = [([(19209, 320, 1659565, 3.8)], ['Masjid Raya', 'Wisata Agro Kopi Karo', 'Oyo 1752 Hotel Wisata', 'Wisata Alam Siringo', 'Jln Dusun Lauseridi', 'Bukit Lawang Guide'])] \n",
"\n",
"64 = [([(26554, 443, 1932304, 4.7)], ['Wisata Air Parsariran', 'Awaliyah Tour And Travel', 'Bukit Lawang Explore'])] \n",
"\n",
"65 = [([(17354, 289, 1590826, 3.9)], ['Wisata Bah Kulistik', 'A8 Village', 'Bandar Pulau', 'Museum Negeri Sumatera Utara', 'Nature Baths Gantang Rani', 'Bukit Kubu', 'Pemandian Pulau Batu (Pulbat)'])] \n",
"\n",
"66 = [([(36919, 615, 2313696, 4.0)], ['Parks West Coast', 'Taman Remaja Binjai', 'Pesanggrahan Bung Karno', 'Pantai Bul Bul', 'Pantai Maligi', 'Air Terjun Sigarattung ( Sampuran Na Pitu)'])] \n",
"\n",
"67 = [([(5247, 87, 1142913, 3.5)], ['Panatapan Sileme-Leme', 'Hendreva Tour'])] \n",
"\n",
"68 = [([(15141, 252, 1508783, 3.8)], ['Biro Jasa', 'Air Terjun Tarunggang', 'Bukit Travel Gibeon', 'Bukit Kininduma Simantas'])] \n",
"\n",
"69 = [([(52947, 882, 2905739, 4.0)], ['Bahal Temple I', 'Lapangan Pasir Tanjung Balai', 'Mora Indah', 'Pantai Kenangan', 'Air Terjun Sempugen', 'Putri Cahaya Travel', 'Umbul Ejuk', 'Air Soda Kabupaten Karo'])] \n",
"\n",
"70 = [([(18780, 313, 1644043, 4.3)], ['Old City Hall', 'Air Terjun Kemuning'])] \n",
"\n",
"71 = [([(15290, 255, 1515435, 3.3)], ['Air Terjun Linggahara-Rantau Prapat', 'Taman Remaja Binjai', 'Pantai Teluk Kerang'])] \n",
"\n",
"72 = [([(26508, 442, 1930087, 3.3)], ['Taman Wisata Alam, Pusat Latihan Gajah', 'Waterpark Ria', 'Museum Lubuk Pakam'])] \n",
"\n",
"73 = [([(29673, 495, 2047609, 3.7)], ['Taman Balita Kota Binjai', 'Mja Travel', 'Air Terjun Sigura Gura', 'Pemandian Air Panas Tirto Kencono', 'Jembatan Poriaha', 'Taman Rekreasi Kong Mah'])] \n",
"\n",
"74 = [([(41638, 694, 2488870, 3.2)], ['Kuta Sukareme', 'Danau Tao Batang Onang', 'Pinang City', 'Mandailing Natal Regency', 'Siregar Aek Nalas'])] \n",
"\n",
"75 = [([(20471, 341, 1706130, 4.1)], ['Masjid Raya', 'Berastagi Local Guide', 'Nature Baths Gantang Rani', 'Bukit Lawang Guide', 'Pulau Samosir', 'Aek Milas Paringgonan Sibuhuan', 'Wisata Alam Pohon Damai Simempar'])] \n",
"\n",
"76 = [([(23699, 395, 1825870, 3.6)], ['Bagan Percut', 'Gundaling', 'Air Terjun Betala', 'Binjai', 'Sitinjo', 'Air Terjun Simonang Monang', 'Dunia Outbound Camp', 'Tapian Puti'])] \n",
"\n",
"77 = [([(71360, 1189, 3586478, 3.7)], ['Pantai Malaya', 'Bukit Burung', 'Wisata Pulau Spantiang', 'Pantai Ketam', 'Sibio-Bio Advanture Park', 'Tugu Air Bangis', 'Jembatan Tano Ponggol', 'Jembatan Poriaha', 'Sumatra Orangutan Tours & Holidays'])] \n",
"\n",
"78 = [([(56354, 939, 3032130, 3.6)], ['Tour Accomodation', 'Perhadtian Air Panas Taman Wisata Sibayak', 'Pt. Jsa Tour & Travel', 'Pantai Tiram Tapakis', 'Kuta Sukareme', 'Garunggang', 'Vihara Avalokitesvara', 'Jembatan Dalik Lubuk Sikaping'])] \n",
"\n",
"79 = [([(16527, 275, 1559783, 4.0)], ['Sidebuk Debuk Thermal Baths Berastagi', 'Saf Travel Indo', 'Tugu Kol', 'Wisata Alam Pondok Biru', 'Air Terjun Sampuran Widuri', 'Wisata Hutan Mangrove Perpat', 'Air Terjun Sigura-Gura'])] \n",
"\n",
"80 = [([(4481, 75, 1116304, 3.5)], ['Pt. Raya Utama Travel', 'Pemandian Alam Bendungan Ginbers'])] \n",
"\n",
"81 = [([(24733, 412, 1863565, 4.0)], ['Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan', 'Air Terjun Lumban Rang', 'Biro Jasa', 'Objek Wisata Patamuan', 'Wisata Alam Siringo'])] \n",
"\n",
"82 = [([(50718, 845, 2823696, 4.0)], ['Pemandian Air Panas - Batu Bara ( 50 )', 'Batu Gantung', 'Tanjung Pura', 'Pantai Teluk Kerang', 'Gedung Nasional Djauli Manik', 'North Labuhanbatu Regency', 'Desa S.Kalangan Ii', 'Little India Medan'])] \n",
"\n",
"83 = [([(58765, 979, 3120826, 3.3)], ['Lubuk Larangan Desa Padang Bulan', 'Muaraopu', 'Elsasya Utama', 'Waterfall Pelangi Indah', 'Sumatra Orangutan Tours & Holidays', 'Wisata Bendunga Sei Palis', 'Air Terjun Simpang Kanan'])] \n",
"\n",
"84 = [([(16862, 281, 1573087, 3.0)], ['Wisata Alam Aek Sordang', 'Bekancan River', 'Puncak Jb'])] \n",
"\n",
"85 = [([(20967, 349, 1723870, 4.3)], ['Air Terjun Lumban Rang', 'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Pantai Katung Binasi', 'Efrata Waterfall', 'Go Adventure Tour & Travel Indonesia', 'Warung Info Wisata'])] \n",
"\n",
"86 = [([(38746, 646, 2382435, 3.7)], ['Kuamang Ujung Gading', 'Taman Danau Wisata Bunga Tujuh', 'Silalahi I', 'Pulau Malau', 'Dinas Kebudayaan & Pariwisata', 'Pemandian Air Panas Rianiate', 'Aek Sipaulak Hosa Loja', 'Welterbeminimini', 'Bakarang Simalem'])] \n",
"\n",
"87 = [([(7542, 126, 1229391, 2.7)], ['Panatapan Sileme-Leme', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Kualuh Hulu'])] \n",
"\n",
"88 = [([(9374, 156, 1295913, 3.5)], ['Tumori Traditional Village', 'Zam Zam Prima Persada. Pt'])] \n",
"\n",
"89 = [([(20438, 341, 1706130, 2.7)], ['Silalahi I', 'Cis Tour & Travel', 'Air Terjun Simpang Kanan'])] \n",
"\n",
"90 = [([(21405, 357, 1741609, 4.2)], ['Hotel Wisata Indah', 'Wisata Merci', 'Air Terjun Malakkut', 'Puncak Bukit Galau'])] \n",
"\n",
"91 = [([(23831, 397, 1830304, 3.0)], ['Cis Tour & Travel', 'Wisata Alam', 'Kuta Sukareme', 'Puncak Kabur Bukit Villa'])] \n",
"\n",
"92 = [([(7522, 125, 1227174, 4.0)], ['Biro Jasa', 'Vania Travel'])] \n",
"\n",
"93 = [([(14074, 235, 1471087, 3.6)], ['Wisata Alam Pondok Biru', 'Grand Darussalam. Ud', 'Air Terjun Sampuran Widuri', 'Pt. Hikmah', 'Danau Teratai'])] \n",
"\n",
"94 = [([(14306, 238, 1477739, 3.3)], ['Balai Datuk Setia Maharaja Negeri Serdang', 'Taman Edukasi Binjai', 'Bukit Kininduma Simantas'])] \n",
"\n",
"95 = [([(8995, 150, 1282609, 3.7)], ['Bukit Lawang Planet Hijau', 'Pulau Malau', 'Elsasya Utama'])] \n",
"\n",
"96 = [([(12797, 213, 1422304, 3.5)], ['Wisata Rekreasi Danau Buatan', 'Objek Wisata Patamuan'])] \n",
"\n",
"97 = [([(31130, 519, 2100826, 4.2)], ['Simpang Bantoon', 'Pantai Pulau Karang', 'Pasir Putih Porsea', 'Mester Bukit Lawang (Tour Guide)', 'Toba Lake Sibolahotang Beautiful Beach', 'Taman Sri Deli', 'Museum Karo Lingga', 'Panatapan Parhalow', 'Air Terjun Tarunggang'])] \n",
"\n",
"98 = [([(34123, 569, 2211696, 3.5)], ['Taman Lope Lope Bulu Cina', 'Tanah Lapang Merdeka Binjai', 'Puncak Hoza', 'Aek Malapari'])] \n",
"\n",
"99 = [([(52788, 880, 2901304, 3.8)], ['Air Terjun Malakkut', 'Wisata Sawah Koto', 'Rudang Mayang', 'Parhallow Viewpoint And Coffee Shop', 'Pt. Jsa Tour & Travel', 'Welterbeminimini'])] \n",
"\n",
"100 = [([(46010, 767, 2650739, 3.7)], ['The Attraction Of Ikan Gadang', 'Sialang Batu', 'Beach Island Karang', 'Kuta Sukareme', \"Penginapan King's Ambarita\", 'Wisata Merci'])] \n",
"\n",
"101 = [([(16542, 276, 1562000, 4.0)], ['Tumori Traditional Village', 'Masjid Agung Kota Binjai', 'Rosyid Orangutan Tours'])] \n",
"\n",
"102 = [([(81994, 1367, 3981174, 3.6)], ['Perwakilan Mandiri', 'Pantai Pasir Putih', 'Danau Pagaran Padang', 'Air Terjun Kemuning', 'Bukit Lawang Planet Hijau', 'Dokter Travel', 'Wisata Rekreasi Danau Buatan'])] \n",
"\n",
"103 = [([(17659, 294, 1601913, 3.8)], ['Tor Simago-Mago', 'Masjid Raya', 'Pawan Hot Water', 'Wisata Pulau Spantiang', 'Alun Alun Kota Kisaran'])] \n",
"\n",
"104 = [([(57703, 962, 3083130, 3.6)], ['Rudang Mayang', 'Bagan Percut', 'Bahal Temple I', 'Fortress Seven Layer', 'Taman Kota Salak (Tugu Salak)', 'Malay Street Medan', 'Pantai Cermin Theme Park & Resort Hotel', 'Perwakilan Mandiri'])] \n",
"\n",
"105 = [([(45939, 766, 2648522, 4.2)], ['Air Terjun Aek Matua', 'Lau Bingai', 'Sopo Tinjak', 'Puncak Anai', 'Wisata Alam'])] \n",
"\n",
"106 = [([(13892, 232, 1464435, 4.0)], ['Agrowisata Hidro Aa', 'Masjid Agung Ahmad Bakrie Kisaran', 'Danau Pagaran Padang'])] \n",
"\n",
"107 = [([(46193, 770, 2657391, 3.9)], ['Gundaling', 'Amarjun Wisata', 'Botanical Samosir', 'Cafe Goa Kaca', 'Pantai Sorake Nias Selatan', 'Titi Gantung Bridge', 'Pasar Kaget Kota Binjai', 'Pt. Jsa Tour & Travel'])] \n",
"\n",
"108 = [([(21992, 367, 1763783, 4.0)], ['Simpang Bantoon', 'Sibolga Dutch Tunnel', 'Pt. Hikmah', 'Bukit Lawang Guide'])] \n",
"\n",
"109 = [([(19844, 331, 1683957, 4.0)], ['Pulau Poncan', 'North Namu Ukur', 'Museum Karo Lingga', 'Lau Gendang,Wisata Gua'])] \n",
"\n",
"110 = [([(2981, 50, 1060870, 4.5)], ['Pusat Kuliner Kota Sibolga', 'Masjid Al Istiqomah'])] \n",
"\n",
"111 = [([(28921, 482, 2018783, 3.8)], ['Panatapan Parhalow', 'Romance Padi Perbaungan', 'Museum Lubuk Pakam', 'Pulau Samosir', 'Kolam Renang Pesona Wisata', 'Plta Sipansihaporas'])] \n",
"\n",
"112 = [([(12286, 205, 1404565, 3.8)], ['Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'A8 Village', 'Dinas Kebudayaan & Pariwisata', 'Bukit Lawang Travel'])] \n",
"\n",
"113 = [([(23822, 397, 1830304, 4.3)], ['Batu Lobang Sibaganding', 'Objek Wisata Togindrawa Gua', 'Kota Padang Sidempuan'])] \n",
"\n",
"114 = [([(4826, 80, 1127391, 4.0)], ['Paranggiran Raja Silahisabungan', 'Huta Bolon'])] \n",
"\n",
"115 = [([(6195, 103, 1178391, 3.3)], ['Cafe Goa Kaca', 'Huta Bolon', 'Alam Wisata Danau Laut Tador'])] \n",
"\n",
"116 = [([(34745, 579, 2233870, 4.0)], ['Monumen Equator', 'Poldung', 'Leo Tour & Travel (Leo Wisata Medan)', 'Masjid Lama Kabanjahe', 'Tanah Lapang Merdeka Binjai', 'Abadas Jaya'])] \n",
"\n",
"117 = [([(45262, 754, 2621913, 3.7)], ['Puncak Tonang', 'Simpang Pantai Monyet', 'Salib Kasih Tarutung', 'Zam Zam Prima Persada. Pt', 'Danau Sipogas', 'Peceren Karo Village', 'Nature Baths Gantang Rani'])] \n",
"\n",
"118 = [([(13968, 233, 1466652, 4.0)], ['Winter Holidays', 'Musala Waterfall'])] \n",
"\n",
"119 = [([(19377, 323, 1666217, 4.2)], ['Waterfall Pelangi Indah', 'Lau Bengkelade Kuta', 'Tugu Pramuka', 'Asahan Regency', 'Bekas Istana Kesultanan Asahan'])] \n",
"\n",
"120 = [([(20003, 333, 1688391, 3.7)], ['Loket Satu Nusa', 'Bair Falls', 'The Heritage'])] \n",
"\n",
"121 = [([(29823, 497, 2052043, 4.2)], ['Batang Bahal', 'Barusjahe', 'Salak Monument Pakkat', 'Pt. Sky Ocean Travel'])] \n",
"\n",
"122 = [([(22310, 372, 1774870, 4.0)], ['Stasiun Binjai', 'Bukit Senyum', 'Aek Milas Paringgonan Sibuhuan', 'Vania Travel'])] \n",
"\n",
"123 = [([(15625, 260, 1526522, 3.2)], ['Tanjung Unta', 'Sitinjo', 'Taman Gajah Mada', 'Paranggiran Raja Silahisabungan'])] \n",
"\n",
"124 = [([(32074, 535, 2136304, 3.5)], ['Pinang City', 'Pemandian Air Panas Goa Ergendang', 'Danau Pagaran Padang', 'Bukit Kubu', 'Taman Mini Travel Langkat', 'Bukit Senyum'])] \n",
"\n",
"125 = [([(20621, 344, 1712783, 3.7)], ['Bukik Posuak Maek', 'The Le Hu Garden', 'Air Panas Simolap'])] \n",
"\n",
"126 = [([(30765, 513, 2087522, 4.2)], ['Rumah Makan Irian', 'Pasar Tomok', 'Bat Cave, Bukit Lawang', 'Air Terjun Aek Matua', 'Pasar Kaget Kota Binjai', 'Sumatra Jungle Trek'])] \n",
"\n",
"127 = [([(4909, 82, 1131826, 3.2)], ['Objek Wisata Maggrove Sisarahili Ts', 'Mesjid Raya Al-Abror', 'Pantai Sorake Nias Selatan', 'Pondok Pisang'])] \n",
"\n",
"128 = [([(18080, 301, 1617435, 3.8)], ['Alun Alun Kota Kisaran', 'Titi Gantung Bridge', 'Wisata Alam', 'Pemandian Alam Loknya'])] \n",
"\n",
"129 = [([(4351, 73, 1111870, 3.5)], ['Pantai Bul Bul', 'Pondok Wisata Lagundi Samosir'])] \n",
"\n",
"130 = [([(44253, 738, 2586435, 4.1)], ['Bersama Travel', 'Wisata Merci', 'Taman Kota Salak (Tugu Salak)', 'Dairi Regency', 'Jembatan Lae Pandaroh', 'Pt Wisata Habibah Berkah', 'Alaman Bolak Padang Nadimpu'])] \n",
"\n",
"131 = [([(6237, 104, 1180609, 4.0)], ['Air Terjun Binanga Bolon', 'Kantor Po Pinem Bus'])] \n",
"\n",
"132 = [([(31349, 522, 2107478, 4.2)], ['Objek Wisata Luak Gadang, Guguak Rang Pisang', 'Masjid Raya Al Osmani', 'Masjid Raya Nur Addin', 'Istana Kerajaan Rokan', 'Sbv', 'Pemandian Air Panas Tirto Kencono'])] \n",
"\n",
"133 = [([(48240, 804, 2732783, 4.1)], ['Handreva Tour', 'Cross Of Love', 'Bahal Temple I', 'Wisata Dakwah Okura', 'Loket Bus Bintang Utara', 'Taman Pesona Asri', 'Pantai Katung Binasi', 'Panatapan Sileme-Leme', 'Taman Mejuah-Juah'])] \n",
"\n",
"134 = [([(56086, 935, 3023261, 3.6)], ['Wisata Agro Kopi Karo', 'Tapian Puti', 'Bukit Senyum', 'Permata Asri Stabat', 'Sabah Simelir', 'Pemandian Air Panas Sibayak Mardinding Julu', 'Museum Zoologi', 'Muaraopu'])] \n",
"\n",
"135 = [([(28970, 483, 2021000, 3.8)], ['Taman Wisata Simatahari Indah', 'Monumen Halilintar', 'Loket Bus Bintang Utara', 'Monkey Forest Umar Manik Sibaganding', 'Kembar Agro', 'Sampuren Tutuen Sige'])] \n",
"\n",
"136 = [([(48920, 815, 2757174, 4.0)], ['Pemandian Air Panas Tirto Kencono', 'Rumah Irmayanti Lubis', 'Pusat Posko \"Teroh-Teroh.', 'Air Terjun Situak Lotik Iii', 'Pulau Malau', 'Bukit Suligi', 'Bair Falls'])] \n",
"\n",
"137 = [([(5664, 94, 1158435, 4.0)], ['Karo Regency', 'Bukit Kininduma Simantas'])] \n",
"\n",
"138 = [([(8396, 140, 1260435, 4.5)], ['Muaraopu', 'Wisata Madu Aek Nauli'])] \n",
"\n",
"139 = [([(7444, 124, 1224957, 4.0)], ['Tugu Marga Silalahi', 'Pantai Maligi', 'Makam Ompung Parmata Sapihak'])] \n",
"\n",
"140 = [([(45671, 761, 2637435, 3.8)], ['Air Terjun Saringgana', 'Frog Rock Tour', 'Musala Waterfall', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Sumatra Jungle Trek', 'Taman Selfie', 'Wisata Merci'])] \n",
"\n",
"141 = [([(31878, 531, 2127435, 3.8)], ['Tirtanadi Tower', 'Taman Wisata Simatahari Indah', \"Penginapan King's Ambarita\", 'Alun Alun Lubuk Sikpaing'])] \n",
"\n",
"142 = [([(15741, 262, 1530957, 3.8)], ['Jembatan Lau Luhung, Gunung Meriah.', 'Museum Perkebunan Indonesia', 'Air Terjun Bah Salak', 'Simanimbo Waterfall', 'Bukit Tara Bunga', 'Biro Jasa'])] \n",
"\n",
"143 = [([(8316, 139, 1258217, 3.7)], [\"Five Star Int'l Travel\", 'Desa Adat Ragi Hotang Meat', 'Klenteng Gunung Timur'])] \n",
"\n",
"144 = [([(16948, 282, 1575304, 3.0)], ['Taman Wisata Simatahari Indah', 'Waterpark Ria'])] \n",
"\n",
"145 = [([(1481, 25, 1005435, 3.5)], ['Danau Pagaran Padang', 'Plta Sipansihaporas'])] \n",
"\n",
"146 = [([(16051, 268, 1544261, 4.0)], ['Parks West Coast', 'Taman Megawati', 'Air Terjun Efrata', 'Objek Wisata Luak Gadang, Guguak Rang Pisang', 'Pantai Paris'])] \n",
"\n",
"147 = [([(16370, 273, 1555348, 3.7)], ['Wisata Pancing Sungai Bedera', 'Masjid Agung Ahmad Bakrie Kisaran', 'Aek Milas Paringgonan Sibuhuan'])] \n",
"\n"
]
}
],
"outputs": [],
"source": [
"printt.result()"
]
......@@ -755,7 +452,7 @@
"outputs": [],
"source": [
"#Initial Solution\n",
"data = df[\"Tempat Wisata\"]\n",
"\n",
"class initial:\n",
" def solution (data):\n",
" tempatbaru = []\n",
......@@ -765,7 +462,7 @@
" tempatbaru.append((inn, da))\n",
" return tempatbaru\n",
" \n",
" def listsolution():\n",
" def listsolution(data):\n",
" list_ = []\n",
" for i in range(150):\n",
" c = initial.solution(data)\n",
......@@ -773,19 +470,63 @@
" return list_\n",
"\n",
"class iteratedlocalsearch:\n",
" \n",
" def calculate(data):\n",
" final_solution = []\n",
" \n",
" for it in range(150):\n",
" x1 = initial.solution(data)\n",
" x2 = initial.listsolution()\n",
" x2 = initial.listsolution(data)\n",
" x2.sort(reverse = False)\n",
"\n",
" tes = False;\n",
" x11 = x1[0][0][0][0]\n",
" x12 = x1[0][0][0][3]\n",
" for i in range(len(x2)):\n",
" \n",
" x21 = x2[i][0][0][0][0]\n",
" x22 = x2[i][0][0][0][3]\n",
" if (x11 < x21 and x12 < x22) or (x11 < x21 and x12 == x22):\n",
" tes = True;\n",
" break;\n",
" if(tes):\n",
" final_solution.append(x1);\n",
" return final_solution\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"#data = df[\"Tempat Wisata\"]\n",
"#xx = initial.solution(data)\n",
"#print(xx[0][0][0][3])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"#xx.sort(reverse = False)\n",
"#it = 1\n",
"#for i in xx:\n",
"# print(it , \" \", i)\n",
"# it += 1"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
"source": [
"data = df[\"Tempat Wisata\"]\n",
"iteratedlocalsearch.calculate(data)"
]
},
{
"cell_type": "markdown",
......
TA13.ipynb
......@@ -433,310 +433,7 @@
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"147 \n",
"\n",
"1 = [([(40281, 671, 2437870, 3.7)], ['Zam Zam Prima Persada. Pt', 'Danau Laut Tinggal', 'Bekas Istana Kesultanan Asahan', 'Wisata Pancing Sungai Bedera', 'Air Terjun Pongkar', 'Pemandian Alam Bendungan Ginbers'])] \n",
"\n",
"2 = [([(4209, 70, 1105217, 4.0)], ['Loket Bus Bintang Utara', 'Perkebunan Londut'])] \n",
"\n",
"3 = [([(24983, 416, 1872435, 3.9)], ['Viewpoint Of Tuktuk Peninsula', 'Toddler Garden Binjai', 'Zam Zam Prima Persada. Pt', 'Pantai Bul Bul', 'Pantai La Terzhia Zhimehuli', 'The Le Hu Garden', 'Gang Bengkok Old Mosque'])] \n",
"\n",
"4 = [([(7626, 127, 1231609, 4.0)], ['Pantai Pasir Putih', 'Pisang Pelangi', 'Konservasi Sungai Kukam'])] \n",
"\n",
"5 = [([(32917, 549, 2167348, 4.0)], ['Tao Lake Rod Onang', 'Tanah Lapang Merdeka Binjai', 'Ambar Onan Runggu', 'Bukit Senyum', 'Pantai Ketam'])] \n",
"\n",
"6 = [([(16159, 269, 1546478, 3.5)], ['Air Terjun Pelangi Indah', 'Romance Padi Perbaungan', 'Kebun Binatang Simalingkar Medan', 'Pantai Teluk Kerang', 'Magic Eye 3d Art Museum', 'Bukit Burung'])] \n",
"\n",
"7 = [([(14054, 234, 1468870, 4.0)], ['Air Terjun Efrata', 'Batang Gadis National Park', 'Air Terjun Lumban Rang'])] \n",
"\n",
"8 = [([(517, 9, 969957, 3.5)], ['Pemandian Air Panas Sibayak Mardinding Julu', 'Tugu Pramuka'])] \n",
"\n",
"9 = [([(3840, 64, 1091913, 4.0)], ['Kisaran Kota', 'Pusat Informasi Geopark Kaldera Toba Sigulatti'])] \n",
"\n",
"10 = [([(4330, 72, 1109652, 3.5)], ['Kampung Kuliner', 'Alam Wisata Danau Laut Tador'])] \n",
"\n",
"11 = [([(3210, 54, 1069739, 4.0)], ['Air Travel Parsariran', 'Halo Angso Duo Pratama Bro. Pt'])] \n",
"\n",
"12 = [([(28226, 470, 1992174, 4.0)], ['Pulau Malau', 'Revolution Heroes Monument', 'Tor Simago-Mago', 'Tobasa', 'Taman Gajah Mada'])] \n",
"\n",
"13 = [([(4503, 75, 1116304, 4.3)], ['Ikan Larangan Lubuak Landua', 'Perkebunan Londut', 'Plta Sipansihaporas'])] \n",
"\n",
"14 = [([(42692, 712, 2528783, 3.6)], ['Frog Rock Tour', 'Berastagi', 'Wisata Makam Papan Tinggi Barus', 'Wisata Pemandian Water Hill', 'Air Terjun Lumban Rang', 'Air Terjun Sibabo', 'Stabat', 'Cis Tour & Travel', 'Dairi Regency'])] \n",
"\n",
"15 = [([(28076, 468, 1987739, 4.2)], ['Lau Bingai', 'Air Terjun Baburai', 'Kolam Renang Air Panas Mardinding Tiga Rasa', 'Merci Waterboom', 'Binjai', 'Pasar Tomok', 'Taman Cadika Pramuka', 'Dairi Regency'])] \n",
"\n",
"16 = [([(8593, 143, 1267087, 4.0)], ['Museum Deli Serdang', 'De Hole Laguna'])] \n",
"\n",
"17 = [([(30353, 506, 2072000, 3.3)], ['Pemandian Air Panas Huta Raja', 'Pantai Pasir Putih Parbaba', 'Tapian Siri-Siri Syariah', 'Permata Asri Stabat', 'Air Terjun Linggahara-Rantau Prapat', 'Kebun Binatang Simalingkar Medan'])] \n",
"\n",
"18 = [([(32085, 535, 2136304, 4.2)], ['Wisata Alam Pondok Biru', 'Bukitlawang Trek', 'Wisata Taman Merci', 'Istana Kerajaan Rokan', 'North Namu Ukur'])] \n",
"\n",
"19 = [([(26287, 438, 1921217, 3.6)], ['Air Terjun Tarunggang', 'Air Terjun Sigura-Gura', 'Vihara Gunung Timur', 'Tugu Becak Bsa Siantar', 'Sampuren Tutuen Sige', 'Grand Darussalam. Ud', 'Wisata Pemandian Water Hill', 'Alam Wisata Danau Laut Tador'])] \n",
"\n",
"20 = [([(49938, 832, 2794870, 4.1)], ['Asahan Regency', 'Vihara Gunung Timur', 'Gedung Mabmi', 'Connectingjungle', 'Taman Kota Tanjungbalai', 'Magic Eye 3d Art Museum', 'Pantai Sikabau', 'Letter Z'])] \n",
"\n",
"21 = [([(43274, 721, 2548739, 3.7)], ['Elsasya Utama', 'Lokasi Wisata Pemandian Air Panas Sipoholon', 'Objek Wisata Pantai Ujung Sibolga', 'Taman Edukasi Binjai', 'Pemandian Air Panas - Batu Bara ( 50 )', 'Anugerah Soambaton Beach', 'Batu Gantung', 'Aek Sipaulak Hosa Loja', 'Sitinjo'])] \n",
"\n",
"22 = [([(33880, 565, 2202826, 4.0)], ['Pantai Pasir Putih Parbaba', 'Welterbeminimini', 'North Namu Ukur', 'Bakarang Simalem', 'Bukit Senyum', 'Laterzhya Zimhuli', 'Tirtanadi Tower', 'Monumen Halilintar'])] \n",
"\n",
"23 = [([(14854, 248, 1499913, 4.0)], ['Taman Sri Deli', 'Tourism Kuala Paret', 'Istana Kerajaan Rokan'])] \n",
"\n",
"24 = [([(12653, 211, 1417870, 4.0)], ['Lapangan Tengku Amir Hamzah Stabat', 'Mmtc Walking Street', 'Karo Regency'])] \n",
"\n",
"25 = [([(18937, 316, 1650696, 3.3)], ['Mja Travel', 'Pemandian Air Panas Goa Ergendang', 'Mangrove Tour Lubuk Kertang'])] \n",
"\n",
"26 = [([(1591, 27, 1009870, 3.5)], ['Simpang Bantoon', 'Tapian Siri-Siri Syariah'])] \n",
"\n",
"27 = [([(7930, 132, 1242696, 4.2)], ['Medan City Tour', 'Bukit Tara Bunga', 'Masjid Agung Sumatera Utara', 'Museum Lubuk Pakam'])] \n",
"\n",
"28 = [([(22648, 377, 1785957, 4.0)], ['Monumen Halilintar', 'Air Terjun Kemuning'])] \n",
"\n",
"29 = [([(16601, 277, 1564217, 4.0)], ['Alaman Bolak Padang Nadimpu', 'Setia Wisata', 'Lau Perkoh'])] \n",
"\n",
"30 = [([(35673, 595, 2269348, 3.9)], ['Air Terjun Aek Godang', 'Pantai Pongkar', 'Aek Sipaulak Hosa Loja', 'Terminal Berastagi', 'Jembatan Sidikalang Wisata', 'Pt. Hikmah', 'Pasir Putih Janggawari'])] \n",
"\n",
"31 = [([(48126, 802, 2728348, 3.8)], ['Balai Datuk Setia Maharaja Negeri Serdang', 'Pantai Pasir Putih', 'Samto Aek Rangat', 'Perumahaan Azalea Asri', 'Wisata Bendunga Sei Palis', 'Rm Batunadua Indah', 'Taman Pesona Asri', 'Pt. Npm Perwakilan On Bus'])] \n",
"\n",
"32 = [([(34328, 572, 2218348, 4.2)], ['Beach Island Karang', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Taman Bukit Gelanggang', 'Puncak Anai', 'Pantai Pasir Putih Parbaba', 'Sumur Tua'])] \n",
"\n",
"33 = [([(23595, 393, 1821435, 4.2)], ['Laterzhya Zimhuli', 'Puncak Gundaling Brastagi', 'Bersama Travel', 'Simpang Bantoon', 'Efrata Waterfall', 'Istana Kerajaan Rokan'])] \n",
"\n",
"34 = [([(5436, 91, 1151783, 3.0)], ['Hotel Pesona Wisata', 'Air Panas Simolap'])] \n",
"\n",
"35 = [([(19283, 321, 1661783, 3.2)], ['Bagan Percut', 'Aek Saroha', 'Travel Panyabungan Padang', 'Alam Wisata Danau Laut Tador'])] \n",
"\n",
"36 = [([(9790, 163, 1311435, 4.0)], ['Bakarang Simalem', 'Halo Angso Duo Pratama Bro. Pt'])] \n",
"\n",
"37 = [([(12580, 210, 1415652, 4.0)], ['Mangrove Tour Lubuk Kertang', 'Pulau Malau', 'Stabat', 'Salib Kasih Tarutung'])] \n",
"\n",
"38 = [([(36759, 613, 2309261, 3.8)], ['Mesjid Raya Al-Abror', 'Taman Kota Salak (Tugu Salak)', 'West Kisaran', 'Bendungan Lau Si Meimei', 'Jembatan Tano Ponggol', 'Langkat Regency'])] \n",
"\n",
"39 = [([(24837, 414, 1868000, 4.2)], ['Sopo Tinjak', 'Sansan Travel', 'Pasir Putih Janggawari', 'Fortress Seven Layer', 'Panatapan Sileme-Leme'])] \n",
"\n",
"40 = [([(25220, 420, 1881304, 3.0)], ['Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Air Terjun Sarasah Kajai', 'Berastagi', 'Mora Indah', 'Rosyid Orangutan Tours'])] \n",
"\n",
"41 = [([(10569, 176, 1340261, 4.7)], ['Aek Malapari', 'Taman Mutiara Selat Malaka', 'Winter Holidays'])] \n",
"\n",
"42 = [([(18461, 308, 1632957, 4.0)], ['Air Travel Parsariran', 'Objek Wisata Luak Gadang, Guguak Rang Pisang', 'Monkey Forest Umar Manik Sibaganding', 'Bekancan River'])] \n",
"\n",
"43 = [([(26084, 435, 1914565, 4.0)], ['Masjid Agung Islamic Centre Pasir Pengaraian Rohul', 'Peceren Karo Village', 'Bukit Suligi', 'Namu Sira-Sira'])] \n",
"\n",
"44 = [([(23771, 396, 1828087, 4.0)], ['Museum Pusaka Karo - Berastagi', 'Musala Waterfall', 'Gedung Bks Pps'])] \n",
"\n",
"45 = [([(59149, 986, 3136348, 3.9)], ['Amarjun Wisata', 'Dokter Travel', 'Mobil Wisata Medan', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Sibolga Dutch Tunnel', 'Taman Balita Kota Binjai', 'Mja Travel', 'Wisata Pancing Sungai Bedera'])] \n",
"\n",
"46 = [([(17568, 293, 1599696, 3.8)], ['Taman Bunga', 'Air Terjun Lenggo Geni', 'Stabat', 'Taman Air Percut'])] \n",
"\n",
"47 = [([(9060, 151, 1284826, 4.0)], ['Air Terjun Lenggo Geni', 'Aek Milas'])] \n",
"\n",
"48 = [([(28268, 471, 1994391, 3.6)], ['Tanah Lapang Merdeka Binjai', 'Makam Ompung Parmata Sapihak', 'Air Terjun Lembah Sipogas', 'Penangkaran Buaya Asam Kumbang', 'Pt Pelangi Wisata', 'Bukik Posuak Maek', 'Tangkahan', 'Museum Simalungun'])] \n",
"\n",
"49 = [([(30957, 516, 2094174, 3.8)], ['Taman Edukasi Binjai', 'Tugu Pramuka', 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™', 'Tirtanadi Tower', 'Pesanggrahan Bung Karno', 'Cafe Goa Kaca', 'Musala Waterfall', 'Air Terjun Bah Salak'])] \n",
"\n",
"50 = [([(36220, 604, 2289304, 4.0)], ['Tahura (Taman Hutan Raya)', 'Air Terjun Betala', 'Ambar Onan Runggu', 'Biro Jasa', 'Pantai Cermin Theme Park & Resort Hotel', 'Pusat Informasi Geopark Kaldera Toba Sigulatti', 'Gedung Nasional Djauli Manik', 'Penatapan Pamah Simelir'])] \n",
"\n",
"51 = [([(54615, 910, 2967826, 4.0)], ['Uruk Ndaholi', 'Sialang Batu', 'Air Terjun Betala', 'Pertunjukan Tari Sigale Gale', 'Efrata Waterfall', 'Air Terjun Gorbus', 'Bekas Istana Kesultanan Asahan', 'Binjai', 'Hotel Wisata Indah'])] \n",
"\n",
"52 = [([(44950, 749, 2610826, 4.3)], ['Baneara, Partungko Naginjang', 'Bagan Percut', 'Sembilantujuh Tour&Travel', 'Tapian Puti', 'Tour Accomodation', 'Monkey Forest Umar Manik Sibaganding', 'Bukit Tara Bunga'])] \n",
"\n",
"53 = [([(9691, 162, 1309217, 3.7)], ['Bekancan River', 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan', 'Parhallow Viewpoint And Coffee Shop'])] \n",
"\n",
"54 = [([(22902, 382, 1797043, 3.8)], ['Saf Travel Indo', 'Alam Wisata Danau Laut Tador', 'Pemandian Alam Bendungan Ginbers', 'North Labuhanbatu Regency', 'Pt. Hikmah', 'Tobasa'])] \n",
"\n",
"55 = [([(71926, 1199, 3608652, 3.8)], ['Air Terjun Efrata', 'Patung Dewi Kwan Im', 'Danau Sipogas', 'Pantai Malaya', 'Pool Bus Intra', 'Air Terjun Sampuran Widuri', 'Merci Waterboom', 'Pemandian Sidamanik', 'Sini Suka Natural Bath Sibiru-Biru'])] \n",
"\n",
"56 = [([(44313, 739, 2588652, 4.3)], ['Bendungan Batang Tongar', 'Gang Bengkok Old Mosque', 'Mester Bukit Lawang (Tour Guide)', 'Bukit Lawang Day Trek', 'Air Terjun Lenggo Geni', 'Pemandian Alam Loknya', 'Bukit Suligi'])] \n",
"\n",
"57 = [([(33758, 563, 2198391, 3.9)], ['Sumatra Jungle Trek', 'Kolam Renang Pesona Wisata', 'Taman Selfie', 'Amarjun Wisata', 'Sansan Travel', 'Delta', 'Taman Alamta Jaya'])] \n",
"\n",
"58 = [([(44743, 746, 2604174, 3.6)], ['Wisata Alam Aek Sordang', 'Abadas Jaya', 'Objek Wisata Maggrove Sisarahili Ts', 'Simanimbo Waterfall', 'Bukit Kubu', 'Pusat Kuliner Kota Sibolga', 'Tapian Siri-Siri Syariah', 'Landak River'])] \n",
"\n",
"59 = [([(26637, 444, 1934522, 4.0)], ['Viewpoint Of Tuktuk Peninsula', 'Taman Remaja Binjai', 'Tugu Jeruk Berastagi'])] \n",
"\n",
"60 = [([(762, 13, 978826, 3.5)], ['Pemandian Alam Bendungan Ginbers', 'Pemandian Alam Tirta Sayum Sabah'])] \n",
"\n",
"61 = [([(25351, 423, 1887957, 3.6)], ['Taman Air Percut', 'Delta', 'Bukik Posuak Maek', 'Pantai Pulau Putri', 'A8 Village'])] \n",
"\n",
"62 = [([(31559, 526, 2116348, 3.8)], ['Taman Edukasi Binjai', 'Taman Rekreasi Kong Mah', 'Alaman Bolak Padang Nadimpu', 'Aek Sipaulak Hosa Loja', 'Welterbeminimini', 'Bukik Posuak Maek'])] \n",
"\n",
"63 = [([(19209, 320, 1659565, 3.8)], ['Masjid Raya', 'Wisata Agro Kopi Karo', 'Oyo 1752 Hotel Wisata', 'Wisata Alam Siringo', 'Jln Dusun Lauseridi', 'Bukit Lawang Guide'])] \n",
"\n",
"64 = [([(26554, 443, 1932304, 4.7)], ['Wisata Air Parsariran', 'Awaliyah Tour And Travel', 'Bukit Lawang Explore'])] \n",
"\n",
"65 = [([(17354, 289, 1590826, 3.9)], ['Wisata Bah Kulistik', 'A8 Village', 'Bandar Pulau', 'Museum Negeri Sumatera Utara', 'Nature Baths Gantang Rani', 'Bukit Kubu', 'Pemandian Pulau Batu (Pulbat)'])] \n",
"\n",
"66 = [([(36919, 615, 2313696, 4.0)], ['Parks West Coast', 'Taman Remaja Binjai', 'Pesanggrahan Bung Karno', 'Pantai Bul Bul', 'Pantai Maligi', 'Air Terjun Sigarattung ( Sampuran Na Pitu)'])] \n",
"\n",
"67 = [([(5247, 87, 1142913, 3.5)], ['Panatapan Sileme-Leme', 'Hendreva Tour'])] \n",
"\n",
"68 = [([(15141, 252, 1508783, 3.8)], ['Biro Jasa', 'Air Terjun Tarunggang', 'Bukit Travel Gibeon', 'Bukit Kininduma Simantas'])] \n",
"\n",
"69 = [([(52947, 882, 2905739, 4.0)], ['Bahal Temple I', 'Lapangan Pasir Tanjung Balai', 'Mora Indah', 'Pantai Kenangan', 'Air Terjun Sempugen', 'Putri Cahaya Travel', 'Umbul Ejuk', 'Air Soda Kabupaten Karo'])] \n",
"\n",
"70 = [([(18780, 313, 1644043, 4.3)], ['Old City Hall', 'Air Terjun Kemuning'])] \n",
"\n",
"71 = [([(15290, 255, 1515435, 3.3)], ['Air Terjun Linggahara-Rantau Prapat', 'Taman Remaja Binjai', 'Pantai Teluk Kerang'])] \n",
"\n",
"72 = [([(26508, 442, 1930087, 3.3)], ['Taman Wisata Alam, Pusat Latihan Gajah', 'Waterpark Ria', 'Museum Lubuk Pakam'])] \n",
"\n",
"73 = [([(29673, 495, 2047609, 3.7)], ['Taman Balita Kota Binjai', 'Mja Travel', 'Air Terjun Sigura Gura', 'Pemandian Air Panas Tirto Kencono', 'Jembatan Poriaha', 'Taman Rekreasi Kong Mah'])] \n",
"\n",
"74 = [([(41638, 694, 2488870, 3.2)], ['Kuta Sukareme', 'Danau Tao Batang Onang', 'Pinang City', 'Mandailing Natal Regency', 'Siregar Aek Nalas'])] \n",
"\n",
"75 = [([(20471, 341, 1706130, 4.1)], ['Masjid Raya', 'Berastagi Local Guide', 'Nature Baths Gantang Rani', 'Bukit Lawang Guide', 'Pulau Samosir', 'Aek Milas Paringgonan Sibuhuan', 'Wisata Alam Pohon Damai Simempar'])] \n",
"\n",
"76 = [([(23699, 395, 1825870, 3.6)], ['Bagan Percut', 'Gundaling', 'Air Terjun Betala', 'Binjai', 'Sitinjo', 'Air Terjun Simonang Monang', 'Dunia Outbound Camp', 'Tapian Puti'])] \n",
"\n",
"77 = [([(71360, 1189, 3586478, 3.7)], ['Pantai Malaya', 'Bukit Burung', 'Wisata Pulau Spantiang', 'Pantai Ketam', 'Sibio-Bio Advanture Park', 'Tugu Air Bangis', 'Jembatan Tano Ponggol', 'Jembatan Poriaha', 'Sumatra Orangutan Tours & Holidays'])] \n",
"\n",
"78 = [([(56354, 939, 3032130, 3.6)], ['Tour Accomodation', 'Perhadtian Air Panas Taman Wisata Sibayak', 'Pt. Jsa Tour & Travel', 'Pantai Tiram Tapakis', 'Kuta Sukareme', 'Garunggang', 'Vihara Avalokitesvara', 'Jembatan Dalik Lubuk Sikaping'])] \n",
"\n",
"79 = [([(16527, 275, 1559783, 4.0)], ['Sidebuk Debuk Thermal Baths Berastagi', 'Saf Travel Indo', 'Tugu Kol', 'Wisata Alam Pondok Biru', 'Air Terjun Sampuran Widuri', 'Wisata Hutan Mangrove Perpat', 'Air Terjun Sigura-Gura'])] \n",
"\n",
"80 = [([(4481, 75, 1116304, 3.5)], ['Pt. Raya Utama Travel', 'Pemandian Alam Bendungan Ginbers'])] \n",
"\n",
"81 = [([(24733, 412, 1863565, 4.0)], ['Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan', 'Air Terjun Lumban Rang', 'Biro Jasa', 'Objek Wisata Patamuan', 'Wisata Alam Siringo'])] \n",
"\n",
"82 = [([(50718, 845, 2823696, 4.0)], ['Pemandian Air Panas - Batu Bara ( 50 )', 'Batu Gantung', 'Tanjung Pura', 'Pantai Teluk Kerang', 'Gedung Nasional Djauli Manik', 'North Labuhanbatu Regency', 'Desa S.Kalangan Ii', 'Little India Medan'])] \n",
"\n",
"83 = [([(58765, 979, 3120826, 3.3)], ['Lubuk Larangan Desa Padang Bulan', 'Muaraopu', 'Elsasya Utama', 'Waterfall Pelangi Indah', 'Sumatra Orangutan Tours & Holidays', 'Wisata Bendunga Sei Palis', 'Air Terjun Simpang Kanan'])] \n",
"\n",
"84 = [([(16862, 281, 1573087, 3.0)], ['Wisata Alam Aek Sordang', 'Bekancan River', 'Puncak Jb'])] \n",
"\n",
"85 = [([(20967, 349, 1723870, 4.3)], ['Air Terjun Lumban Rang', 'Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'Pantai Katung Binasi', 'Efrata Waterfall', 'Go Adventure Tour & Travel Indonesia', 'Warung Info Wisata'])] \n",
"\n",
"86 = [([(38746, 646, 2382435, 3.7)], ['Kuamang Ujung Gading', 'Taman Danau Wisata Bunga Tujuh', 'Silalahi I', 'Pulau Malau', 'Dinas Kebudayaan & Pariwisata', 'Pemandian Air Panas Rianiate', 'Aek Sipaulak Hosa Loja', 'Welterbeminimini', 'Bakarang Simalem'])] \n",
"\n",
"87 = [([(7542, 126, 1229391, 2.7)], ['Panatapan Sileme-Leme', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Kualuh Hulu'])] \n",
"\n",
"88 = [([(9374, 156, 1295913, 3.5)], ['Tumori Traditional Village', 'Zam Zam Prima Persada. Pt'])] \n",
"\n",
"89 = [([(20438, 341, 1706130, 2.7)], ['Silalahi I', 'Cis Tour & Travel', 'Air Terjun Simpang Kanan'])] \n",
"\n",
"90 = [([(21405, 357, 1741609, 4.2)], ['Hotel Wisata Indah', 'Wisata Merci', 'Air Terjun Malakkut', 'Puncak Bukit Galau'])] \n",
"\n",
"91 = [([(23831, 397, 1830304, 3.0)], ['Cis Tour & Travel', 'Wisata Alam', 'Kuta Sukareme', 'Puncak Kabur Bukit Villa'])] \n",
"\n",
"92 = [([(7522, 125, 1227174, 4.0)], ['Biro Jasa', 'Vania Travel'])] \n",
"\n",
"93 = [([(14074, 235, 1471087, 3.6)], ['Wisata Alam Pondok Biru', 'Grand Darussalam. Ud', 'Air Terjun Sampuran Widuri', 'Pt. Hikmah', 'Danau Teratai'])] \n",
"\n",
"94 = [([(14306, 238, 1477739, 3.3)], ['Balai Datuk Setia Maharaja Negeri Serdang', 'Taman Edukasi Binjai', 'Bukit Kininduma Simantas'])] \n",
"\n",
"95 = [([(8995, 150, 1282609, 3.7)], ['Bukit Lawang Planet Hijau', 'Pulau Malau', 'Elsasya Utama'])] \n",
"\n",
"96 = [([(12797, 213, 1422304, 3.5)], ['Wisata Rekreasi Danau Buatan', 'Objek Wisata Patamuan'])] \n",
"\n",
"97 = [([(31130, 519, 2100826, 4.2)], ['Simpang Bantoon', 'Pantai Pulau Karang', 'Pasir Putih Porsea', 'Mester Bukit Lawang (Tour Guide)', 'Toba Lake Sibolahotang Beautiful Beach', 'Taman Sri Deli', 'Museum Karo Lingga', 'Panatapan Parhalow', 'Air Terjun Tarunggang'])] \n",
"\n",
"98 = [([(34123, 569, 2211696, 3.5)], ['Taman Lope Lope Bulu Cina', 'Tanah Lapang Merdeka Binjai', 'Puncak Hoza', 'Aek Malapari'])] \n",
"\n",
"99 = [([(52788, 880, 2901304, 3.8)], ['Air Terjun Malakkut', 'Wisata Sawah Koto', 'Rudang Mayang', 'Parhallow Viewpoint And Coffee Shop', 'Pt. Jsa Tour & Travel', 'Welterbeminimini'])] \n",
"\n",
"100 = [([(46010, 767, 2650739, 3.7)], ['The Attraction Of Ikan Gadang', 'Sialang Batu', 'Beach Island Karang', 'Kuta Sukareme', \"Penginapan King's Ambarita\", 'Wisata Merci'])] \n",
"\n",
"101 = [([(16542, 276, 1562000, 4.0)], ['Tumori Traditional Village', 'Masjid Agung Kota Binjai', 'Rosyid Orangutan Tours'])] \n",
"\n",
"102 = [([(81994, 1367, 3981174, 3.6)], ['Perwakilan Mandiri', 'Pantai Pasir Putih', 'Danau Pagaran Padang', 'Air Terjun Kemuning', 'Bukit Lawang Planet Hijau', 'Dokter Travel', 'Wisata Rekreasi Danau Buatan'])] \n",
"\n",
"103 = [([(17659, 294, 1601913, 3.8)], ['Tor Simago-Mago', 'Masjid Raya', 'Pawan Hot Water', 'Wisata Pulau Spantiang', 'Alun Alun Kota Kisaran'])] \n",
"\n",
"104 = [([(57703, 962, 3083130, 3.6)], ['Rudang Mayang', 'Bagan Percut', 'Bahal Temple I', 'Fortress Seven Layer', 'Taman Kota Salak (Tugu Salak)', 'Malay Street Medan', 'Pantai Cermin Theme Park & Resort Hotel', 'Perwakilan Mandiri'])] \n",
"\n",
"105 = [([(45939, 766, 2648522, 4.2)], ['Air Terjun Aek Matua', 'Lau Bingai', 'Sopo Tinjak', 'Puncak Anai', 'Wisata Alam'])] \n",
"\n",
"106 = [([(13892, 232, 1464435, 4.0)], ['Agrowisata Hidro Aa', 'Masjid Agung Ahmad Bakrie Kisaran', 'Danau Pagaran Padang'])] \n",
"\n",
"107 = [([(46193, 770, 2657391, 3.9)], ['Gundaling', 'Amarjun Wisata', 'Botanical Samosir', 'Cafe Goa Kaca', 'Pantai Sorake Nias Selatan', 'Titi Gantung Bridge', 'Pasar Kaget Kota Binjai', 'Pt. Jsa Tour & Travel'])] \n",
"\n",
"108 = [([(21992, 367, 1763783, 4.0)], ['Simpang Bantoon', 'Sibolga Dutch Tunnel', 'Pt. Hikmah', 'Bukit Lawang Guide'])] \n",
"\n",
"109 = [([(19844, 331, 1683957, 4.0)], ['Pulau Poncan', 'North Namu Ukur', 'Museum Karo Lingga', 'Lau Gendang,Wisata Gua'])] \n",
"\n",
"110 = [([(2981, 50, 1060870, 4.5)], ['Pusat Kuliner Kota Sibolga', 'Masjid Al Istiqomah'])] \n",
"\n",
"111 = [([(28921, 482, 2018783, 3.8)], ['Panatapan Parhalow', 'Romance Padi Perbaungan', 'Museum Lubuk Pakam', 'Pulau Samosir', 'Kolam Renang Pesona Wisata', 'Plta Sipansihaporas'])] \n",
"\n",
"112 = [([(12286, 205, 1404565, 3.8)], ['Batu Kursi Raja Siallagan ( Stone Chair Of King Siallagan )', 'A8 Village', 'Dinas Kebudayaan & Pariwisata', 'Bukit Lawang Travel'])] \n",
"\n",
"113 = [([(23822, 397, 1830304, 4.3)], ['Batu Lobang Sibaganding', 'Objek Wisata Togindrawa Gua', 'Kota Padang Sidempuan'])] \n",
"\n",
"114 = [([(4826, 80, 1127391, 4.0)], ['Paranggiran Raja Silahisabungan', 'Huta Bolon'])] \n",
"\n",
"115 = [([(6195, 103, 1178391, 3.3)], ['Cafe Goa Kaca', 'Huta Bolon', 'Alam Wisata Danau Laut Tador'])] \n",
"\n",
"116 = [([(34745, 579, 2233870, 4.0)], ['Monumen Equator', 'Poldung', 'Leo Tour & Travel (Leo Wisata Medan)', 'Masjid Lama Kabanjahe', 'Tanah Lapang Merdeka Binjai', 'Abadas Jaya'])] \n",
"\n",
"117 = [([(45262, 754, 2621913, 3.7)], ['Puncak Tonang', 'Simpang Pantai Monyet', 'Salib Kasih Tarutung', 'Zam Zam Prima Persada. Pt', 'Danau Sipogas', 'Peceren Karo Village', 'Nature Baths Gantang Rani'])] \n",
"\n",
"118 = [([(13968, 233, 1466652, 4.0)], ['Winter Holidays', 'Musala Waterfall'])] \n",
"\n",
"119 = [([(19377, 323, 1666217, 4.2)], ['Waterfall Pelangi Indah', 'Lau Bengkelade Kuta', 'Tugu Pramuka', 'Asahan Regency', 'Bekas Istana Kesultanan Asahan'])] \n",
"\n",
"120 = [([(20003, 333, 1688391, 3.7)], ['Loket Satu Nusa', 'Bair Falls', 'The Heritage'])] \n",
"\n",
"121 = [([(29823, 497, 2052043, 4.2)], ['Batang Bahal', 'Barusjahe', 'Salak Monument Pakkat', 'Pt. Sky Ocean Travel'])] \n",
"\n",
"122 = [([(22310, 372, 1774870, 4.0)], ['Stasiun Binjai', 'Bukit Senyum', 'Aek Milas Paringgonan Sibuhuan', 'Vania Travel'])] \n",
"\n",
"123 = [([(15625, 260, 1526522, 3.2)], ['Tanjung Unta', 'Sitinjo', 'Taman Gajah Mada', 'Paranggiran Raja Silahisabungan'])] \n",
"\n",
"124 = [([(32074, 535, 2136304, 3.5)], ['Pinang City', 'Pemandian Air Panas Goa Ergendang', 'Danau Pagaran Padang', 'Bukit Kubu', 'Taman Mini Travel Langkat', 'Bukit Senyum'])] \n",
"\n",
"125 = [([(20621, 344, 1712783, 3.7)], ['Bukik Posuak Maek', 'The Le Hu Garden', 'Air Panas Simolap'])] \n",
"\n",
"126 = [([(30765, 513, 2087522, 4.2)], ['Rumah Makan Irian', 'Pasar Tomok', 'Bat Cave, Bukit Lawang', 'Air Terjun Aek Matua', 'Pasar Kaget Kota Binjai', 'Sumatra Jungle Trek'])] \n",
"\n",
"127 = [([(4909, 82, 1131826, 3.2)], ['Objek Wisata Maggrove Sisarahili Ts', 'Mesjid Raya Al-Abror', 'Pantai Sorake Nias Selatan', 'Pondok Pisang'])] \n",
"\n",
"128 = [([(18080, 301, 1617435, 3.8)], ['Alun Alun Kota Kisaran', 'Titi Gantung Bridge', 'Wisata Alam', 'Pemandian Alam Loknya'])] \n",
"\n",
"129 = [([(4351, 73, 1111870, 3.5)], ['Pantai Bul Bul', 'Pondok Wisata Lagundi Samosir'])] \n",
"\n",
"130 = [([(44253, 738, 2586435, 4.1)], ['Bersama Travel', 'Wisata Merci', 'Taman Kota Salak (Tugu Salak)', 'Dairi Regency', 'Jembatan Lae Pandaroh', 'Pt Wisata Habibah Berkah', 'Alaman Bolak Padang Nadimpu'])] \n",
"\n",
"131 = [([(6237, 104, 1180609, 4.0)], ['Air Terjun Binanga Bolon', 'Kantor Po Pinem Bus'])] \n",
"\n",
"132 = [([(31349, 522, 2107478, 4.2)], ['Objek Wisata Luak Gadang, Guguak Rang Pisang', 'Masjid Raya Al Osmani', 'Masjid Raya Nur Addin', 'Istana Kerajaan Rokan', 'Sbv', 'Pemandian Air Panas Tirto Kencono'])] \n",
"\n",
"133 = [([(48240, 804, 2732783, 4.1)], ['Handreva Tour', 'Cross Of Love', 'Bahal Temple I', 'Wisata Dakwah Okura', 'Loket Bus Bintang Utara', 'Taman Pesona Asri', 'Pantai Katung Binasi', 'Panatapan Sileme-Leme', 'Taman Mejuah-Juah'])] \n",
"\n",
"134 = [([(56086, 935, 3023261, 3.6)], ['Wisata Agro Kopi Karo', 'Tapian Puti', 'Bukit Senyum', 'Permata Asri Stabat', 'Sabah Simelir', 'Pemandian Air Panas Sibayak Mardinding Julu', 'Museum Zoologi', 'Muaraopu'])] \n",
"\n",
"135 = [([(28970, 483, 2021000, 3.8)], ['Taman Wisata Simatahari Indah', 'Monumen Halilintar', 'Loket Bus Bintang Utara', 'Monkey Forest Umar Manik Sibaganding', 'Kembar Agro', 'Sampuren Tutuen Sige'])] \n",
"\n",
"136 = [([(48920, 815, 2757174, 4.0)], ['Pemandian Air Panas Tirto Kencono', 'Rumah Irmayanti Lubis', 'Pusat Posko \"Teroh-Teroh.', 'Air Terjun Situak Lotik Iii', 'Pulau Malau', 'Bukit Suligi', 'Bair Falls'])] \n",
"\n",
"137 = [([(5664, 94, 1158435, 4.0)], ['Karo Regency', 'Bukit Kininduma Simantas'])] \n",
"\n",
"138 = [([(8396, 140, 1260435, 4.5)], ['Muaraopu', 'Wisata Madu Aek Nauli'])] \n",
"\n",
"139 = [([(7444, 124, 1224957, 4.0)], ['Tugu Marga Silalahi', 'Pantai Maligi', 'Makam Ompung Parmata Sapihak'])] \n",
"\n",
"140 = [([(45671, 761, 2637435, 3.8)], ['Air Terjun Saringgana', 'Frog Rock Tour', 'Musala Waterfall', 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut', 'Parhonasan (Kebun Nenas) Sidumpe Anturi', 'Sumatra Jungle Trek', 'Taman Selfie', 'Wisata Merci'])] \n",
"\n",
"141 = [([(31878, 531, 2127435, 3.8)], ['Tirtanadi Tower', 'Taman Wisata Simatahari Indah', \"Penginapan King's Ambarita\", 'Alun Alun Lubuk Sikpaing'])] \n",
"\n",
"142 = [([(15741, 262, 1530957, 3.8)], ['Jembatan Lau Luhung, Gunung Meriah.', 'Museum Perkebunan Indonesia', 'Air Terjun Bah Salak', 'Simanimbo Waterfall', 'Bukit Tara Bunga', 'Biro Jasa'])] \n",
"\n",
"143 = [([(8316, 139, 1258217, 3.7)], [\"Five Star Int'l Travel\", 'Desa Adat Ragi Hotang Meat', 'Klenteng Gunung Timur'])] \n",
"\n",
"144 = [([(16948, 282, 1575304, 3.0)], ['Taman Wisata Simatahari Indah', 'Waterpark Ria'])] \n",
"\n",
"145 = [([(1481, 25, 1005435, 3.5)], ['Danau Pagaran Padang', 'Plta Sipansihaporas'])] \n",
"\n",
"146 = [([(16051, 268, 1544261, 4.0)], ['Parks West Coast', 'Taman Megawati', 'Air Terjun Efrata', 'Objek Wisata Luak Gadang, Guguak Rang Pisang', 'Pantai Paris'])] \n",
"\n",
"147 = [([(16370, 273, 1555348, 3.7)], ['Wisata Pancing Sungai Bedera', 'Masjid Agung Ahmad Bakrie Kisaran', 'Aek Milas Paringgonan Sibuhuan'])] \n",
"\n"
]
}
],
"outputs": [],
"source": [
"printt.result()"
]
......@@ -755,7 +452,7 @@
"outputs": [],
"source": [
"#Initial Solution\n",
"data = df[\"Tempat Wisata\"]\n",
"\n",
"class initial:\n",
" def solution (data):\n",
" tempatbaru = []\n",
......@@ -765,7 +462,7 @@
" tempatbaru.append((inn, da))\n",
" return tempatbaru\n",
" \n",
" def listsolution():\n",
" def listsolution(data):\n",
" list_ = []\n",
" for i in range(150):\n",
" c = initial.solution(data)\n",
......@@ -773,19 +470,63 @@
" return list_\n",
"\n",
"class iteratedlocalsearch:\n",
" \n",
" def calculate(data):\n",
" final_solution = []\n",
" \n",
" for it in range(150):\n",
" x1 = initial.solution(data)\n",
" x2 = initial.listsolution()\n",
" x2 = initial.listsolution(data)\n",
" x2.sort(reverse = False)\n",
"\n",
" tes = False;\n",
" x11 = x1[0][0][0][0]\n",
" x12 = x1[0][0][0][3]\n",
" for i in range(len(x2)):\n",
" \n",
" x21 = x2[i][0][0][0][0]\n",
" x22 = x2[i][0][0][0][3]\n",
" if (x11 < x21 and x12 < x22) or (x11 < x21 and x12 == x22):\n",
" tes = True;\n",
" break;\n",
" if(tes):\n",
" final_solution.append(x1);\n",
" return final_solution\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"#data = df[\"Tempat Wisata\"]\n",
"#xx = initial.solution(data)\n",
"#print(xx[0][0][0][3])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"#xx.sort(reverse = False)\n",
"#it = 1\n",
"#for i in xx:\n",
"# print(it , \" \", i)\n",
"# it += 1"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
"source": [
"data = df[\"Tempat Wisata\"]\n",
"iteratedlocalsearch.calculate(data)"
]
},
{
"cell_type": "markdown",
......
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