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TA13
Commit 93912c0c by Febby B. Simanjuntak
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Merge branch 'EA' into 'master'

Ea See merge request !2
parents 35d1c832 3c1534cc
Showing with 1038 additions and 330 deletions
.ipynb_checkpoints/TA13-checkpoint.ipynb
...@@ -212,17 +212,7 @@ ...@@ -212,17 +212,7 @@
" x = choice(tempdata)\n", " x = choice(tempdata)\n",
" if x not in TempatWisata:\n", " if x not in TempatWisata:\n",
" TempatWisata.append(x)\n", " TempatWisata.append(x)\n",
" return TempatWisata\n", " return TempatWisata\n"
"\n",
"#Using Set DataFrame\n",
"#def generateTempatWisataSetJumlah(N):\n",
" #arr = df[\"Tempat Wisata\"].sample(N, replace = True)\n",
" #TempatWisata_1.append(arr)\n",
" #return TempatWisata_1\n",
"\n",
"# def generate(datatempat):\n",
" # tempatwisata = generateTempatWisataDataFrame(datatempat)\n",
" # return tempatwisata"
] ]
}, },
{ {
...@@ -426,319 +416,16 @@ ...@@ -426,319 +416,16 @@
" result_ = simeal.solution()\n", " result_ = simeal.solution()\n",
" print(len(result_), \"\\n\")\n", " print(len(result_), \"\\n\")\n",
" for i in range(len(result_)):\n", " for i in range(len(result_)):\n",
" print(i+1, \" = \",result_[i], \"\\n\")" " print(\"Itinerary \", i+1, \" = \",result_[i], \"\\n\")"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 8, "execution_count": 8,
"metadata": {}, "metadata": {},
"outputs": [ "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"
]
}
],
"source": [ "source": [
"printt.result()" "#printt.result()"
] ]
}, },
{ {
...@@ -755,7 +442,7 @@ ...@@ -755,7 +442,7 @@
"outputs": [], "outputs": [],
"source": [ "source": [
"#Initial Solution\n", "#Initial Solution\n",
"data = df[\"Tempat Wisata\"]\n", "\n",
"class initial:\n", "class initial:\n",
" def solution (data):\n", " def solution (data):\n",
" tempatbaru = []\n", " tempatbaru = []\n",
...@@ -765,27 +452,57 @@ ...@@ -765,27 +452,57 @@
" tempatbaru.append((inn, da))\n", " tempatbaru.append((inn, da))\n",
" return tempatbaru\n", " return tempatbaru\n",
" \n", " \n",
" def listsolution():\n", " def listsolution(data):\n",
" list_ = []\n", " list_ = []\n",
" for i in range(150):\n", " listiteration = 150\n",
" for i in range(listiteration):\n",
" c = initial.solution(data)\n", " c = initial.solution(data)\n",
" list_.append(c)\n", " list_.append(c)\n",
" return list_\n", " return list_\n",
"\n", "\n",
"class iteratedlocalsearch:\n", "class iteratedlocalsearch:\n",
" x1 = initial.solution(data)\n", " \n",
" x2 = initial.listsolution()\n", " def calculate(data):\n",
" x2.sort(reverse = False)\n", " final_solution = []\n",
" sol_iteration = 150\n",
" for it in range(sol_iteration):\n",
" x1 = initial.solution(data)\n",
" x2 = initial.listsolution(data)\n",
" x2.sort(reverse = False)\n",
" tes = False;\n",
" x11 = x1[0][0][0][0]\n",
" x12 = x1[0][0][0][3]\n",
" for i in range(len(x2)):\n",
" \n",
" x21 = x2[i][0][0][0][0]\n",
" x22 = x2[i][0][0][0][3]\n",
" if (x11 < x21 and x12 < x22) or (x11 < x21 and x12 == x22):\n",
" tes = True;\n",
" break;\n",
" if(tes):\n",
" final_solution.append(x1);\n",
" return final_solution\n",
"\n", "\n",
"# Class printt \n",
"class printils:\n",
" \n",
" def resultils():\n",
" data = df[\"Tempat Wisata\"]\n",
" result_ = iteratedlocalsearch.calculate(data)\n",
" print(len(result_), \"\\n\")\n",
" for i in range(len(result_)):\n",
" print(\"Itinerary \", i+1, \" = \", result_[i], \"\\n\")\n",
" " " "
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 10,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [] "source": [
"#printils.resultils()"
]
}, },
{ {
"cell_type": "markdown", "cell_type": "markdown",
...@@ -796,17 +513,1008 @@ ...@@ -796,17 +513,1008 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 16,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [] "source": [
"#Random Population\n",
"def populationnfitnes (data):\n",
" calculate = []\n",
" listiteration = 150\n",
" for i in range(listiteration):\n",
" c = initial.solution(data)\n",
" calculate.append(c)\n",
" return calculate\n",
"\n",
"def tercriteria():\n",
" \n",
"def parentselect():\n",
"\n",
"def crossover():\n",
" \n",
"def utatuion()\n",
" \n",
" "
]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 18,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [
"source": [] {
"data": {
"text/plain": [
"[[([(344, 6, 1712783, 3.5)],\n",
" ['Perwakilan Mandiri', 'Halo Angso Duo Pratama Bro. Pt'])],\n",
" [([(35981, 600, 80733957, 3.5)],\n",
" ['Air Terjun Tarunggang',\n",
" 'Air Terjun Taga Hambing',\n",
" 'Taman Wisata Simatahari Indah',\n",
" 'Makam Ompung Parmata Sapihak',\n",
" 'Tugu Jeruk Berastagi',\n",
" 'Wisata Pemandian Water Hill'])],\n",
" [([(14083, 235, 32177522, 4.3)],\n",
" ['Wisata Batu Rongring', 'Batu Gantung', 'Frog Rock Tour'])],\n",
" [([(37826, 630, 84825043, 4.0)],\n",
" ['Pantai Tiram Tapakis',\n",
" 'Lingga Cultural Village',\n",
" 'Batang Gadis National Park',\n",
" 'Air Terjun Bertala'])],\n",
" [([(21243, 354, 48054043, 3.7)],\n",
" ['Sabah Simelir',\n",
" 'Pemandian Air Panas Sibayak Mardinding Julu',\n",
" 'Sidebuk Debuk Thermal Baths Berastagi',\n",
" 'Bukik Posuak Maek',\n",
" 'Pantai Arta Indah',\n",
" 'Pantai Indah Sipinggan',\n",
" 'Pemandian Alam Bendungan Ginbers'])],\n",
" [([(13611, 227, 31130913, 4.2)],\n",
" ['Kampung Kuliner',\n",
" 'Struggle Monument Berastagi',\n",
" 'Taman Pesona Asri',\n",
" 'Bukit Travel Gibeon',\n",
" 'Stabat'])],\n",
" [([(57196, 953, 127775913, 4.0)],\n",
" ['Pantai Pongkar',\n",
" 'Air Terjun Aek Godang',\n",
" 'Sumatra Jungle Trek',\n",
" 'Zam Zam Prima Persada. Pt',\n",
" 'Garunggang',\n",
" 'Replika Istana Serdang',\n",
" 'Tanjung Unta'])],\n",
" [([(5302, 88, 12706609, 4.0)],\n",
" ['Lubuk Larangan Desa Padang Bulan', 'Batu Gantung', 'Tobasa'])],\n",
" [([(41866, 698, 93783304, 4.0)],\n",
" ['Rm Batunadua Indah',\n",
" 'Permata Asri Stabat',\n",
" 'Kuamang Ujung Gading',\n",
" 'Taman Mutiara Selat Malaka',\n",
" 'Wisata Bah Kulistik',\n",
" 'Air Terjun Binanga Bolon'])],\n",
" [([(18237, 304, 41388565, 3.2)],\n",
" ['Lau Teba Langkat',\n",
" 'Perwakilan Mandiri',\n",
" 'Pantai Malaya',\n",
" 'Lapangan Pasir'])],\n",
" [([(7244, 121, 17012783, 3.7)],\n",
" ['Masjid Raya', 'Viewpoint Of Tuktuk Peninsula', 'Elsasya Utama'])],\n",
" [([(8264, 138, 19274522, 4.2)],\n",
" ['Telagah', 'Stasiun Binjai', 'Alun Alun Kota Kisaran', 'Tugu Sitio'])],\n",
" [([(21026, 350, 47572870, 4.0)],\n",
" ['Air Terjun Sibabo',\n",
" 'Vihara Budha Taman Iman',\n",
" 'Wisata Batu Rongring',\n",
" 'Kuil Shri Mariamman',\n",
" 'Museum Perkebunan Indonesia'])],\n",
" [([(18755, 313, 42537174, 4.0)],\n",
" ['Puncak Gundaling Brastagi', 'Air Terjun Aek Godang', 'Lapangan Pasir'])],\n",
" [([(5739, 96, 13675609, 4.0)],\n",
" ['Tumori Traditional Village', 'Thermal Baths U.S.K Hineni'])],\n",
" [([(2320, 39, 6094348, 4.0)],\n",
" ['Tirtanadi Tower',\n",
" 'Kuil Shri Mariamman',\n",
" 'Bukit Lawang Travel',\n",
" 'Bukit Lawang Guide'])],\n",
" [([(76305, 1272, 170148043, 3.7)],\n",
" ['Air Terjun Simpang Kanan',\n",
" 'Tugu D.I Panjaitan',\n",
" 'Sini Suka Natural Bath Sibiru-Biru',\n",
" 'Pt Wisata Habibah Berkah',\n",
" 'Ikan Larangan Lubuak Landua',\n",
" 'Taman Megawati',\n",
" 'Museum Negeri Sumatera Utara',\n",
" 'Kampung Kuliner',\n",
" 'Kantor Balai Taman Nasional Batang Gadis'])],\n",
" [([(45315, 755, 101431087, 3.9)],\n",
" ['Wisata Alam Experience Survive Champing',\n",
" 'Taman Aek Kota Batu Labura',\n",
" 'Air Terjun Gorbus',\n",
" 'Dermaga Silalahi',\n",
" 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul',\n",
" 'Wisata Taman Merci',\n",
" 'Perumahaan Azalea Asri'])],\n",
" [([(35892, 598, 80536609, 3.8)],\n",
" ['Batu Marhosa', 'Rumah Wisata Sunggal', 'Pulau Samosir', 'Ranika Surf'])],\n",
" [([(6786, 113, 15997217, 4.0)],\n",
" ['Bukit Lawang Day Trek', 'Siregar Aek Nalas'])],\n",
" [([(69284, 1155, 154579739, 3.9)],\n",
" ['Tugu Simpang Empat',\n",
" 'Connectingjungle',\n",
" 'Pt Pelangi Wisata',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'State Museum Of North Sumatra',\n",
" 'Masjid Agung Islamic Centre Pasir Pengaraian Rohul',\n",
" 'Bat Cave, Bukit Lawang',\n",
" 'Pulau Pigago',\n",
" 'Mesjid Raya Al-Abror'])],\n",
" [([(9159, 153, 21259087, 4.0)],\n",
" ['Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut',\n",
" 'Vihara Tri Ratna'])],\n",
" [([(15539, 259, 35406043, 3.8)],\n",
" ['Oyo 1752 Hotel Wisata',\n",
" 'North Labuhanbatu Regency',\n",
" 'Wisata Dakwah Okura',\n",
" 'Penatapen Doulu'])],\n",
" [([(36106, 602, 81011130, 3.7)],\n",
" ['Pantai Teluk Kerang',\n",
" 'Bendungan Batang Tongar',\n",
" 'Kolam Pancing Asri',\n",
" 'Pantai Pulau Putri',\n",
" 'Perhadtian Air Panas Taman Wisata Sibayak',\n",
" 'Tanjung Apek Beach',\n",
" 'Puncak Saragodung'])],\n",
" [([(36329, 605, 81505609, 4.0)],\n",
" ['Bus Wisata',\n",
" 'Tanjung Apek Beach',\n",
" 'Air Terjun Taga Hambing',\n",
" 'Museum Deli Serdang',\n",
" 'Winter Holidays',\n",
" 'North Labuhanbatu Regency'])],\n",
" [([(13556, 226, 31008957, 3.4)],\n",
" ['Armaya Wisata Alam',\n",
" 'Jln Dusun Lauseridi',\n",
" 'Bukit Lawang Ecotourism & Ecoproject',\n",
" 'Taman Bunga',\n",
" 'Vihara Pekong Lima'])],\n",
" [([(36087, 601, 80969000, 4.2)],\n",
" ['Pt. Raya Utama Travel',\n",
" 'Beranda Madina',\n",
" 'Batu Lobang Sibaganding',\n",
" 'Wisata Madu Aek Nauli',\n",
" 'Handreva Tour'])],\n",
" [([(31927, 532, 71744652, 3.7)],\n",
" ['Dolok Bunga Sirandorung',\n",
" 'Sitinjo',\n",
" 'Counters Kupj Simpang Sei Kopas',\n",
" 'Berakit-Rakit Ke Hulu',\n",
" 'Letter Z',\n",
" 'Penangkaran Buaya Asam Kumbang',\n",
" 'Bukit Travel Gibeon',\n",
" 'Kuil Shri Mariamman',\n",
" 'Wisata Alam Pohon Damai Simempar'])],\n",
" [([(15170, 253, 34587826, 3.7)],\n",
" ['Pemandian Air Panas Goa Ergendang',\n",
" 'Pas Pam Wisata',\n",
" 'Parhallow Viewpoint And Coffee Shop'])],\n",
" [([(66487, 1108, 148377696, 3.8)],\n",
" ['Danau Marambe',\n",
" 'Bukit Lawang Orangutan Trekking',\n",
" 'Kualuh Hulu',\n",
" 'Sri Deli Park',\n",
" 'Pemandian Alam Loknya',\n",
" 'Uruk Ndaholi',\n",
" 'Simpang Pantai Monyet',\n",
" 'Tugu D.I Panjaitan'])],\n",
" [([(54035, 901, 120766739, 4.3)],\n",
" ['Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)',\n",
" 'Puncak Bukit Galau',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'Batu Gajah',\n",
" 'Bus Wisata',\n",
" 'Penangkaran Rusa Universitas Sumatera Utara',\n",
" 'Alun Alun Kota Kisaran',\n",
" 'Laterzhya Zimhuli',\n",
" 'Taman Bukit Gelanggang'])],\n",
" [([(55778, 930, 124631652, 4.0)],\n",
" ['Tugu Sejarah Perjuangan Asahan',\n",
" 'Danau Linting',\n",
" 'Museum Simalungun',\n",
" 'Pasir Putih Janggawari',\n",
" 'Pt, Yy Traveling Tour And Travel',\n",
" 'Pinang City',\n",
" 'Na Ix-X',\n",
" 'Masjid Raya Al Osmani',\n",
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" 'Sp.Lau Petundal',\n",
" 'Museum Lubuk Pakam',\n",
" 'Air Terjun Sigura-Gura'])],\n",
" [([(39725, 662, 89035870, 4.2)],\n",
" ['Taman Mutiara Selat Malaka',\n",
" 'Wisata Sawah Koto',\n",
" 'Kebun Madu Efi',\n",
" 'Vihara Pubbarama Buddhist',\n",
" 'Panatapan Parhalow',\n",
" 'Revolution Heroes Monument',\n",
" 'Sibio-Bio Advanture Park',\n",
" 'Air Terjun Taman Eden 100, Tobasa'])],\n",
" [([(43731, 729, 97918739, 3.7)],\n",
" ['Taman Gajah Mada',\n",
" 'Sumatra Orangutan Tours & Holidays',\n",
" 'Pulau Pigago',\n",
" 'Pemandu Bukit Lawang',\n",
" 'Permata Asri Stabat',\n",
" 'Delta',\n",
" 'A8 Village'])],\n",
" [([(8860, 148, 20596087, 3.7)],\n",
" ['Thermal Baths U.S.K Hineni',\n",
" \"Five Star Int'l Travel\",\n",
" 'Masjid Agung Sumatera Utara'])],\n",
" [([(40175, 670, 90033696, 3.7)],\n",
" ['Taman Aek Kota Batu Labura',\n",
" 'Saf Travel Indo',\n",
" 'Wisata Pemandian Water Hill',\n",
" 'Pantai Pasir Putih Parparean',\n",
" 'Masjid Al Osmani',\n",
" 'Tanjung Apek Beach'])],\n",
" [([(20490, 342, 46384348, 3.8)],\n",
" ['Bekancan River',\n",
" 'Masjid Raya Al Osmani',\n",
" 'Bukit Lawang Trip',\n",
" 'Pasir Putih Janggawari',\n",
" 'Tugu Sitio',\n",
" 'Pasar Buah Berastagi'])],\n",
" [([(20892, 348, 47275739, 3.3)],\n",
" ['Garunggang',\n",
" 'Balai Datuk Setia Maharaja Negeri Serdang',\n",
" 'North Padang Lawas Regency'])],\n",
" [([(208, 3, 1411217, 3.5)], ['Armaya Wisata Alam', 'Pt. Jsa Tour & Travel'])],\n",
" [([(41860, 698, 93770000, 3.4)],\n",
" ['Pemandian Air Panas Sibayak Mardinding Julu',\n",
" 'Bersama Travel',\n",
" 'Air Terjun Sitiotio',\n",
" 'Museum Negeri Sumatera Utara',\n",
" 'Kebun Binatang Simalingkar Medan',\n",
" \"Pt. Bagus Wisata Holiday's\",\n",
" 'Bukit Teletubies',\n",
" 'Sabah Simelir'])],\n",
" [([(13413, 224, 30691870, 4.2)],\n",
" ['Ende Holidays',\n",
" 'Gereja Katolik St. Dionysius, Sumbul',\n",
" 'T.Garden',\n",
" 'Landak River',\n",
" 'Vihara Pubbarama Buddhist'])],\n",
" [([(291, 5, 1595261, 4.0)], ['Taman Remaja Binjai', 'Stasiun Binjai'])],\n",
" [([(40495, 675, 90743261, 3.7)],\n",
" ['Wisata Pulau Spantiang',\n",
" \"Five Star Int'l Travel\",\n",
" 'Bahal Temple I',\n",
" 'Tanjung Pura',\n",
" 'Pemandian Air Panas Goa Ergendang',\n",
" 'Pantai Maligi'])],\n",
" [([(19485, 325, 44155870, 3.3)],\n",
" ['Sini Suka Natural Bath Sibiru-Biru',\n",
" 'Pemandian Air Panas Goa Ergendang',\n",
" 'Hendreva Tour'])],\n",
" [([(72829, 1214, 162440391, 4.1)],\n",
" ['Air Terjun Malakkut',\n",
" 'Taman Mutiara Selat Malaka',\n",
" 'Pasar Tomok',\n",
" 'Patung Dewi Kwan Im',\n",
" 'North Labuhanbatu Regency',\n",
" 'Taman Megawati',\n",
" 'Tao Lake Rod Onang',\n",
" 'Pt Farnaz Utama',\n",
" 'Wisata Agro Kopi Karo'])],\n",
" [([(45052, 751, 100847913, 4.0)],\n",
" ['Gundaling',\n",
" 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan',\n",
" 'Sbv',\n",
" 'Simonis',\n",
" 'Garunggang',\n",
" 'Explore Bahorok Adventure Trip',\n",
" 'Air Terjun Lumban Rang',\n",
" 'Museum Lubuk Pakam',\n",
" 'Tugu Silahi Sabungan'])],\n",
" [([(34493, 575, 77434478, 3.8)],\n",
" ['Museum Zoologi',\n",
" 'Museum Negeri Sumatera Utara',\n",
" 'Kuamang Ujung Gading',\n",
" 'Kebun Madu Efi'])],\n",
" [([(32015, 534, 71939783, 3.9)],\n",
" ['Sabah Simelir',\n",
" 'Tinggi Raja',\n",
" 'Pemandian Air Panas U.S.K Hineni',\n",
" 'Pusat Posko \"Teroh-Teroh.',\n",
" 'Kota Padang Sidempuan',\n",
" 'Wisata Alam'])],\n",
" [([(33816, 564, 75933304, 4.4)],\n",
" ['Danau Linting',\n",
" 'Air Terjun Pongkar',\n",
" 'Pantai Pulau Putri',\n",
" 'Taman Pesona Asri',\n",
" 'Sumatra Jungle Trek'])],\n",
" [([(1723, 29, 4770565, 4.0)], ['Jembatan Tano Ponggol', 'Pulau Malau'])],\n",
" [([(21565, 359, 48768043, 4.0)],\n",
" ['Kantor Balai Taman Nasional Batang Gadis',\n",
" 'Tahura (Taman Hutan Raya)',\n",
" 'Lapangan Pasir Tanjung Balai',\n",
" 'Air Terjun Sipitu Tikka'])],\n",
" [([(7832, 131, 18316609, 4.0)], ['Kisaran Kota', 'Mesjid Raya Al-Abror'])],\n",
" [([(29446, 491, 66243304, 4.0)],\n",
" ['De Hole Laguna',\n",
" 'Langkat Regency',\n",
" 'Air Terjun Pantai Salak',\n",
" 'Pantai Pasir Putih',\n",
" 'Vihara Budha Taman Iman'])],\n",
" [([(9585, 160, 22203696, 3.3)],\n",
" ['Bat Cave, Bukit Lawang', 'Museum Zoologi', 'Lau Perkoh'])],\n",
" [([(18745, 312, 42515000, 4.0)],\n",
" ['Puncak Santai',\n",
" 'Sp.Lau Petundal',\n",
" 'Deleng Bencirus',\n",
" 'North Namu Ukur',\n",
" 'Masjid Raya Al Osmani',\n",
" 'Wisata Indonesia Itu Indah'])],\n",
" [([(29180, 486, 65653478, 4.2)],\n",
" ['Objek Wisata Patamuan',\n",
" 'Silalahi I',\n",
" 'Deleng Bencirus',\n",
" 'Bukit Lawang Orangutan Trekking',\n",
" 'Niagara Tanjung Raja'])],\n",
" [([(66922, 1115, 149342261, 3.9)],\n",
" ['Aek Milas Paringgonan Sibuhuan',\n",
" 'Pantai La Terzhia Zhimehuli',\n",
" 'Sp.Lau Petundal',\n",
" 'Mandailing Natal Regency',\n",
" 'Wisata Alam Aek Sordang',\n",
" 'Danau Sipogas',\n",
" 'Desa S.Kalangan Ii',\n",
" 'Pasir Putih Janggawari'])],\n",
" [([(16614, 277, 37789739, 4.0)],\n",
" ['Budaya Resto',\n",
" 'Matondang Travel Agent | Korwil Fastpay Kab. Humbang Hasundutan',\n",
" 'Pantai Pongkar',\n",
" 'Bakarang Simalem'])],\n",
" [([(36719, 612, 82370391, 4.2)],\n",
" ['Mobil Wisata Medan',\n",
" 'Air Terjun Sarasah Kajai',\n",
" 'Aek Kanopan',\n",
" 'Air Terjun Lenggo Geni'])],\n",
" [([(39398, 657, 88310783, 4.1)],\n",
" ['Halo Angso Duo Pratama Bro. Pt',\n",
" 'Museum Deli Serdang',\n",
" 'Pulau Malau',\n",
" 'Taman Edukasi Binjai',\n",
" 'Medan City Tour',\n",
" 'Welterbeminimini',\n",
" 'Dairi Regency'])],\n",
" [([(26304, 438, 59276261, 4.2)],\n",
" ['Wisata Alam Datuk',\n",
" 'Kantor Dinas Pariwisata Kabupaten Humbang Hasundutan',\n",
" 'Wisata Alam Experience Survive Champing',\n",
" 'Viewpoint Of Tuktuk Peninsula',\n",
" 'Air Terjun Ponot',\n",
" 'Wisata Batu Rongring'])],\n",
" [([(51374, 856, 114866261, 4.1)],\n",
" ['Niagara Tanjung Raja',\n",
" 'Go Adventure Tour & Travel Indonesia',\n",
" 'Air Terjun Malakkut',\n",
" 'Handreva Tour',\n",
" 'Museum Huta Bolon Simanindo',\n",
" 'Bintang Johor Swimming Pool',\n",
" 'Aek Malapari',\n",
" 'Air Terjun Pelangi Indah'])],\n",
" [([(47470, 791, 106209565, 3.9)],\n",
" ['Dokter Travel',\n",
" 'Rosyid Orangutan Tours',\n",
" 'Cis Tour & Travel',\n",
" 'Bukit Lawang Ecotourism & Ecoproject',\n",
" 'Pertunjukan Tari Sigale Gale',\n",
" 'Air Terjun Taman Eden 100, Tobasa',\n",
" 'Pemandian Sidamanik',\n",
" 'Aek Kanopan'])],\n",
" [([(61294, 1022, 136862783, 3.8)],\n",
" ['Azizi Mosque',\n",
" 'Cis Tour & Travel',\n",
" 'Makam Ompung Parmata Sapihak',\n",
" 'Batu Marhosa',\n",
" 'Uruk Ndaholi',\n",
" 'Sini Suka Natural Bath Sibiru-Biru',\n",
" 'Lorong Pandan',\n",
" 'Delta'])],\n",
" [([(32606, 543, 73250261, 3.8)],\n",
" ['Taman Mutiara Selat Malaka',\n",
" 'Mesjid Raya Al-Abror',\n",
" 'Little India Medan',\n",
" 'Benteng Jepang'])],\n",
" [([(44777, 746, 100238130, 4.1)],\n",
" ['Tinggi Raja',\n",
" 'Istana Kerajaan Rokan',\n",
" 'Puncak Bukit Galau',\n",
" 'Handreva Tour',\n",
" 'Wisata Alam',\n",
" 'Taman Mejuah-Juah',\n",
" 'Air Terjun Lenggo Geni',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )'])],\n",
" [([(66319, 1105, 148005174, 4.2)],\n",
" ['Masjid Al Istiqomah',\n",
" 'Pantai Bukit Malintang Buburan',\n",
" 'Taman Bunga',\n",
" 'Pantai Buih',\n",
" 'Bukit Lawang Orangutan Trekking',\n",
" 'Umbul Ejuk',\n",
" 'Lau Mentar Canyon',\n",
" 'Tugu Becak Bsa Siantar',\n",
" 'Sembilantujuh Tour&Travel'])],\n",
" [([(45482, 758, 101801391, 3.3)],\n",
" ['Danau Teratai',\n",
" 'Pesona Alam Panorama Indah. Pt',\n",
" 'Gereja Katolik St. Dionysius, Sumbul',\n",
" 'Vihara Pekong Lima',\n",
" 'Museum Simalungun',\n",
" 'Kolam Pancing Asri',\n",
" \"Pt. Bagus Wisata Holiday's\",\n",
" 'Bukit Lawang Guide',\n",
" 'Pantai Indah Sipinggan'])],\n",
" [([(42313, 705, 94774478, 3.9)],\n",
" ['Embae Tour & Travel',\n",
" 'Putri Cahaya Travel',\n",
" 'Ekowisata Mangrove',\n",
" 'Sibolga Dutch Tunnel',\n",
" 'Siregar Aek Nalas',\n",
" 'Air Terjun Ponot',\n",
" 'Objek Wisata Luak Gadang, Guguak Rang Pisang',\n",
" 'Kupu-Kupu Garden Guest House & Cafe'])],\n",
" [([(33601, 560, 75456565, 3.8)],\n",
" ['Hotel Pesona Wisata',\n",
" 'North Namu Ukur',\n",
" 'Simonis',\n",
" 'Batang Bahal',\n",
" 'Pemandian Sidamanik',\n",
" 'North Padang Lawas Regency'])],\n",
" [([(38187, 636, 85625522, 3.7)],\n",
" ['Pantai Sikilang',\n",
" 'Wisata Alam',\n",
" 'Twins Travel',\n",
" 'Bahal Temple I',\n",
" 'Puncak Jb',\n",
" 'Kantor Po Pinem Bus'])],\n",
" [([(12999, 217, 29773870, 4.0)],\n",
" ['Wisata Hutan Mangrove Perpat', 'Sibolga Dutch Tunnel'])],\n",
" [([(43728, 729, 97912087, 3.9)],\n",
" ['Sitinjo',\n",
" 'Dunia Outbound Camp',\n",
" 'Wisata Bendunga Sei Palis',\n",
" 'Millenium Wisata Indah Pt',\n",
" 'Letter Z',\n",
" 'Indah Sipinggan Beach',\n",
" 'Panatapan Parhalow',\n",
" 'Panorama Uruk Lisang',\n",
" 'Masjid Raya Stabat'])],\n",
" [([(47270, 788, 105766087, 3.2)],\n",
" ['Siregar Aek Nalas',\n",
" 'Aek Milas',\n",
" 'Wisata Indonesia Itu Indah',\n",
" 'Tor Simago-Mago',\n",
" 'Ranika Surf',\n",
" 'Danau Marambe',\n",
" 'Kebun Madu Efi',\n",
" 'Masjid Mustaqim, Sikopi-Kopi, Pulo Dogom, Kualuh Hulu, Labuhanbatu Utara, Sumatera Utara.'])],\n",
" [([(22965, 383, 51872391, 4.0)],\n",
" ['Pantai Pongkar', 'Leo Tour & Travel (Leo Wisata Medan)', 'Bair Falls'])]]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = df[\"Tempat Wisata\"]\n",
"populationnfitnes(data)"
]
}, },
{ {
"cell_type": "code", "cell_type": "code",
......
TA13.ipynb
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