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TA13
Commit b5304274 by Febby Simanjuntak
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'EA

parent 4c1eac98
Showing with 1013 additions and 46 deletions
.ipynb_checkpoints/TA13-checkpoint.ipynb
......@@ -212,17 +212,7 @@
" x = choice(tempdata)\n",
" if x not in TempatWisata:\n",
" TempatWisata.append(x)\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"
" return TempatWisata\n"
]
},
{
......@@ -426,7 +416,7 @@
" result_ = simeal.solution()\n",
" print(len(result_), \"\\n\")\n",
" for i in range(len(result_)):\n",
" print(i+1, \" = \",result_[i], \"\\n\")"
" print(\"Itinerary \", i+1, \" = \",result_[i], \"\\n\")"
]
},
{
......@@ -435,7 +425,7 @@
"metadata": {},
"outputs": [],
"source": [
"printt.result()"
"#printt.result()"
]
},
{
......@@ -464,7 +454,8 @@
" \n",
" def listsolution(data):\n",
" list_ = []\n",
" for i in range(150):\n",
" listiteration = 150\n",
" for i in range(listiteration):\n",
" c = initial.solution(data)\n",
" list_.append(c)\n",
" return list_\n",
......@@ -473,8 +464,8 @@
" \n",
" def calculate(data):\n",
" final_solution = []\n",
" \n",
" for it in range(150):\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",
......@@ -491,6 +482,16 @@
" if(tes):\n",
" final_solution.append(x1);\n",
" return final_solution\n",
"\n",
"# Class printt \n",
"class printils:\n",
" \n",
" def resultils():\n",
" data = df[\"Tempat Wisata\"]\n",
" result_ = iteratedlocalsearch.calculate(data)\n",
" print(len(result_), \"\\n\")\n",
" for i in range(len(result_)):\n",
" print(\"Itinerary \", i+1, \" = \", result_[i], \"\\n\")\n",
" "
]
},
......@@ -500,39 +501,1019 @@
"metadata": {},
"outputs": [],
"source": [
"#data = df[\"Tempat Wisata\"]\n",
"#xx = initial.solution(data)\n",
"#print(xx[0][0][0][3])"
"#printils.resultils()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"cell_type": "markdown",
"metadata": {},
"outputs": [],
"source": [
"#xx.sort(reverse = False)\n",
"#it = 1\n",
"#for i in xx:\n",
"# print(it , \" \", i)\n",
"# it += 1"
"### 3.Evalutionary Algorithm"
]
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"data = df[\"Tempat Wisata\"]\n",
"iteratedlocalsearch.calculate(data)"
"#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": "markdown",
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"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",
" 'Rumah Makan Irian'])],\n",
" [([(28319, 472, 63744304, 4.2)],\n",
" [\"Penginapan King's Ambarita\",\n",
" 'Puncak Saragodung',\n",
" 'Batu Gantung',\n",
" 'Explore Bahorok Adventure Trip'])],\n",
" [([(43163, 719, 96659261, 3.5)],\n",
" ['Tts (Toru Tor Simarsayang) Cafe',\n",
" 'Air Terjun Binanga Bolon',\n",
" 'Wisata Alam Datuk',\n",
" 'Masjid Lama Gang Bengkok',\n",
" 'Sri Supramaniyam Temple',\n",
" 'Wisata Alam \"Panatapan Parupuk Julu\"',\n",
" 'Gedung Bks Pps',\n",
" 'Pulau Malau'])],\n",
" [([(32089, 535, 72103870, 4.2)],\n",
" ['Connectingjungle',\n",
" 'Ikan Larangan Lubuak Landua',\n",
" 'Museum Huta Bolon Simanindo',\n",
" 'Pusat Kuliner Kota Sibolga',\n",
" 'Taman Kota Salak (Tugu Salak)',\n",
" 'Taman Rekreasi Kong Mah'])],\n",
" [([(70364, 1173, 156974522, 3.9)],\n",
" ['Wisata Bendunga Sei Palis',\n",
" 'Pawan Hot Water',\n",
" 'Sp.Lau Petundal',\n",
" 'Poldung',\n",
" 'Tanjung Unta',\n",
" 'Market Wisata (Tour Bangkok, Tour Phuket, Tour Medan)',\n",
" 'Batu Marhosa',\n",
" 'Aek Kanopan',\n",
" 'Peceren Karo Village'])],\n",
" [([(12012, 200, 27585304, 3.5)],\n",
" ['Gedung Mabmi',\n",
" 'Pantai Teluk Kerang',\n",
" 'West Kisaran',\n",
" 'Little India Medan'])],\n",
" [([(43793, 730, 98056217, 4.1)],\n",
" ['Bukitlawang Trek',\n",
" 'Gang Bengkok Old Mosque',\n",
" 'Bukit Lawang',\n",
" 'Danau Sipogas',\n",
" 'Desa Adat Ragi Hotang Meat',\n",
" 'Masjid Agung Sumatera Utara',\n",
" 'Taman Kebun Bunga èŒ  榀¢ 圀™'])],\n",
" [([(53076, 885, 118640261, 3.8)],\n",
" ['Panatapan Sileme-Leme',\n",
" 'Wisata Alam Datuk',\n",
" 'Makam Ompung Parmata Sapihak',\n",
" 'Telagah',\n",
" 'Tugu Silahi Sabungan',\n",
" 'Danau Cipogas Rohul',\n",
" 'Parks West Coast',\n",
" 'Agen Bus Karina',\n",
" 'Perumahaan Azalea Asri'])],\n",
" [([(19674, 328, 44574957, 4.2)],\n",
" ['Old City Hall',\n",
" 'Embae Tour & Travel',\n",
" 'Bukit Teletubies',\n",
" 'Pantai Pasir Putih'])],\n",
" [([(25147, 419, 56710739, 3.8)],\n",
" ['Air Terjun Bah Salak',\n",
" 'Tugu D.I Panjaitan',\n",
" 'Siba Island Resort',\n",
" 'Baneara, Partungko Naginjang',\n",
" 'Museum Pusaka Karo - Berastagi'])],\n",
" [([(75874, 1265, 169192348, 4.0)],\n",
" ['Air Terjun Simpang Kanan',\n",
" 'Bukitlawang Trek',\n",
" 'Air Terjun Taman Eden 100, Tobasa',\n",
" 'Desa S.Kalangan Ii',\n",
" 'Taman Alamta Jaya',\n",
" 'Saba Napa',\n",
" 'Lapangan Pasir',\n",
" 'Berastagi Local Guide'])],\n",
" [([(27442, 457, 61799652, 4.2)],\n",
" ['Tempat Pengasingan Soekarno',\n",
" 'Telagah',\n",
" 'Dairi Regency',\n",
" 'Batu Lobang Sibaganding',\n",
" 'Air Terjun Taga Hambing',\n",
" 'Tugu Marga Silalahi'])],\n",
" [([(45121, 752, 101000913, 4.0)],\n",
" ['Wisata Bah Kulistik',\n",
" 'Aek Milas',\n",
" 'Puncak Pelangkah Gading, Kutambaru, Munte, Kab. Karo, Sumut',\n",
" 'Jln Dusun Lauseridi',\n",
" 'Royal Palace Nafis Jackson',\n",
" 'Puncak Bukit Galau',\n",
" 'Jembatan Lae Pandaroh',\n",
" 'Amarjun Wisata'])],\n",
" [([(65974, 1100, 147240174, 3.6)],\n",
" ['Taman Danau Wisata Bunga Tujuh',\n",
" 'Taman Sungai Padang',\n",
" 'Pemandian Alam Bendungan Ginbers',\n",
" 'Wisata Rekreasi Danau Buatan',\n",
" 'Perhadtian Air Panas Taman Wisata Sibayak',\n",
" 'Tempat Pengasingan Soekarno',\n",
" 'Masjid Raya Kisaran Kota',\n",
" 'Air Terjun Situak Lotik Iii',\n",
" 'Revolution Heroes Monument'])],\n",
" [([(28924, 482, 65085826, 4.2)],\n",
" ['The Heritage',\n",
" 'Taman Alamta Jaya',\n",
" 'Taman Bukit Gelanggang',\n",
" 'Medan City Tour'])],\n",
" [([(5058, 84, 12165565, 4.7)],\n",
" ['Gedung Nasional Djauli Manik',\n",
" 'Taman Mutiara Selat Malaka',\n",
" 'Panatapan Parhalow'])],\n",
" [([(29087, 485, 65447261, 4.1)],\n",
" ['Pasar Buah Berastagi',\n",
" 'Tugu Simpang Empat',\n",
" 'Masjid Raya Kisaran Kota',\n",
" 'Museum Perkebunan Indonesia',\n",
" 'Beranda Madina',\n",
" 'Replika Pagoda Shwedagon',\n",
" 'Rumah Wisata Sunggal'])],\n",
" [([(3506, 58, 8724174, 4.0)],\n",
" ['Masjid Agung Ahmad Bakrie Kisaran', 'Pantai Sikilang'])],\n",
" [([(25200, 420, 56828261, 4.2)],\n",
" ['Botanical Samosir',\n",
" 'Mandailing Natal Regency',\n",
" 'Berastagi Local Guide',\n",
" 'Bukit Lawang Guide'])],\n",
" [([(30225, 504, 67970652, 4.2)],\n",
" ['Parks West Coast',\n",
" 'Romance Padi Perbaungan',\n",
" 'Lorong Indah',\n",
" 'Pantai Katung Binasi',\n",
" 'Taman Selfie'])],\n",
" [([(37432, 624, 83951391, 3.6)],\n",
" ['Parks West Coast',\n",
" 'Pt Farnaz Utama',\n",
" 'Laterzhya Zimhuli',\n",
" 'Pemandian Alam Bendungan Ginbers',\n",
" 'Monumen Loko Uap Du Croo & Braun'])],\n",
" [([(62721, 1045, 140027000, 3.9)],\n",
" ['Binjai',\n",
" 'Danau Cipogas Rohul',\n",
" 'Taman Bukit Gelanggang',\n",
" 'Kolam Pancing Asri',\n",
" 'Tugu Becak Bsa Siantar',\n",
" 'Air Terjun Kemuning'])],\n",
" [([(21816, 364, 49324609, 3.7)],\n",
" ['Lau Perkoh',\n",
" 'Air Terjun Sipitu Tikka',\n",
" 'Sidebuk Debuk Thermal Baths Berastagi',\n",
" 'Puncak Bukit Manalise Aek Buro',\n",
" 'Pulau Samosir',\n",
" 'Lae Simbellen',\n",
" 'Pantai Pulau Karang'])],\n",
" [([(32954, 549, 74021913, 3.8)],\n",
" ['The Le Hu Garden',\n",
" 'Pemandian Sidamanik',\n",
" 'Lau Teba Langkat',\n",
" 'Simonis',\n",
" 'Wisata Sipinsur'])],\n",
" [([(51365, 856, 114846304, 4.2)],\n",
" ['Padang Lawas Regency',\n",
" 'Budaya Resto',\n",
" 'Merci Waterboom',\n",
" 'Pasir Putih Janggawari',\n",
" 'Desa Adat Ragi Hotang Meat',\n",
" 'Pulau Poncan',\n",
" 'Pt Farnaz Utama',\n",
" 'Bus Wisata Medan'])],\n",
" [([(17718, 295, 40237739, 4.0)],\n",
" ['Perhadtian Air Panas Taman Wisata Sibayak',\n",
" 'Mmtc Walking Street',\n",
" 'Air Terjun Pelangi Indah',\n",
" 'Pakkodian Toba'])],\n",
" [([(53508, 892, 119598174, 3.2)],\n",
" ['Perwakilan Mandiri',\n",
" 'Air Terjun Sibabo',\n",
" 'Indah Sipinggan Beach',\n",
" 'Tangkahan',\n",
" 'Museum Zoologi',\n",
" 'Wisata Makam Papan Tinggi Barus',\n",
" 'Bandar Pulau',\n",
" 'Air Terjun Tarunggang'])],\n",
" [([(66848, 1114, 149178174, 4.1)],\n",
" ['Aek Sipaulak Hosa Loja',\n",
" 'Aek Malapari',\n",
" 'Masjid Al Osmani',\n",
" 'Setia Wisata',\n",
" 'Sansan Travel',\n",
" 'Vania Travel',\n",
" 'Agen Bus Karina',\n",
" 'Pantai Arta Indah',\n",
" 'Masjid Agung Ahmad Bakrie Kisaran'])],\n",
" [([(28266, 471, 63626783, 3.7)],\n",
" ['Lau Bengkelade',\n",
" 'Kota Padang Sidempuan',\n",
" 'Air Terjun Sibabo',\n",
" 'Little India Medan',\n",
" 'Museum Perkebunan Indonesia',\n",
" 'Cross Of Love'])],\n",
" [([(23796, 397, 53715043, 4.0)],\n",
" ['Laterzhya Zimhuli',\n",
" 'Sibio-Bio Adventure Park',\n",
" 'Simpang Pantai Monyet',\n",
" 'Taman Kebun Bunga èŒ  榀¢ 圀™'])],\n",
" [([(39942, 666, 89517043, 4.2)],\n",
" ['Pantai Sikilang',\n",
" 'Sidebuk Debuk Thermal Baths Berastagi',\n",
" 'Vihara Tri Ratna',\n",
" 'Desa S.Kalangan Ii',\n",
" 'Bukit Suligi',\n",
" 'Air Terjun Binanga Bolon'])],\n",
" [([(60121, 1002, 134261783, 4.3)],\n",
" ['Patung Dewi Kwan Im',\n",
" 'Warung Info Wisata',\n",
" 'Bukit Lawang Explore',\n",
" 'Bukit Gibeon (Yapim Taruna)',\n",
" 'Bersama Travel',\n",
" 'Bukit Kininduma Simantas',\n",
" 'Penangkaran Buaya Asam Kumbang',\n",
" 'Wisata Dakwah Okura',\n",
" 'Taman Bukit Gelanggang'])],\n",
" [([(428, 7, 1899043, 4.0)],\n",
" ['Masjid Lama Gang Bengkok', 'Taman Gajah Mada', 'Menara Tirtanadi'])],\n",
" [([(15171, 253, 34590043, 3.2)],\n",
" ['Benteng Jepang',\n",
" 'Berakit-Rakit Ke Hulu',\n",
" 'Monumen Halilintar',\n",
" 'Taman Sungai Padang'])],\n",
" [([(25134, 419, 56681913, 3.6)],\n",
" ['Wisata Hutan Mangrove Perpat',\n",
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" [([(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": [
"### 3.Evalutionary Algorithm"
"data = df[\"Tempat Wisata\"]\n",
"populationnfitnes(data)"
]
},
{
......@@ -541,20 +1522,6 @@
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
......
TA13.ipynb
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