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TA13
Commit 8642a1ed by Febby Simanjuntak
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tercriteria & parentsolution

parent 19445d8b
Showing with 1145 additions and 938 deletions
.ipynb_checkpoints/Evolutionary-checkpoint.ipynb 0 → 100644
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"EA"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"N_CITIES = 606 \n",
"CROSS_RATE = 0.1\n",
"MUTATE_RATE = 0.02\n",
"POP_SIZE = 500\n",
"N_GENERATIONS = 500"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"class GA(object):\n",
" def __init__(self, DNA_size, cross_rate, mutation_rate, pop_size, ):\n",
" self.DNA_size = DNA_size\n",
" self.cross_rate = cross_rate\n",
" self.mutate_rate = mutation_rate\n",
" self.pop_size = pop_size\n",
"\n",
" self.pop = np.vstack([np.random.permutation(DNA_size) for _ in range(pop_size)])\n",
"\n",
" def translateDNA(self, DNA, city_position): # get cities' coord in order\n",
" line_x = np.empty_like(DNA, dtype=np.float64)\n",
" line_y = np.empty_like(DNA, dtype=np.float64)\n",
" for i, d in enumerate(DNA):\n",
" city_coord = city_position[d]\n",
" line_x[i, :] = city_coord[:, 0]\n",
" line_y[i, :] = city_coord[:, 1]\n",
" return line_x, line_y\n",
"\n",
" def get_fitness(self, line_x, line_y):\n",
" total_distance = np.empty((line_x.shape[0],), dtype=np.float64)\n",
" for i, (xs, ys) in enumerate(zip(line_x, line_y)):\n",
" total_distance[i] = np.sum(np.sqrt(np.square(np.diff(xs)) + np.square(np.diff(ys))))\n",
" fitness = np.exp(self.DNA_size * 2 / total_distance)\n",
" return fitness, total_distance\n",
"\n",
" def select(self, fitness):\n",
" idx = np.random.choice(np.arange(self.pop_size), size=self.pop_size, replace=True, p=fitness / fitness.sum())\n",
" return self.pop[idx]\n",
"\n",
" def crossover(self, parent, pop):\n",
" if np.random.rand() < self.cross_rate:\n",
" i_ = np.random.randint(0, self.pop_size, size=1) # select another individual from pop\n",
" cross_points = np.random.randint(0, 2, self.DNA_size).astype(np.bool) # choose crossover points\n",
" keep_city = parent[~cross_points] # find the city number\n",
" swap_city = pop[i_, np.isin(pop[i_].ravel(), keep_city, invert=True)]\n",
" parent[:] = np.concatenate((keep_city, swap_city))\n",
" return parent\n",
"\n",
" def mutate(self, child):\n",
" for point in range(self.DNA_size):\n",
" if np.random.rand() < self.mutate_rate:\n",
" swap_point = np.random.randint(0, self.DNA_size)\n",
" swapA, swapB = child[point], child[swap_point]\n",
" child[point], child[swap_point] = swapB, swapA\n",
" return child\n",
"\n",
" def evolve(self, fitness):\n",
" pop = self.select(fitness)\n",
" pop_copy = pop.copy()\n",
" for parent in pop: # for every parent\n",
" child = self.crossover(parent, pop_copy)\n",
" child = self.mutate(child)\n",
" parent[:] = child\n",
" self.pop = pop\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"class TravelItinerary(object):\n",
" def __init__(self, n_cities):\n",
" self.city_position = np.random.rand(n_cities, 2)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"ename": "TypeError",
"evalue": "__init__() missing 1 required positional argument: 'n_cities'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-5-8c6af9fcf237>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mTravelItinerary\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;31mTypeError\u001b[0m: __init__() missing 1 required positional argument: 'n_cities'"
]
}
],
"source": [
"TravelItinerary()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
.ipynb_checkpoints/TA13-checkpoint.ipynb
......@@ -513,1007 +513,1037 @@
},
{
"cell_type": "code",
"execution_count": 16,
"execution_count": 23,
"metadata": {},
"outputs": [],
"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",
"def tercriteria(data):# Maximal Time Budget\n",
" listcriteria = []\n",
" listcriteria *= 0\n",
" for i in range(150):\n",
" criteria = populationnfitnes(data)\n",
" listcriteria.append(criteria)\n",
" return listcriteria\n",
" \n",
"def parentselect():\n",
"\n",
"def crossover():\n",
"def parentselect(criteria):\n",
" x = choice(criteria)\n",
" return x\n",
" \n",
"#def crossover():\n",
" \n",
"def utatuion()\n",
"#def mutatuion()\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 18,
"execution_count": 26,
"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",
"[[[([(28801, 480, 64813087, 4.0)],\n",
" ['Pantai Bul Bul',\n",
" 'Pulau Poncan',\n",
" 'Bukit Senyum',\n",
" 'Cross Of Love',\n",
" 'Bukit Lawang',\n",
" 'Perhadtian Air Panas Taman Wisata Sibayak'])]],\n",
" [[([(73863, 1231, 164733174, 4.3)],\n",
" ['Biro Jasa',\n",
" 'Ambar Onan Runggu',\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",
" 'Air Terjun Kemuning',\n",
" 'Puncak Bukit Galau',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'Batu Gajah',\n",
" 'Bus Wisata',\n",
" 'Agrowisata Hidro Aa',\n",
" 'Museum Karo Lingga',\n",
" 'Pantai Batu Rusa',\n",
" 'Pt. Jsa Tour & Travel'])]],\n",
" [[([(2275, 38, 5994565, 2.5)],\n",
" ['Benteng Jepang', 'Air Terjun Linggahara-Rantau Prapat'])]],\n",
" [[([(18119, 302, 41126913, 4.0)],\n",
" ['Pantai Kaca', 'Bukit Gibeon (Yapim Taruna)', 'Taman Cadika Pramuka'])]],\n",
" [[([(51553, 859, 115263174, 3.8)],\n",
" ['Masjid Agung Kota Binjai',\n",
" 'Explore Bahorok Adventure Trip',\n",
" 'Pantai La Terzhia Zhimehuli',\n",
" 'Rudang Mayang',\n",
" 'Wisata Alam',\n",
" 'Auliya Tour & Travel',\n",
" 'Leo Tour & Travel (Leo Wisata Medan)'])]],\n",
" [[([(30647, 511, 68906391, 3.8)],\n",
" ['Bendungan Lau Si Meimei',\n",
" 'Pulau Samosir',\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",
" 'Taman Lope Lope Bulu Cina',\n",
" 'Puncak Anai',\n",
" 'Taman Kebun Bunga èŒ ã¦Â¦Â€¢Ã¥Å“€™'])]],\n",
" [[([(33753, 563, 75793609, 4.0)],\n",
" ['Chinatown Medan',\n",
" 'Struggle Monument Berastagi',\n",
" 'Sumatra Jungle Trek',\n",
" 'Bukit Suligi',\n",
" 'Muara Beach Beautiful',\n",
" 'Kantor Po Pinem Bus',\n",
" 'Loket Bus Bintang Utara'])]],\n",
" [[([(19682, 328, 44592696, 3.8)],\n",
" ['Batu Marhosa',\n",
" 'Pantai Batu Rusa',\n",
" 'Monumen Equator',\n",
" 'Indah Sipinggan Beach',\n",
" 'Wisata Alam Aek Markusasak'])]],\n",
" [[([(15734, 262, 35838435, 4.0)],\n",
" ['Pantai Pasir Putih',\n",
" 'Ambar Onan Runggu',\n",
" 'Disparbud Dairi',\n",
" 'Pemandian Sidamanik',\n",
" 'Gapura Wisata Alam Lae Mbilulu'])]],\n",
" [[([(15114, 252, 34463652, 4.5)],\n",
" ['Gang Bengkok Old Mosque', 'Puncak Paranginan,Aek Nabirong'])]],\n",
" [[([(31998, 533, 71902087, 4.0)],\n",
" ['Vania Travel',\n",
" 'Namu Sira-Sira',\n",
" 'Pantai Buih',\n",
" 'Counters Kupj Simpang Sei Kopas',\n",
" 'Gedung Mabmi',\n",
" 'Bekas Istana Kesultanan Asahan',\n",
" 'Konservasi Sungai Kukam'])]],\n",
" [[([(27663, 461, 62289696, 4.0)],\n",
" ['Tapian Siri-Siri Syariah',\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",
" 'Fortress Seven Layer',\n",
" 'Pantai Pongkar'])]],\n",
" [[([(16517, 275, 37574652, 4.3)],\n",
" ['Bukit Travel Gibeon', 'Telagah', 'Lapangan Pasir'])]],\n",
" [[([(23706, 395, 53515478, 4.2)],\n",
" ['Bukit Lawang Tour Trekking',\n",
" 'Air Terjun Betala',\n",
" 'Pasir Putih Porsea',\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",
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" 'Puncak Tonang',\n",
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" 'Kantor Balai Taman Nasional Batang Gadis',\n",
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" 'Water Park Tambunan',\n",
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" 'Samto Aek Rangat',\n",
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" 'Bakarang Simalem',\n",
" 'Handreva Tour',\n",
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" ['Pisang Pelangi', 'Kembar Agro', 'Taman Benteng Lions Club'])],\n",
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" [\"Penginapan King's Ambarita\",\n",
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" 'Wisata Alam Pohon Damai Simempar',\n",
" 'Wisata Alam',\n",
" 'The Le Hu Garden'])],\n",
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" 'Embae Tour & Travel',\n",
" 'Terminal Berastagi'])],\n",
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" 'Ksu Antara Travel',\n",
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" 'Tanjung Pura',\n",
" 'Awaliyah Tour And Travel',\n",
" 'Pt. Npm Perwakilan On Bus'])],\n",
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" 'Wisata Taman Merci',\n",
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" 'Anugerah Soambaton Beach'])]],\n",
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" [[([(18840, 314, 42725652, 3.8)],\n",
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" [[([(16852, 281, 38317478, 3.4)],\n",
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" \"Five Star Int'l Travel\",\n",
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" [[([(40306, 672, 90324174, 3.9)],\n",
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" 'Sampuren Tutuen Sige',\n",
" 'Wisata Agro Kopi Karo',\n",
" 'Puncak Santai',\n",
" 'Rimba Huta Sikapir',\n",
" 'Lingga Cultural Village',\n",
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" [[([(59885, 998, 133738478, 3.8)],\n",
" ['Elsasya Utama',\n",
" 'Perwakilan Mandiri',\n",
" 'Mja Travel',\n",
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" 'Beach Island Karang',\n",
" 'Toddler Garden Binjai',\n",
" 'Pemandian Air Panas - Batu Bara ( 50 )',\n",
" 'Rosyid Orangutan Tours'])]],\n",
" [[([(25226, 420, 56885913, 3.0)],\n",
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" 'Masjid Raya',\n",
" 'Wisata Sipinsur',\n",
" 'Tirtanadi Tower',\n",
" 'Umbul Ejuk',\n",
" 'Gapura Wisata Alam Lae Mbilulu'])],\n",
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" ['Pemandian Sidamanik',\n",
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" 'Sumatra Orangutan Tours & Holidays',\n",
" 'State Museum Of North Sumatra',\n",
" 'Sp.Lau Petundal',\n",
" 'Warnawarni Stabat'])]],\n",
" [[([(43646, 727, 97730261, 4.0)],\n",
" ['Toddler Garden Binjai',\n",
" 'Simanimbo Waterfall',\n",
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" 'Wisata Dakwah Okura',\n",
" 'Bukit Lawang Travel',\n",
" 'Tugu Marga Silalahi',\n",
" 'Pemandian Air Panas Tirto Kencono',\n",
" 'Binjai'])]],\n",
" [[([(24409, 407, 55074304, 3.8)],\n",
" ['Perwakilan Mandiri',\n",
" 'Pt Farnaz Utama',\n",
" 'Ksu Antara Travel',\n",
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" ['Embae Tour & Travel',\n",
" 'Putri Cahaya Travel',\n",
" 'Ekowisata Mangrove',\n",
" 'State Museum Of North Sumatra',\n",
" 'Air Terjun Sarasah Kajai',\n",
" 'Pemandian Air Panas Sibayak Mardinding Julu'])]],\n",
" [[([(36960, 616, 82904783, 3.7)],\n",
" ['Rumah Makan Irian',\n",
" 'Air Terjun Taga Hambing',\n",
" 'Wisata Air Parsariran',\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'])]]"
" 'Air Terjun Sampuran Widuri'])]],\n",
" [[([(35954, 599, 80674087, 4.0)],\n",
" ['Masjid Agung Sibolga',\n",
" 'Pulau Pigago',\n",
" 'Landak River',\n",
" 'Air Terjun Pongkar',\n",
" 'Tugu Silahi Sabungan'])]]]"
]
},
"execution_count": 18,
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = df[\"Tempat Wisata\"]\n",
"populationnfitnes(data)"
"criteria = tercriteria(data)\n",
"criteria"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[([(49647, 827, 111036826, 4.0)],\n",
" ['Objek Wisata Togindrawa Gua',\n",
" 'Pantai Tiram Tapakis',\n",
" 'Taman Mejuah-Juah',\n",
" 'Pt. Raya Utama Travel',\n",
" 'Mester Bukit Lawang (Tour Guide)',\n",
" 'De Hole Laguna',\n",
" 'Rm Batunadua Indah',\n",
" 'Jembatan Sidikalang Wisata'])]]"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"crite = parentselect(criteria)\n",
"crite"
]
},
{
......
Evolutionary.ipynb
......@@ -18,7 +18,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
......@@ -31,7 +31,7 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
......@@ -93,7 +93,7 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
......@@ -105,10 +105,24 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": []
"outputs": [
{
"ename": "TypeError",
"evalue": "__init__() missing 1 required positional argument: 'n_cities'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-5-8c6af9fcf237>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mTravelItinerary\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;31mTypeError\u001b[0m: __init__() missing 1 required positional argument: 'n_cities'"
]
}
],
"source": [
"TravelItinerary()"
]
},
{
"cell_type": "code",
......
TA13.ipynb
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