update

data/building.csv

@@ -0,0 +1,175 @@
+name,category,tag,latitude,longitude
+Politeknik Perkapalan Negeri Surabaya,amenity,university,-7.277814,112.7957094
+Institut Teknologi Sepuluh Nopember,amenity,university,-7.282858902999984,112.79513353316325
+Politeknik Elektronika Negeri Surabaya,amenity,university,-7.276512549857658,112.79422020369289
+Perpustakaan ITS,amenity,library,-7.2816156540142885,112.79547855284059
+Musholah dewa ruci,amenity,place_of_worship,-7.2782775,112.7954339
+Masjid Bahrul Ulum PPNS,amenity,place_of_worship,-7.2780035,112.7943798
+Mushola Vokasi,amenity,place_of_worship,-7.278582324123819,112.79248706238522
+Masjid Manarul Ilmi,amenity,place_of_worship,-7.282358262431876,112.79307774836643
+Medical Center ITS,amenity,clinic,-7.290352099999999,112.7928406
+Cafetaria Informatika,amenity,fast_food,-7.280065821625434,112.79701237473995
+Cafetaria Informatika,amenity,restaurant,-7.2800621,112.7970129
+Bank Mandiri,amenity,atm,-7.2834389,112.7938908
+BNI,amenity,atm,-7.2838707,112.7937351
+BRI,amenity,atm,-7.2824987,112.7942755
+Bank BTN,amenity,atm,-7.2903568,112.7931063
+Parkir Perpustakaan ITS,amenity,parking,-7.28143,112.7957744
+Tempat Parkir D3,amenity,parking,-7.279076605574643,112.79224550945217
+Tempat Parkir,amenity,parking,-7.2852878500000005,112.79667960000002
+Parkir FMIPA,amenity,parking,-7.28441704614129,112.79365994278062
+Parkir Motor FMIPA,amenity,parking,-7.28474534861424,112.79376845555014
+Parkir FTK,amenity,parking,-7.281460215612641,112.79686229095007
+Parkir Mobil Masjin Manarul Ilmi,amenity,parking,-7.281773036395038,112.79302700959721
+Parkir Motor Masjid Manarul Ilmi ITS,amenity,parking,-7.282161869869405,112.79262073615214
+Parkir Mobil Belakang Rektorat,amenity,parking,-7.280928790268896,112.79443997572663
+Parkir Motor BAAK,amenity,parking,-7.283107201337638,112.79391788242181
+Parkir Mobil Jurusan Arsitektur,amenity,parking,-7.281430642219311,112.79374072525805
+Parkiran Pertamina,amenity,parking,-7.284212374866201,112.79171965577423
+Urban And Regional Planning Parking Lot,amenity,parking,-7.279404352053493,112.79462467428685
+Kantin Ijo Teknik Fisika,amenity,canteen,-7.2841979,112.7961975
+Kantin Teknik Mesin ITS,amenity,canteen,-7.2845661,112.7966918
+Kantin Teknik Sipil ITS,amenity,canteen,-7.2799793,112.7931936
+Kantin Geomatika ITS,amenity,canteen,-7.2801561,112.7944253
+Kantin Studi Pembangunan ITS,amenity,canteen,-7.2825516,112.7952879
+Kantin Biologi ITS,amenity,canteen,-7.2857002,112.7942749
+Kantin Teknik Kimia ITS,amenity,canteen,-7.2826632,112.7971858
+Kantin FTK ITS,amenity,canteen,-7.2819204,112.7968785
+Kantin Vokasi ITS,amenity,canteen,-7.2785203,112.7923976
+Kantin Despro ITS,amenity,canteen,-7.278683,112.7963064
+Kantin Arsitektur ITS,amenity,canteen,-7.2803376,112.7940787
+Kantin Teknik Lingkungan ITS,amenity,canteen,-7.2796056,112.7930042
+Danau Informatika,natural,water,-7.278961846897741,112.79737939025831
+Danau Asrama ITS,natural,water,-7.288202941304609,112.79249990300313
+Kolam Graha Sepuluh Nopember,natural,water,-7.277186329201657,112.79060486221249
+Kolam Rektorat / Air Mancur Rektorat,natural,water,-7.281832560223767,112.79416049655374
+Danau,natural,water,-7.2863760102098984,112.79480653938828
+Danau,natural,water,-7.284172710212315,112.79483285913608
+Kolam Jurusan Manajemen Bisnis,natural,water,-7.27763059913341,112.79221718438257
+Kolam SCC,natural,water,-7.283675150000001,112.79383705
+Danau 8 ITS,natural,water,-7.28671076378375,112.79604940490199
+Danau Elektro,natural,water,-7.285483768962375,112.79560667863888
+Badan RIset dan Inovasi Nasional (BRIN),office,government,-7.280258788322845,112.79933037141109
+Pos Security 1 BTH,office,government,-7.279750474817748,112.79814274170242
+Pos Security 2 BRIN,office,government,-7.2799017500000005,112.80080359999998
+Cavitation Tunnel,office,government,-7.28077365,112.79918375000001
+Towing Tank,office,government,-7.280869667326963,112.79917306455054
+MOB (Maneuvering and Ocean Engineering Basin),office,government,-7.281350649461998,112.79928410297725
+Raman BAAK-ITS,leisure,park,-7.2829532,112.79426629999998
+Taman Alumni ITS,leisure,park,-7.280684295277475,112.79209033394702
+Taman Perkapalan,leisure,park,-7.282466692709302,112.79587440652061
+Taman Segitiga ITS,leisure,park,-7.281349133333333,112.79290643333334
+Taman Statistika,leisure,park,-7.285362779769212,112.79489121219835
+Parkiran Pertamina,leisure,park,-7.284212374866201,112.79171965577423
+Taman Benzena,leisure,park,-7.283729512870509,112.79462741135414
+Taman Teknik Fisika,leisure,garden,-7.284068294049532,112.79607617521806
+GOR ITS,leisure,sports_centre,-7.286742004112511,112.79299336062066
+Lapangan Futsal Teknik Sipil,leisure,pitch,-7.2802756251856255,112.79385170514139
+Lapangan futsal,leisure,pitch,-7.277619925330766,112.79342045482073
+Stadion ITS,leisure,pitch,-7.285381149999998,112.79238624999999
+Lapangan Basket ITS,leisure,pitch,-7.285804650000001,112.79322415
+Futsal ITS,leisure,pitch,-7.287264300000003,112.79273330000002
+Lapangan Basket ITS,leisure,pitch,-7.285235022913966,112.79316010508262
+Lapangan Futsal Pertamina,leisure,pitch,-7.2837102355054215,112.7919342978542
+Lapangan Tenis ITS,leisure,pitch,-7.283759984687287,112.7925169251226
+Lapangan Tenis ITS,leisure,pitch,-7.283761883379279,112.79272327410597
+Lapangan Voli ITS,leisure,pitch,-7.28416742486342,112.79290870572272
+lapangan pwk,leisure,pitch,-7.2790946850601195,112.79467953651469
+Fakultas Vokasi ITS Institut Teknologi Sepuluh Nopember,building,university,-7.2785567,112.7915566
+Graha Sepuluh Nopember,building,university,-7.276930686694935,112.79156434265195
+D3 Mesin,building,university,-7.2785116,112.79185194999997
+Departemen Teknik Instrumentasi,building,university,-7.278291100409115,112.79224821363998
+REKTORAT Institut Teknologi Sepuluh Nopember,building,university,-7.2814418056610535,112.79458321438318
+UPT Bahasa,building,university,-7.276931491741654,112.79281440783622
+"Gedung D3 (Teknik Mesin, Elektro, Kimia)",building,university,-7.278763900974904,112.79251624034082
+Kantor Satuan Keamanan Kampus,building,university,-7.282690250000001,112.79445785000001
+Puskom,building,university,-7.283000650000001,112.79490269999998
+Lab Bahasa,building,university,-7.282559705945806,112.79559650593465
+Kimia,building,university,-7.283877094402955,112.79472909946949
+UPMS,building,university,-7.282456499751433,112.79537662372583
+Jurusan Arsitektur ITS,building,university,-7.280798365733,112.79415422488168
+SCC,building,university,-7.283446349999999,112.79359244999999
+BAUK ITS,building,university,-7.282751197548398,112.79476879762427
+Informatika,building,university,-7.2795579661202865,112.79734730523772
+Gedung Nasdec ITS,building,university,-7.279100421716968,112.7984336898448
+Rektorat PPNS,building,university,-7.277504820736147,112.795864811526
+Parkir asrama,building,university,-7.288103410188068,112.79188085387231
+Despro,building,university,-7.278790241181794,112.796501655338
+Biologi,building,university,-7.285930138168589,112.7940209946373
+UPT Fasor,building,university,-7.284874719141618,112.79317262773684
+departemen perencanaan wilayah dan kota,building,university,-7.279671649999999,112.7940897
+Teknik Lingkungan ITS,building,university,-7.279731565837119,112.79261574567427
+Pos SKK Utama,building,university,-7.279723200639669,112.79105547088868
+Departemen Perencanaan Wilayah dan Kota,building,university,-7.2797085982499805,112.79443389998659
+Jurusan Teknik Perkapalan,building,university,-7.281803149999999,112.79729005
+Gedung Teknik Kelautan Institut Teknologi Sepuluh Nopember,building,university,-7.282125027083772,112.79636822330616
+Teknik Kelautan,building,university,-7.281747438912426,112.79697516321924
+Laboratorium Energi,building,university,-7.277210061298948,112.79796545912231
+Gedung Pusat Robotika ITS,building,university,-7.277027531409098,112.79793675783395
+Teknik Kimia ITS,building,university,-7.282994265126494,112.796706773839
+Jurusan Material & Metalurgi,building,university,-7.285109252839094,112.79782684792583
+Teknik Perkapalan ITS,building,university,-7.282111474604475,112.79721530857837
+Sistem Perkapalan,building,university,-7.28212538602227,112.79674002911635
+Teknik Fisika,building,university,-7.2844267123797914,112.7956600957362
+Teknik Mesin,building,university,-7.284354584086797,112.79610221637942
+Teknik Elektro ITS,building,university,-7.284926377363357,112.79607765605068
+kimia,building,university,-7.284045570016184,112.79528381011015
+Statistika,building,university,-7.285421101897423,112.7941195247599
+Fisika,building,university,-7.2845048410920965,112.79482665252316
+Matematika,building,university,-7.284937868470367,112.7949950480046
+Matematika,building,university,-7.285284562443259,112.79465861304409
+Lab Rekayasa Forensik,building,university,-7.27677765,112.79672419999999
+Teknik Komputer,building,university,-7.284464092805576,112.79657413484104
+Tempat Parkir,building,university,-7.2852878500000005,112.79667960000002
+Teknik Sipil,building,university,-7.280768654778644,112.79332114955022
+Gedung Laboratorium Energi,building,university,-7.280650844935338,112.79600432435846
+LPPM ITS,building,university,-7.280874100000002,112.79618354999998
+Teknik Geomatika ITS,building,university,-7.280096565622693,112.79466338479287
+Lorong Geomatika,building,university,-7.281049056170488,112.79522639194936
+Selasar,building,university,-7.281877083911909,112.79488349863904
+Gedung Robotika ITS,building,university,-7.277320881510957,112.79755789626239
+Arsitektur,building,university,-7.281237249999999,112.79407119999998
+Teknik Sipil,building,university,-7.280500036143414,112.79361312935022
+gazebo arsitektur,building,university,-7.280379567469633,112.79402898422335
+Lorong Perpus FTK UPMS,building,university,-7.282177934642003,112.79580488648998
+Teknik Sipil,building,university,-7.280890101597046,112.79369296582786
+sekretariat JMMI TPKI ITS,building,university,-7.282590617635268,112.79260462918278
+Jurusan Teknik Sipil ITS,building,university,-7.280261157929847,112.79315619143779
+Jurusan Teknik Sipil,building,university,-7.280007395128232,112.79334164206414
+Jurusan Teknik Sipil,building,university,-7.28022126234238,112.79365840257385
+Mobil Listrik Nasional,building,university,-7.289281499999999,112.79655865
+Gedung Pusat Riset ITS,building,university,-7.281146393438223,112.79729360809456
+Gedung UPMB dan Pascasarjana ITS,building,university,-7.280577196317919,112.79536362274148
+Biologi FMIPA ITS,building,university,-7.285693403462255,112.79431590242501
+Biologi FMIPA ITS,building,university,-7.2858128634832555,112.79450171065278
+Gedung Teater A,building,university,-7.283415141643094,112.79508727680252
+Biologi ITS,building,university,-7.285947923348112,112.79453599838152
+Theater B,building,university,-7.284257387413443,112.79508555719435
+Theater C,building,university,-7.28460441938795,112.79531908563204
+Kantin Pusat ITS,building,university,-7.283841480755714,112.7941133436398
+tekling,building,university,-7.279848496671001,112.79298160378364
+VibrasticLab,building,university,-7.283753505486431,112.79589313639075
+MIPA Tower,building,university,-7.284966524579606,112.79408628716156
+Lab-lab TF,building,university,-7.283762314299924,112.79614841836423
+Teknik Industri,building,university,-7.283771094509633,112.79750212385753
+Teknik Geomatika ITS,building,university,-7.279969259757369,112.79501579767322
+Departemen Statistika Bisnis,building,university,-7.278154349819347,112.79272267111071
+Plaza Supeno,building,university,-7.279583098565077,112.79719960799368
+Tower 2 ITS,building,university,-7.2852455945224035,112.7953423754262
+Asrama PENS-ITS,building,dormitory,-7.276032830386092,112.79584785911769
+Asrama PENS-ITS,building,dormitory,-7.27596025,112.79599379999999
+Asrama PENS-ITS,building,dormitory,-7.275950528973307,112.79563054073262
+Asrama ITS,building,dormitory,-7.287655850000001,112.79242620000001
+Asrama ITS,building,dormitory,-7.2881796,112.79092865000003
+Asrama ITS,building,dormitory,-7.2876473,112.79216809999997
+Asrama ITS,building,dormitory,-7.287286404066658,112.79171087445334
+Asrama ITS,building,dormitory,-7.289010948351,112.79168502654451
+Asrama ITS,building,dormitory,-7.28789205,112.7914089
+Asrama ITS,building,dormitory,-7.288631299999999,112.79146015
+Asrama ITS,building,dormitory,-7.287634272600553,112.79104398509223
+Asrama ITS,building,dormitory,-7.287786626179996,112.79031307138571
+ITS International Dormitory,building,dormitory,-7.290259896406574,112.79339944950415
+Asrama Mahasiswa ITS,building,dormitory,-7.289021389359106,112.79041955411071
+ITS International Dormitory,building,dormitory,-7.286927671506703,112.79548390955074
+Asrama ITS,building,dormitory,-7.289034860835026,112.7908905240059
+Medical Center ITS,healthcare,clinic,-7.290352099999999,112.7928406

data/menu_with_tags.csv

@@ -0,0 +1,163 @@
+location,menu,price,category,tags
+"Cafetaria Informatika","nasi campur",">10000","Nasi","nasi, lauk campur, karbohidrat, protein"
+"Cafetaria Informatika","nasi goreng",">15000","Nasi","nasi, goreng, berminyak, karbohidrat"
+"Cafetaria Informatika","kwetiau","13000","Mie","mie, kwetiau, karbohidrat"
+"Cafetaria Informatika","mie ayam","15000","Mie","mie, ayam, protein, karbohidrat"
+"Cafetaria Informatika","ayam geprek","16000","Ayam","ayam, protein, pedas, geprek, nasi"
+"Cafetaria Informatika","ayam geprek salted egg","18000","Ayam","ayam, protein, pedas, geprek, salted egg"
+"Cafetaria Informatika","siomay","16000","Snack","siomay, protein, cemilan"
+"Cafetaria Informatika","siomay goreng","18000","Snack","siomay, protein, berminyak, cemilan"
+"Cafetaria Informatika","batagor","6000","Snack","goreng, berminyak, cemilan"
+"Cafetaria Informatika","bakpao","6000","Snack","bakpao, cemilan"
+"Cafetaria Informatika","air mineral","4000","Minuman","air, minuman"
+"Cafetaria Informatika","es teh manis","5000","Minuman","es teh, manis, minuman"
+"Cafetaria Informatika","minuman manis",">5000","Minuman","es, manis, minuman"
+"Kantin Ijo Teknik Fisika","onigiri sego njamoer",">7000","Snack","nasi, jamur, karbohidrat, cemilan, pedas"
+"Kantin Ijo Teknik Fisika","cireng njamoer","11000","Snack","cemilan, jamur, pedas, cireng, goreng"
+"Kantin Ijo Teknik Fisika","sego njamoer",">14000","Nasi","nasi, jamur, goreng, protein, karbohidrat"
+"Kantin Ijo Teknik Fisika","rawon","13000","Soup","kuah, daging, protein, rempah"
+"Kantin Ijo Teknik Fisika","soto daging","13000","Soup","kuah, daging, protein, soto"
+"Kantin Ijo Teknik Fisika","nasi lodeh ayam","12000","Ayam","nasi, ayam, kuah, protein"
+"Kantin Ijo Teknik Fisika","nasi lodeh pindang","10000","Seafood","nasi, ikan, kuah, protein"
+"Kantin Ijo Teknik Fisika","bakso",">13000","Soup","kuah, bakso, daging, protein"
+"Kantin Ijo Teknik Fisika","mie ayam bakso",">13000","Mie","mie, ayam, bakso, protein, karbohidrat"
+"Kantin Ijo Teknik Fisika","nasi bebek","13000","Nasi","nasi, bebek, protein, karbohidrat"
+"Kantin Ijo Teknik Fisika","nasi babat paru","12000","Daging","nasi, babat, paru, protein, karbohidrat"
+"Kantin Ijo Teknik Fisika","nasi cumi hitam","13000","Seafood","nasi, cumi, seafood, karbohidrat"
+"Kantin Ijo Teknik Fisika","nasi ayam gorengl","12000","Ayam","ayam, goreng, nasi, protein, karbohidrat"
+"Kantin Ijo Teknik Fisika","sate taichan + nasi","12000","Daging","sate, nasi, protein, karbohidrat"
+"Kantin Ijo Teknik Fisika","jus buah",">9000","Minuman","jus, buah, minuman, es"
+"Kantin Ijo Teknik Fisika","minuman kemasan",">4000","Minuman","manis, es, teh, kopi, minuman"
+"Kantin Teknik Mesin ITS","nasi campur",">13000","Nasi","nasi, karbohidrat, protein, lauk campur"
+"Kantin Teknik Mesin ITS","rawon","13000","Soup","kuah, nasi, daging, protein"
+"Kantin Teknik Mesin ITS","soto","13000","Soup","kuah, nasi, ayam, protein"
+"Kantin Teknik Mesin ITS","bakso","13000","Soup","kuah, daging, protein, bakso"
+"Kantin Geomatika ITS","ayam katsu","17000","Ayam","nasi, ayam, katsu, protein, karbohidrat"
+"Kantin Geomatika ITS","basko","12000","Soup","kuah, daging, bakso, protein"
+"Kantin Geomatika ITS","telur gulung",">5000","Snack","telur, gulung, protein, berminyak"
+"Kantin Geomatika ITS","nasi pecel","13000","Nasi","nasi, sayur, kacang, karbohidrat, sehat"
+"Kantin Geomatika ITS","minuman manis",">4000","Minuman","manis, es, teh, kopi, minuman"
+"Kantin Vokasi ITS","nasi lele","10000","Seafood","nasi, ikan, lele, protein, goreng"
+"Kantin Vokasi ITS","mie tek-tek","11000","Mie","mie, karbohidrat, telur"
+"Kantin Vokasi ITS","sayur asem","9000","Sehat","sayur, kuah asam, sehat"
+"Kantin Vokasi ITS","bakso","12000","Soup","daging, protein, kuah, bakso"
+"Kantin Vokasi ITS","nasi telur","10000","Nasi","nasi, telur, goreng, karbohidrat, protein"
+"Kantin Vokasi ITS","nasi campur",">10000","Nasi","nasi, lauk campur, karbohidrat, protein"
+"Kantin Studi Pembangunan ITS","nasi goreng","10000","Nasi","nasi, goreng, berminyak, karbohidrat"
+"Kantin Studi Pembangunan ITS","mie rebus","10000","Mie","mie, rebus, karbohidrat, kuah"
+"Kantin Studi Pembangunan ITS","ayam kecap","12000","Ayam","ayam, kecap, manis, protein"
+"Kantin Studi Pembangunan ITS","soto ayam","12000","Soup","ayam, soto, kuah, protein"
+"Kantin Studi Pembangunan ITS","bakso","12000","Soup","bakso, kuah, protein, daging"
+"Kantin Studi Pembangunan ITS","mie ayam",">13000","Mie","mie, kuah, karbohidrat, ayam, protein"
+"Kantin Studi Pembangunan ITS","nasi pecel",">10000","Sehat","nasi, karbohidrat, sayur, kacang, vegan friendly"
+"Kantin Studi Pembangunan ITS","dimsum",">12000","Snack","dimsum, cemilan, protein"
+"Kantin Studi Pembangunan ITS","ayam geprek","13000","Ayam","ayam, pedas, geprek, protein"
+"Kantin Studi Pembangunan ITS","tahu tempe","9000","Sehat","tahu, tempe, vegan friendly, protein nabati"
+"Kantin Studi Pembangunan ITS","bubur ayam","12000","Nasi","bubur, ayam, lembut, protein"
+"Kantin Studi Pembangunan ITS","nasi kuning","13000","Nasi","nasi, kuning, lauk komplit"
+"Kantin Studi Pembangunan ITS","nasi semur jengkol","13000","Nasi","jengkol, semur, khas, nasi"
+"Kantin Studi Pembangunan ITS","sayur asem","10000","Sehat","sayur, segar, asam manis, sehat"
+"Kantin Studi Pembangunan ITS","oseng tempe","10000","Sehat","tempe, oseng, pedas, protein nabati"
+"Kantin Studi Pembangunan ITS","nasi uduk","13000","Nasi","nasi, gurih, lauk lengkap"
+"Kantin Studi Pembangunan ITS","nasi lodeh","11000","Nasi","nasi, sayur lodeh, santan"
+"Kantin Studi Pembangunan ITS","nasi mangut lele","14000","Seafood","lele, mangut, santan, nasi"
+"Kantin Studi Pembangunan ITS","nasi kari ayam","13000","Ayam","kari, ayam, rempah, nasi"
+"Kantin Studi Pembangunan ITS","nasi telur dadar","10000","Nasi","telur, dadar, nasi, protein"
+"Kantin Studi Pembangunan ITS","rawon daging","14000","Soup","rawon, daging, protein, kuah"
+"Kantin Studi Pembangunan ITS","lontong sayur","11000","Sehat","lontong, sayur, santan, sehat"
+"Kantin Studi Pembangunan ITS","nasi sarden","12000","Seafood","ikan sarden, pedas, nasi, seafood"
+"Kantin Biologi ITS","nasi sambal ati ampela","12000","Nasi","ati ampela, sambal, pedas, nasi"
+"Kantin Biologi ITS","nasi rendang","14000","Daging","rendang, daging, padang, nasi"
+"Kantin Biologi ITS","ayam geprek","13000","Ayam","ayam, geprek, pedas, protein"
+"Kantin Biologi ITS","nasi uduk","12000","Nasi","nasi, gurih, lauk lengkap"
+"Kantin Biologi ITS","nasi ayam","10000","Ayam","nasi, ayam, protein, karbohidrat"
+"Kantin Biologi ITS","mie goreng","9000","Mie","mie, goreng, berminyak, karbohidrat"
+"Kantin Biologi ITS","sayur lodeh","9500","Sehat","sayur, santan, vegan friendly, sehat"
+"Kantin Biologi ITS","bakso","11000","Soup","bakso, protein, kuah, daging"
+"Kantin Biologi ITS","soto ayam","12000","Soup","soto, ayam, hangat, kuah"
+"Kantin Biologi ITS","nasi warteg Bu mami","13000","Nasi","nasi, lauk, warteg, rumahan"
+"Kantin Biologi ITS","nasi goreng jawa","11000","Nasi","nasi, goreng, pedas, karbohidrat"
+"Kantin Biologi ITS","mie goreng Jawa","10000","Mie","mie, goreng, karbohidrat, jawa"
+"Kantin Biologi ITS","bihun goreng","9000","Mie","bihun, goreng, ringan, karbohidrat"
+"Kantin Biologi ITS","tahu Tek","10000","Sehat","tahu, lontong, petis, kacang"
+"Kantin Biologi ITS","bakso",">10000","Soup","bakso, kuah, protein, daging"
+"Kantin Biologi ITS","sego njamoer",">9000","Sehat","nasi, jamur, karbohidrat, protein nabati"
+"Kantin Biologi ITS","ayam bumbu rujak","12000","Ayam","ayam, bumbu rujak, protein"
+"Kantin Biologi ITS","nasi ayam teriyaki","13000","Ayam","ayam, teriyaki, manis, nasi"
+"Kantin Biologi ITS","nasi ayam sambal matah","13000","Ayam","ayam, sambal matah, pedas segar, nasi"
+"Kantin Biologi ITS","nasi oseng buncis telur","11000","Sehat","buncis, telur, oseng, nasi, sayur"
+"Kantin Biologi ITS","nasi tongkol balado","12000","Seafood","tongkol, balado, pedas, nasi, seafood"
+"Kantin Teknik Kimia ITS","nasi soto","11000","Soup","nasi, soto, kuah, karbohidrat"
+"Kantin Teknik Kimia ITS","nasi telur","10000","Nasi","nasi, telur, protein, karbohidrat"
+"Kantin Teknik Kimia ITS","mie ayam","11000","Mie","mie, ayam, protein, karbohidrat"
+"Kantin Teknik Kimia ITS","nasi goreng","12000","Nasi","nasi, goreng, berminyak, karbohidrat"
+"Kantin Teknik Kimia ITS","ayam goreng",">11000","Ayam","ayam, goreng, berminyak, protein"
+"Kantin Teknik Kimia ITS","bakso",">10000","Soup","bakso, kuah, protein, daging"
+"Kantin Teknik Kimia ITS","capcay","12000","Sehat","sayur, vegan friendly, capcay"
+"Kantin Teknik Kimia ITS","nasi gudeg","13000","Nasi","gudeg, telur, manis, nasi, tradisional"
+"Kantin Teknik Kimia ITS","nasi bebek sambal ijo","15000","Nasi","bebek, sambal ijo, gurih, nasi"
+"Kantin Teknik Kimia ITS","nasi ayam rica-rica","14000","Ayam","ayam, rica, pedas, nasi"
+"Kantin Teknik Kimia ITS","nasi soto banjar","13000","Soup","soto, ayam, banjar, kuah"
+"Kantin Teknik Kimia ITS","nasi bali ayam","13500","Ayam","ayam, bali, pedas manis, nasi"
+"Kantin Teknik Kimia ITS","opor ayam","12000","Ayam","opor, ayam, santan, gurih"
+"Kantin Teknik Kimia ITS","nasi kikil","14000","Daging","kikil, empuk, pedas, nasi"
+"Kantin Teknik Kimia ITS","nasi campur bali","14000","Nasi","nasi, ayam suwir, sambal matah"
+"Kantin Teknik Kimia ITS","tempe bacem","10000","Sehat","tempe, manis, tradisional, protein nabati"
+"Kantin Teknik Kimia ITS","nasi kare ayam","12000","Ayam","kare, ayam, rempah, nasi"
+"Kantin Teknik Kimia ITS","nasi cumi protein","14000","Seafood","cumi, protein, seafood, nasi"
+"Kantin Teknik Kimia ITS","nasi ayam teriyaki","13000","Ayam","ayam, teriyaki, manis, nasi"
+"Kantin Teknik Kimia ITS","nasi ayam sambal matah","13000","Ayam","ayam, sambal matah, pedas segar, nasi"
+"Kantin FTK ITS","nasi goreng","10000","Nasi","nasi, goreng, berminyak, karbohidrat"
+"Kantin FTK ITS","mie goreng","10000","Mie","mie, goreng, berminyak, karbohidrat"
+"Kantin FTK ITS","ayam goreng","11000","Ayam","ayam, goreng, berminyak, protein"
+"Kantin FTK ITS","soto ayam","11000","Soup","ayam, soto, kuah, protein"
+"Kantin FTK ITS","tahu telur","10000","Sehat","telur, tahu, protein, vegan friendly"
+"Kantin FTK ITS","bakso",">9000","Soup","bakso, kuah, protein, daging"
+"Kantin FTK ITS","pecel",">10000","Sehat","sayur, kacang, sehat, nasi"
+"Kantin FTK ITS","penyetan",">8000","Ayam","telur, tahu, penyetan, protein, sambal, pedas"
+"Kantin FTK ITS","lontong balap","12000","Sehat","lontong, tahu, kecambah, sehat"
+"Kantin FTK ITS","sayur bayam","-","Sehat","sayur, hijau, sehat, bayam"
+"Kantin FTK ITS","sayur sop","-","Soup","sayur, kuah, wortel, sehat"
+"Kantin FTK ITS","nasi campur",">10000","Nasi","nasi, lauk lengkap, rumahan"
+"Kantin FTK ITS","nasi rames","13000","Nasi","nasi, lauk campur, ekonomis"
+"Kantin FTK ITS","ayam goreng kremes","14000","Ayam","ayam, kremes, gurih, goreng"
+"Kantin FTK ITS","ikan goreng","13000","Seafood","ikan, goreng, renyah, seafood"
+"Kantin FTK ITS","tumis kangkung","10000","Sehat","kangkung, pedas, sehat, sayur"
+"Kantin FTK ITS","nasi rawon","15000","Soup","rawon, daging, protein, kuah"
+"Kantin FTK ITS","opor ayam","13000","Ayam","ayam, opor, santan, gurih"
+"Kantin FTK ITS","nasi ayam rica-rica","14000","Ayam","ayam, rica, pedas, manado, nasi"
+"Kantin FTK ITS","tahu bacem","10000","Sehat","tahu, manis, tradisional, protein nabati"
+"Kantin FTK ITS","tempe orek","10000","Sehat","tempe, manis, pedas, protein nabati"
+"Kantin FTK ITS","nasi ayam bumbu bali","13000","Ayam","ayam, bali, pedas manis, nasi"
+"Kantin FTK ITS","nasi semur tahu tempe","11000","Sehat","semur, tahu, tempe, manis, nasi"
+"Kantin Despro ITS","nasi campur",">10000","Nasi","nasi, lauk campur, karbohidrat"
+"Kantin Despro ITS","nasi goreng","12000","Nasi","nasi, goreng, berminyak, karbohidrat"
+"Kantin Despro ITS","nasi pecel","13000","Sehat","nasi, sayur, kacang, sehat"
+"Kantin Despro ITS","nasi njamoer","12000","Sehat","nasi, jamur, karbohidrat, protein nabati"
+"Kantin Despro ITS","ayam geprek","13000","Ayam","ayam, penyet/geprek, pedas, protein"
+"Kantin Arsitektur ITS","bakso","14000","Soup","bakso, protein, kuah, daging"
+"Kantin Arsitektur ITS","mie ayam","13000","Mie","mie, ayam, protein, karbohidrat"
+"Kantin Arsitektur ITS","nasi rames","12000","Nasi","nasi, lauk campur, karbohidrat"
+"Kantin Arsitektur ITS","soto ayam","13000","Soup","ayam, soto, kuah, protein"
+"Kantin Arsitektur ITS","ayam bakar","15000","Ayam","ayam, bakar, protein, nasi"
+"Kantin Teknik Lingkungan ITS","nasi goreng","10000","Nasi","nasi, goreng, berminyak, karbohidrat"
+"Kantin Teknik Lingkungan ITS","tahu tempe","9000","Sehat","tahu, tempe, vegan friendly, protein nabati"
+"Kantin Teknik Lingkungan ITS","bakso","12000","Soup","bakso, protein, daging, kuah"
+"Kantin Teknik Lingkungan ITS","ayam suwir","11000","Ayam","ayam, protein, suwir, nasi"
+"Kantin Teknik Lingkungan ITS","mie goreng","10000","Mie","mie, goreng, berminyak, karbohidrat"
+"Kantin Pusat ITS","mie ayam solo","14000","Mie","mie, ayam, protein, karbohidrat, solo"
+"Kantin Pusat ITS","wafel","8000","Dessert","wafel, manis, cemilan, dessert"
+"Kantin Pusat ITS","soto lamongan","16000","Soup","soto, kuah, lamongan, ayam"
+"Kantin Pusat ITS","jus","5000","Minuman","jus, minuman, buah, segar"
+"Kantin Pusat ITS","nasi goreng","15000","Nasi","nasi, goreng, berminyak, karbohidrat"
+"Kantin Pusat ITS","mie goreng","15000","Mie","mie, goreng, berminyak, karbohidrat"
+"Kantin Pusat ITS","takoyaki",">12000","Snack","takoyaki, cemilan, japanese"
+"Kantin Pusat ITS","sego njamoer","16000","Sehat","nasi, jamur, karbohidrat, protein nabati"
+"Kantin Pusat ITS","cireng njamoer","11000","Snack","cemilan, jamur, karbohidrat, pedas, cireng, goreng"
+"Kantin Pusat ITS","sego njamoer",">14000","Sehat","nasi, jamur, goreng, protein nabati, karbohidrat"
+"Kantin Pusat ITS","nasi madura","15000","Nasi","nasi, karbohidrat, lauk madura"
+"Kantin Pusat ITS","ayam penyet","16000","Ayam","ayam, penyet/geprek, pedas, protein"
+"Kantin Pusat ITS","nasi campur",">12000","Nasi","nasi, lauk campur, karbohidrat"
+"Kantin Pusat ITS","soto betawi","17000","Soup","soto, kuah, betawi, daging"
+"Kantin Pusat ITS","kwetiau","17000","Mie","mie, kwetiau, karbohidrat, chinese"
+"Kantin Pusat ITS","ayam geprek","16000","Ayam","ayam, penyet/geprek, pedas, protein"

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requirements.txt

@@ -1,3 +1,13 @@
-altair
-pandas
-streamlit
+import streamlit as st
+import pandas as pd
+import numpy as np
+import networkx as nx
+import folium
+from streamlit_folium import st_folium
+import requests
+from io import StringIO
+import math
+from scipy.optimize import linear_sum_assignment
+from geopy.distance import geodesic
+import plotly.express as px
+import plotly.graph_objects as go

src/streamlit_app.py

@@ -1,40 +1,549 @@
-import altair as alt
-import numpy as np
-import pandas as pd
 import streamlit as st
+import pandas as pd
+import numpy as np
+import networkx as nx
+import folium
+from streamlit_folium import st_folium
+import requests
+from io import StringIO
+import math
+from scipy.optimize import linear_sum_assignment
+from geopy.distance import geodesic
+import plotly.express as px
+import plotly.graph_objects as go
+
+# Konfigurasi halaman Streamlit
+st.set_page_config(
+    page_title="RASA ITS",
+    page_icon="🍽️",
+    layout="wide",
+    initial_sidebar_state="expanded"
+)
+
+# Fungsi untuk memuat data CSV dengan caching
+@st.cache_data
+def load_csv_from_local(file_path):
+    """Memuat data CSV dari file lokal dengan caching untuk performa"""
+    try:
+        return pd.read_csv(file_path)
+    except Exception as e:
+        st.error(f"Error memuat data dari {file_path}: {e}")
+        return pd.DataFrame()
+
+@st.cache_data
+def load_all_data():
+    """Memuat semua dataset yang diperlukan dari file lokal"""
+    file_paths = {
+    'buildings': '../data/building.csv',
+    'road_nodes': '../data/road_nodes.csv',
+    'road_edges': '../data/road_edges.csv',
+    'menus': '../data/menu_with_tags.csv'
+    }
+    
+    data = {}
+    for key, path in file_paths.items():
+        data[key] = load_csv_from_local(path)
+    
+    return data
+
+def format_price(price_str):
+    """Memformat string harga dengan format Indonesia (IDR)"""
+    if pd.isna(price_str):
+        return "Harga tidak tersedia"
+    
+    price_str = str(price_str)
+    
+    # Cek apakah harga dimulai dengan ">" (harga minimum)
+    if price_str.startswith(">"):
+        # Hapus ">" dan konversi ke angka
+        price_num = price_str[1:]
+        try:
+            price_value = float(price_num)
+            return f"mulai dari IDR {price_value:,.0f}".replace(",", ".")
+        except ValueError:
+            return f"mulai dari IDR {price_num}"
+    else:
+        try:
+            price_value = float(price_str)
+            return f"IDR {price_value:,.0f}".replace(",", ".")
+        except ValueError:
+            return f"IDR {price_str}"
+
+def extract_numeric_price(price_str):
+    """Ekstrak nilai numerik dari string harga untuk perhitungan"""
+    if pd.isna(price_str):
+        return np.nan
+    
+    price_str = str(price_str)
+    
+    # Hapus ">" jika ada
+    if price_str.startswith(">"):
+        price_str = price_str[1:]
+    
+    try:
+        return float(price_str)
+    except ValueError:
+        return np.nan
+
+@st.cache_data
+def build_graph(road_nodes, road_edges, buildings):
+    """Membangun graf terarah dari jaringan jalan dan bangunan untuk navigasi"""
+    G = nx.DiGraph()
+    
+    # Tambahkan node jalan
+    for _, row in road_nodes.iterrows():
+        G.add_node(row['osmid'], x=row['x'], y=row['y'], type='road')
+    
+    # Tambahkan edge jalan dengan bobot jarak
+    for _, row in road_edges.iterrows():
+        if pd.notna(row['length']) and row['u'] in G.nodes and row['v'] in G.nodes:
+            G.add_edge(row['u'], row['v'], length=row['length'])
+    
+    # Tambahkan node bangunan dan hubungkan ke node jalan terdekat
+    road_coords = [(n, data['y'], data['x']) for n, data in G.nodes(data=True) if data.get('type') == 'road']
+    
+    for idx, building in buildings.iterrows():
+        building_id = f"building_{idx}"
+        G.add_node(building_id, 
+                  x=building['longitude'], 
+                  y=building['latitude'], 
+                  name=building['name'],
+                  type='building')
+        
+        # Cari node jalan terdekat
+        if road_coords:
+            nearest_road = min(road_coords, 
+                             key=lambda item: haversine_distance(
+                                 building['latitude'], building['longitude'],
+                                 item[1], item[2]
+                             ))[0]
+            
+            # Hitung jarak dan tambahkan edge dua arah
+            dist = haversine_distance(
+                building['latitude'], building['longitude'],
+                G.nodes[nearest_road]['y'], G.nodes[nearest_road]['x']
+            )
+            G.add_edge(building_id, nearest_road, length=dist)
+            G.add_edge(nearest_road, building_id, length=dist)
+    
+    return G
+
+def haversine_distance(lat1, lon1, lat2, lon2):
+    """Hitung jarak haversine antara dua titik dalam meter"""
+    lat1, lon1, lat2, lon2 = map(math.radians, [lat1, lon1, lat2, lon2])
+    dlat = lat2 - lat1
+    dlon = lon2 - lon1
+    a = math.sin(dlat/2)**2 + math.cos(lat1)*math.cos(lat2)*math.sin(dlon/2)**2
+    c = 2 * math.asin(math.sqrt(a))
+    return 6371000 * c  # Radius bumi dalam meter
+
+def create_base_map(center_lat=-7.2820, center_lon=112.7950):
+    """Buat peta dasar folium yang berpusat di ITS ITS"""
+    m = folium.Map(
+        location=[center_lat, center_lon],
+        zoom_start=15.5,
+        tiles='OpenStreetMap'
+    )
+    return m
+
+def create_map_with_directions(graph, path, buildings):
+    """Buat peta dengan marker awal dan tujuan plus rute navigasi"""
+    # Buat peta dasar yang berpusat di ITS
+    m = create_base_map()
+    
+    if not path or len(path) < 2:
+        return m
+    
+    # Ambil node awal dan akhir
+    start_node = path[0]
+    end_node = path[-1]
+    
+    # Buat koordinat jalur
+    path_coords = []
+    for node in path:
+        if node in graph.nodes:
+            node_data = graph.nodes[node]
+            path_coords.append([node_data['y'], node_data['x']])
+    
+    # Tambahkan garis rute
+    if len(path_coords) >= 2:
+        folium.PolyLine(
+            locations=path_coords,
+            color='red',
+            weight=4,
+            opacity=0.8,
+            popup='Rute Terpendek'
+        ).add_to(m)
+    
+    # Tambahkan marker awal (lokasi pengguna)
+    if start_node in graph.nodes:
+        start_data = graph.nodes[start_node]
+        start_name = start_data.get('name', 'Lokasi Awal')
+        folium.Marker(
+            location=[start_data['y'], start_data['x']],
+            icon=folium.Icon(color='green', icon='play'),
+            popup=f'<b>Mulai:</b> {start_name}',
+            tooltip='Lokasi Awal'
+        ).add_to(m)
+    
+    # Tambahkan marker tujuan
+    if end_node in graph.nodes:
+        end_data = graph.nodes[end_node]
+        end_name = end_data.get('name', 'Tujuan')
+        folium.Marker(
+            location=[end_data['y'], end_data['x']],
+            icon=folium.Icon(color='red', icon='stop'),
+            popup=f'<b>Tujuan:</b> {end_name}',
+            tooltip='Tujuan'
+        ).add_to(m)
+    
+    return m
+
+def find_shortest_path(graph, start_node, end_node):
+    """Cari jalur terpendek menggunakan algoritma Dijkstra"""
+    try:
+        path = nx.dijkstra_path(graph, start_node, end_node, weight='length')
+        distance = nx.dijkstra_path_length(graph, start_node, end_node, weight='length')
+        return path, distance
+    except (nx.NetworkXNoPath, nx.NodeNotFound):
+        return None, float('inf')
+
+def filter_menus(menus, search_term="", selected_tags=None, price_range=(0, 100000)):
+    """Filter menu berdasarkan kata kunci, tag, dan rentang harga"""
+    filtered = menus.copy()
+    
+    # Filter berdasarkan kata kunci pencarian
+    if search_term:
+        filtered = filtered[filtered['menu'].str.contains(search_term, case=False, na=False)]
+    
+    # Filter berdasarkan tag yang dipilih
+    if selected_tags:
+        tag_filter = filtered['tags'].str.contains('|'.join(selected_tags), case=False, na=False)
+        filtered = filtered[tag_filter]
+    
+    # Konversi harga ke numerik dan filter berdasarkan rentang harga
+    filtered['price_numeric'] = filtered['price'].apply(extract_numeric_price)
+    filtered = filtered.dropna(subset=['price_numeric'])
+    
+    filtered = filtered[
+        (filtered['price_numeric'] >= price_range[0]) & 
+        (filtered['price_numeric'] <= price_range[1])
+    ]
+    
+    return filtered
+
+def calculate_menu_distances(filtered_menus, buildings, graph, user_location):
+    """Hitung jarak dari lokasi pengguna ke lokasi menu yang difilter"""
+    menu_distances = []
+    
+    for _, menu in filtered_menus.iterrows():
+        # Cari bangunan yang cocok dengan lokasi menu
+        building_match = buildings[buildings['name'].str.contains(menu['location'], case=False, na=False)]
+        
+        if not building_match.empty:
+            building_idx = building_match.index[0]
+            building_node = f"building_{building_idx}"
+            
+            if building_node in graph.nodes and user_location in graph.nodes:
+                _, distance = find_shortest_path(graph, user_location, building_node)
+                if distance != float('inf'):
+                    menu_distances.append({
+                        'menu': menu['menu'],
+                        'location': menu['location'],
+                        'price': menu['price'],
+                        'price_numeric': menu['price_numeric'],
+                        'category': menu['category'],
+                        'tags': menu['tags'],
+                        'distance': distance,
+                        'building_node': building_node,
+                        'building_idx': building_idx
+                    })
+    
+    # Urutkan berdasarkan jarak terdekat
+    return sorted(menu_distances, key=lambda x: x['distance'])
+
+def hungarian_recommendation(users_preferences, available_menus, max_recommendations=5):
+    """Gunakan algoritma Hungarian untuk rekomendasi menu optimal untuk kelompok"""
+    if not users_preferences or not available_menus:
+        return []
+    
+    n_users = len(users_preferences)
+    n_menus = min(len(available_menus), max_recommendations)
+    
+    if n_menus == 0:
+        return []
+    
+    # Buat matrix biaya (biaya rendah = cocok lebih baik)
+    cost_matrix = np.zeros((n_users, n_menus))
+    
+    for i, user_prefs in enumerate(users_preferences):
+        for j, menu in enumerate(available_menus[:n_menus]):
+            # Hitung biaya berdasarkan preferensi harga dan tag
+            price_cost = abs(menu['price_numeric'] - user_prefs.get('max_price', 20000)) / 1000
+            
+            # Skor kecocokan tag
+            user_tags = set(user_prefs.get('preferred_tags', []))
+            menu_tags = set(menu['tags'].split(',') if menu['tags'] else [])
+            tag_overlap = len(user_tags.intersection(menu_tags))
+            tag_cost = max(0, len(user_tags) - tag_overlap) * 10
+            
+            cost_matrix[i, j] = price_cost + tag_cost
+    
+    # Terapkan algoritma Hungarian
+    row_indices, col_indices = linear_sum_assignment(cost_matrix)
+    
+    recommendations = []
+    for user_idx, menu_idx in zip(row_indices, col_indices):
+        if menu_idx < len(available_menus):
+            recommendations.append({
+                'user': f"Pengguna {user_idx + 1}",
+                'menu': available_menus[menu_idx],
+                'cost': cost_matrix[user_idx, menu_idx]
+            })
+    
+    return recommendations
+
+def has_user_input(user_location, search_term, selected_tags, price_range, default_price_range):
+    """Cek apakah pengguna sudah memberikan input untuk pencarian menu"""
+    has_location = user_location is not None
+    has_search = search_term.strip() != ""
+    has_tags = selected_tags and len(selected_tags) > 0
+    has_custom_price = price_range != default_price_range
+    
+    return has_location or has_search or has_tags or has_custom_price
+
+# Fungsi utama aplikasi
+def main():
+    st.title("🍽️ RASA ITS")
+    st.markdown("Temukan pilihan makanan terbaik dan terdekat di sekitar ITS!")
+    
+    # Muat data dengan loading spinner
+    with st.spinner("Memuat data ITS..."):
+        data = load_all_data()
+        
+        if any(df.empty for df in data.values()):
+            st.error("Gagal memuat data yang diperlukan.")
+            return
+        
+        buildings = data['buildings']
+        road_nodes = data['road_nodes']
+        road_edges = data['road_edges']
+        menus = data['menus']
+        
+        # Bangun graf untuk navigasi
+        graph = build_graph(road_nodes, road_edges, buildings)
+    
+    # Inisialisasi session state untuk menyimpan status aplikasi
+    if 'selected_path' not in st.session_state:
+        st.session_state.selected_path = None
+    if 'user_location' not in st.session_state:
+        st.session_state.user_location = None
+    if 'selected_building_name' not in st.session_state:
+        st.session_state.selected_building_name = None
+    if 'show_directions' not in st.session_state:
+        st.session_state.show_directions = False
+    
+    # Kontrol sidebar
+    st.sidebar.header("🎯 Kontrol Navigasi")
+    
+    # Pemilihan lokasi pengguna - HANYA DROPDOWN
+    st.sidebar.subheader("📍 Lokasi Anda")
+    building_names = [""] + buildings['name'].tolist()  # Tambah opsi kosong
+    selected_building = st.sidebar.selectbox("Pilih lokasi Anda:", building_names)
+    
+    if selected_building:
+        building_idx = buildings[buildings['name'] == selected_building].index[0]
+        st.session_state.user_location = f"building_{building_idx}"
+        st.session_state.selected_building_name = selected_building
+    else:
+        st.session_state.user_location = None
+        st.session_state.selected_building_name = None
+    
+    # Pencarian dan filter menu
+    st.sidebar.subheader("🔍 Pencarian & Filter Menu")
+    search_term = st.sidebar.text_input("Cari menu:", placeholder="contoh: ayam, nasi")
+    
+    # Ambil tag unik untuk filtering
+    all_tags = set()
+    for tags_str in menus['tags'].dropna():
+        if isinstance(tags_str, str):
+            all_tags.update(tag.strip() for tag in tags_str.split(','))
+    all_tags = sorted(list(all_tags))
+    
+    selected_tags = st.sidebar.multiselect("Filter berdasarkan tag:", all_tags)
+    
+    # Slider rentang harga - gunakan nilai numerik untuk filtering
+    menus['price_numeric'] = menus['price'].apply(extract_numeric_price)
+    menus_with_price = menus.dropna(subset=['price_numeric'])
+    
+    min_price = int(menus_with_price['price_numeric'].min()) if not menus_with_price['price_numeric'].empty else 0
+    max_price = int(menus_with_price['price_numeric'].max()) if not menus_with_price['price_numeric'].empty else 100000
+    default_price_range = (min_price, max_price)
+    
+    price_range = st.sidebar.slider(
+        "Rentang harga (IDR):",
+        min_value=min_price,
+        max_value=max_price,
+        value=default_price_range,
+        step=1000
+    )
+    
+    # Tombol hapus petunjuk arah
+    if st.sidebar.button("🗺️ Hapus Petunjuk Arah"):
+        st.session_state.selected_path = None
+        st.session_state.show_directions = False
+        st.rerun()
+    
+    # Cek apakah pengguna sudah memberikan input
+    user_has_input = has_user_input(
+        st.session_state.user_location, 
+        search_term, 
+        selected_tags, 
+        price_range, 
+        default_price_range
+    )
+    
+    # Area konten utama dengan 2 kolom
+    col1, col2 = st.columns([2, 1])
+    
+    with col1:
+        st.subheader("🗺️ Peta ITS")
+        
+        # Tampilkan lokasi saat ini
+        if st.session_state.selected_building_name:
+            st.info(f"📍 Lokasi saat ini: {st.session_state.selected_building_name}")
+        
+        # Buat dan tampilkan peta
+        if st.session_state.show_directions and st.session_state.selected_path:
+            display_map = create_map_with_directions(graph, st.session_state.selected_path, buildings)
+        else:
+            display_map = create_base_map()
+        
+        # Tampilkan peta tanpa handling klik
+        st_folium(display_map, width=700, height=500, key="main_map")
+    
+    with col2:
+        st.subheader("🍽️ Pilihan Menu")
+        
+        # Hanya tampilkan opsi menu jika pengguna sudah memberikan input
+        if not user_has_input:
+            st.info("👋 **Selamat datang!** Untuk melihat pilihan menu, silakan:")
+            st.markdown("""
+            - 📍 **Pilih lokasi Anda** dari dropdown
+            - 🔍 **Cari makanan tertentu** (contoh: "ayam", "nasi")
+            - 🏷️ **Pilih tag makanan** (contoh: "pedas", "ayam")
+            - 💰 **Sesuaikan rentang harga** jika diperlukan
+            """)
+            st.markdown("---")
+            st.markdown("🗺️ **Tips:** Anda dapat menjelajahi peta ITS di sebelah kiri!")
+            
+        else:
+            # Filter menu berdasarkan kriteria
+            filtered_menus = filter_menus(menus, search_term, selected_tags, price_range)
+            
+            if not filtered_menus.empty:
+                if st.session_state.user_location:
+                    # Hitung jarak dan urutkan
+                    menu_distances = calculate_menu_distances(
+                        filtered_menus, buildings, graph, st.session_state.user_location
+                    )
+                    
+                    if menu_distances:
+                        st.write(f"Ditemukan {len(menu_distances)} pilihan menu:")
+                        
+                        # Tampilkan opsi menu dengan petunjuk arah
+                        for i, menu_info in enumerate(menu_distances[:10]):  # Tampilkan 10 teratas
+                            with st.expander(
+                                f"🍽️ {menu_info['menu']} - {format_price(menu_info['price'])} "
+                                f"({menu_info['distance']:.0f}m)"
+                            ):
+                                st.write(f"**Lokasi:** {menu_info['location']}")
+                                st.write(f"**Kategori:** {menu_info['category']}")
+                                st.write(f"**Tag:** {menu_info['tags']}")
+                                st.write(f"**Jarak:** {menu_info['distance']:.0f} meter")
+                                
+                                if st.button(f"🧭 Tampilkan Petunjuk Arah", key=f"dir_{i}"):
+                                    path, distance = find_shortest_path(
+                                        graph, st.session_state.user_location, menu_info['building_node']
+                                    )
+                                    if path:
+                                        st.session_state.selected_path = path
+                                        st.session_state.show_directions = True
+                                        st.success(f"Rute ditemukan! Jarak: {distance:.0f} meter")
+                                        st.rerun()
+                                    else:
+                                        st.error("Tidak ada rute yang ditemukan ke lokasi ini.")
+                    else:
+                        st.info("Tidak ada lokasi menu yang dapat dijangkau.")
+                else:
+                    # Tampilkan menu yang difilter tanpa perhitungan jarak
+                    st.write(f"Ditemukan {len(filtered_menus)} pilihan menu:")
+                    st.info("💡 Pilih lokasi Anda untuk melihat jarak dan mendapatkan petunjuk arah!")
+                    
+                    for i, (_, menu) in enumerate(filtered_menus.head(10).iterrows()):
+                        with st.expander(f"🍽️ {menu['menu']} - {format_price(menu['price'])}"):
+                            st.write(f"**Lokasi:** {menu['location']}")
+                            st.write(f"**Kategori:** {menu['category']}")
+                            st.write(f"**Tag:** {menu['tags']}")
+                            st.info("📍 Pilih lokasi Anda untuk melihat jarak dan mendapatkan petunjuk arah")
+            else:
+                st.info("Tidak ada menu yang ditemukan sesuai kriteria Anda. Coba sesuaikan filter!")
+    
+    # Bagian rekomendasi kelompok
+    if user_has_input:
+        st.subheader("👥 Rekomendasi Kelompok")
+        
+        with st.expander("Konfigurasi Preferensi Kelompok"):
+            num_users = st.number_input("Jumlah pengguna:", min_value=1, max_value=10, value=3)
+            
+            users_preferences = []
+            for i in range(num_users):
+                st.write(f"**Preferensi Pengguna {i+1}:**")
+                col_a, col_b = st.columns(2)
+                
+                with col_a:
+                    max_price = st.number_input(
+                        f"Harga maksimal (IDR):", 
+                        min_value=5000, 
+                        max_value=50000, 
+                        value=20000,
+                        key=f"price_{i}"
+                    )
+                
+                with col_b:
+                    preferred_tags = st.multiselect(
+                        f"Tag yang disukai:", 
+                        all_tags,
+                        key=f"tags_{i}"
+                    )
+                
+                users_preferences.append({
+                    'max_price': max_price,
+                    'preferred_tags': preferred_tags
+                })
+            
+            if st.button("🎯 Buat Rekomendasi Kelompok"):
+                if st.session_state.user_location:
+                    filtered_menus = filter_menus(menus, search_term, selected_tags, price_range)
+                    menu_distances = calculate_menu_distances(
+                        filtered_menus, buildings, graph, st.session_state.user_location
+                    )
+                    
+                    recommendations = hungarian_recommendation(users_preferences, menu_distances)
+                    
+                    if recommendations:
+                        st.success("🎉 Rekomendasi kelompok optimal:")
+                        for rec in recommendations:
+                            menu = rec['menu']
+                            st.write(
+                                f"**{rec['user']}:** {menu['menu']} di {menu['location']} "
+                                f"({format_price(menu['price'])}, {menu['distance']:.0f}m)"
+                            )
+                    else:
+                        st.warning("Tidak ada rekomendasi yang sesuai untuk kelompok.")
+                else:
+                    st.warning("Silakan pilih lokasi Anda terlebih dahulu.")
 
-"""
-# Welcome to Streamlit!
-
-Edit `/streamlit_app.py` to customize this app to your heart's desire :heart:.
-If you have any questions, checkout our [documentation](https://docs.streamlit.io) and [community
-forums](https://discuss.streamlit.io).
-
-In the meantime, below is an example of what you can do with just a few lines of code:
-"""
-
-num_points = st.slider("Number of points in spiral", 1, 10000, 1100)
-num_turns = st.slider("Number of turns in spiral", 1, 300, 31)
-
-indices = np.linspace(0, 1, num_points)
-theta = 2 * np.pi * num_turns * indices
-radius = indices
-
-x = radius * np.cos(theta)
-y = radius * np.sin(theta)
-
-df = pd.DataFrame({
-    "x": x,
-    "y": y,
-    "idx": indices,
-    "rand": np.random.randn(num_points),
-})
-
-st.altair_chart(alt.Chart(df, height=700, width=700)
-    .mark_point(filled=True)
-    .encode(
-        x=alt.X("x", axis=None),
-        y=alt.Y("y", axis=None),
-        color=alt.Color("idx", legend=None, scale=alt.Scale()),
-        size=alt.Size("rand", legend=None, scale=alt.Scale(range=[1, 150])),
-    ))
+# Jalankan aplikasi jika file dieksekusi langsung
+if __name__ == "__main__":
+    main()