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tsyppo_anton_lab_4/Clustering.png
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tsyppo_anton_lab_4/Hostel.csv
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"","hostel.name","City","price.from","Distance","summary.score","rating.band","atmosphere","cleanliness","facilities","location.y","security","staff","valueformoney","lon","lat"
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"1","""Bike & Bed"" CharinCo Hostel","Osaka",3300,"2.9km from city centre",9.2,"Superb",8.9,9.4,9.3,8.9,9,9.4,9.4,135.5137671,34.682678
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"2","& And Hostel","Fukuoka-City",2600,"0.7km from city centre",9.5,"Superb",9.4,9.7,9.5,9.7,9.2,9.7,9.5,NA,NA
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"3","&And Hostel Akihabara","Tokyo",3600,"7.8km from city centre",8.7,"Fabulous",8,7,9,8,10,10,9,139.7774724,35.6974473
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"4","&And Hostel Ueno","Tokyo",2600,"8.7km from city centre",7.4,"Very Good",8,7.5,7.5,7.5,7,8,6.5,139.783667,35.712716
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"5","&And Hostel-Asakusa North-","Tokyo",1500,"10.5km from city centre",9.4,"Superb",9.5,9.5,9,9,9.5,10,9.5,139.7983712,35.7278979
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"6","1night1980hostel Tokyo","Tokyo",2100,"9.4km from city centre",7,"Very Good",5.5,8,6,6,8.5,8.5,6.5,139.7869499,35.724384
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"7","328 Hostel & Lounge","Tokyo",3300,"16.5km from city centre",9.3,"Superb",8.7,9.7,9.3,9.1,9.3,9.7,8.9,139.7454672,35.5480439
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"8","36Hostel","Hiroshima",2000,"1.6km from city centre",9.5,"Superb",8.8,9.9,9.2,9.6,9.8,9.8,9.5,NA,NA
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"9","3Q House - Asakusa Smile","Tokyo",2500,"10.2km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
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"10","Ace Inn Shinjuku","Tokyo",2200,"3km from city centre",7.7,"Very Good",6.7,7.2,6.8,8.5,7.8,8.5,8.1,139.7243036,35.6925119
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"11","Air Osaka Hostel","Osaka",1600,"9.7km from city centre",9.2,"Superb",9.5,9.1,8.7,8.8,8.9,9.8,9.5,135.4769556,34.6222596
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"12","Aizuya Inn","Tokyo",2000,"10.6km from city centre",8.5,"Fabulous",8.1,8.3,8.4,7.8,8.9,9.1,8.9,139.800993,35.727547
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"13","Akihabara Hotel 3000","Tokyo",2200,"8km from city centre",10,"Superb",10,10,10,10,10,10,10,139.779382,35.6974904
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"14","Almond hostel & cafe Shibuya","Tokyo",2900,"2.2km from city centre",9.3,"Superb",9.1,9.5,8.8,9.5,9.4,9.7,9,139.6875352,35.6700092
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"15","Anne Hostel Asakusabashi","Tokyo",2000,"8.9km from city centre",9.1,"Superb",8.8,9.2,8.7,9,9.1,9.5,9.2,139.7893595,35.6989448
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"16","Anne Hostel Yokozuna","Tokyo",1800,"9.5km from city centre",9.1,"Superb",8.8,9.1,9,9.2,9.3,9.3,9.2,139.7967977,35.6954897
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"17","Ark Hostel","Osaka",2700,"1.9km from city centre",9,"Superb",8.7,9.2,8.9,8.8,9.1,9.2,9,103.8731349,1.3108203
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"18","ARTnSHELTER","Tokyo",2400,"10.5km from city centre",8.3,"Fabulous",8.2,8.1,7.7,7.9,9.1,9,8.3,139.742108,35.604242
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"19","AS House (Asakusa Smile)","Tokyo",1600,"10km from city centre",7.8,"Very Good",7.9,6.2,7,9,8.2,8,8.3,139.800616,35.707363
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"20","Asakusa Hostel Toukaisou","Tokyo",1300,"9.3km from city centre",8.9,"Fabulous",7.9,9.4,8.3,9.5,9.2,8.9,9.2,139.79081,35.713177
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"21","Asakusa Ryokan Toukaisou","Tokyo",3600,"9.3km from city centre",8.7,"Fabulous",8,8.4,8.4,8.8,8.8,9.4,8.8,139.79081,35.713177
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"22","Asakusahotel Wasou","Tokyo",2000,"9.9km from city centre",9.4,"Superb",8.7,9.3,9,9.7,10,10,9.3,139.7966971,35.7118769
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"23","Astro Station","Tokyo",3500,"3.8km from city centre",8.4,"Fabulous",7.1,9.1,8,9.7,7.1,8.6,8.9,139.7036929,35.7143962
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"24","B&S Eco Cube Shinsaibashi","Osaka",2600,"4km from city centre",8.6,"Fabulous",7.5,9,8,8.5,10,8,9,135.4991771,34.6707458
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"25","Backpackers Hostel K's House Hiroshima","Hiroshima",2600,"1.9km from city centre",9.4,"Superb",9,9.5,9.2,9.4,9.5,9.7,9.3,132.473831,34.392506
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"26","Backpackers Hostel K's House Kyoto","Kyoto",1800,"2.4km from city centre",9.2,"Superb",9,9.3,9.2,9.1,9.5,9.4,9.1,135.764916,34.989791
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"27","Backpackers Hostel K's House Tokyo","Tokyo",2100,"9.2km from city centre",9.2,"Superb",9.1,9.3,9,8.6,9.5,9.6,9,139.792253,35.705066
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"28","Backpackers Hotel Toyo Osaka","Osaka",1500,"6.5km from city centre",8.8,"Fabulous",8.1,8.2,8.5,8.9,9.3,9.3,9.3,135.5041024,34.6483651
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"29","Backstage Osaka Hostel & Bar","Osaka",2200,"4.5km from city centre",8.8,"Fabulous",8.8,8.2,8.1,9.5,8.6,9.3,9.2,135.513299,34.6670083
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"30","Beagle Tokyo Hostel & Apartments","Tokyo",3800,"16.1km from city centre",9,"Superb",8,10,9,8,9,9,10,139.7410778,35.5504924
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"31","Bed Stock","Fukuoka-City",2500,"1.1km from city centre",8.9,"Fabulous",8.6,9.9,8.1,9.4,8.9,9,8.6,NA,NA
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"32","Beehive Hostel Osaka","Osaka",2900,"3.4km from city centre",9.1,"Superb",8.8,9.2,8.7,8.8,9.5,9.7,9.2,135.508387,34.676892
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"33","Bigtree Guesthouse","Osaka",2900,"36.6km from city centre",9.6,"Superb",9.3,9.8,9.3,9.1,10,10,9.3,135.3233376,34.4119443
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"34","Bird Hostel","Kyoto",2700,"1.1km from city centre",9.3,"Superb",8.9,9.5,9.5,9.4,9.2,9.5,9.4,135.7587254,35.0175416
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"35","bnb+ Ninja Dojo Ueno","Tokyo",2500,"8km from city centre",5.2,"Rating",4,3.3,4,8.7,5.3,4.7,6.7,NA,NA
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"36","bnb+Shinjuku Castle","Tokyo",2500,"1.3km from city centre",5,"Rating",2.7,4,3.3,7.3,5.3,5.3,6.7,NA,NA
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"37","Bonfire Hostel Osaka","Osaka",1800,"9.5km from city centre",9.2,"Superb",7.6,9.6,10,8,9.6,10,9.6,135.506891,34.621308
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"38","Bonsai Guest House","Osaka",1800,"5.9km from city centre",8.7,"Fabulous",7.5,9.1,8.4,9.5,8.9,8.9,8.8,NA,NA
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"39","Book and Bed Tokyo - Kyoto","Kyoto",3800,"0.9km from city centre",9.1,"Superb",9,10,8.5,9.5,8.5,10,8,135.7727965,35.0041178
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"40","Book And Bed Tokyo Asakusa","Tokyo",4100,"9.6km from city centre",9.1,"Superb",8.7,9.7,8.6,9.4,9.5,9.3,8.6,139.7949806,35.7107965
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"41","Book And Bed Tokyo Fukuoka","Fukuoka-City",4300,"0.3km from city centre",8.6,"Fabulous",8,10,6,10,8,10,8,130.3979662,33.5909933
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"42","Book And Bed Tokyo Ikebukuro","Tokyo",4100,"4.9km from city centre",8.2,"Fabulous",8.9,8,8,9.1,7.7,8.6,7.4,139.7085388,35.7310808
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"43","Bunka Hostel Tokyo","Tokyo",2200,"9.5km from city centre",9.3,"Superb",8.8,9.3,9.3,9.5,9.4,9.8,9.2,139.79322,35.712108
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"44","Calendar Hotel","Kyoto",3500,"8.8km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
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"45","Capsule Hotel Anshin Oyado Akihabara","Tokyo",6200,"0km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
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"46","Capsule Hotel Anshin Oyado Shinbashi","Tokyo",6000,"6.6km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
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"47","Capsule Hotel Asahi Plaza Shinsaibashi","Osaka",3000,"4km from city centre",9.9,"Superb",10,10,10,10,10,10,9,135.497847,34.6707858
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"48","Capsule Inn Kinshichou","Tokyo",2600,"10.9km from city centre",8.6,"Fabulous",6,10,8,8,10,8,10,139.81198,35.6981223
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"49","Capsule Resort Kyoto Square","Kyoto",3100,"1.3km from city centre",9.6,"Superb",9.1,10,9.6,10,9.8,9.8,9.1,135.7535562,35.0112333
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"50","Capsule Value Kanda","Tokyo",3000,"7.1km from city centre",8.6,"Fabulous",8,8.7,7.3,9.3,8.7,9.3,8.7,139.7707637,35.6895954
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"51","Casa Macondo","Osaka",3000,"5km from city centre",6.9,"Good",6.5,6.5,7.5,7,7,6.5,7,NA,NA
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"52","Centurion Cabin & Spa Kyoto","Kyoto",2500,"1.1km from city centre",8.9,"Fabulous",7.9,9.6,9.1,9.6,8.9,8.5,8.6,135.761618,35.003533
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"53","Centurion Hotel Residential Akasaka","Tokyo",2600,"4.5km from city centre",9,"Superb",7.5,9.3,9.3,9.3,9.5,8.9,9,139.7376971,35.6738463
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"54","Centurion Ladies Hostel Uenopark (Female only)","Tokyo",2500,"7.4km from city centre",8.9,"Fabulous",7.7,8.9,9.1,9.1,9.3,8.9,9.3,139.770129,35.709199
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"55","Chaganjutei","Kyoto",3300,"14.1km from city centre",9.6,"Superb",10,10,9,9,9,10,10,135.8007905,34.8876476
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"56","CITAN Hostel","Tokyo",2500,"8.1km from city centre",9.4,"Superb",9.3,9.8,9.5,9.1,9.5,9.6,9.3,139.781352,35.691571
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"57","Coco Hostel Osaka","Osaka",2100,"4.7km from city centre",8.5,"Fabulous",7.2,9.2,8,9.8,8.2,8.8,8.2,135.508221,34.6644243
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"58","Colours","Kyoto",1600,"1.8km from city centre",8.9,"Fabulous",4,10,10,8,10,10,10,NA,NA
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"59","Comics & CapsuleHotel COMICAP kyotoshinkyogoku","Kyoto",2000,"0.7km from city centre",9.6,"Superb",9.1,9.8,9.8,9.8,9.4,9.3,9.7,135.7676061,35.0053862
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"60","Common de Hostel & Bar","Fukuoka-City",2500,"0.8km from city centre",9.9,"Superb",10,10,10,9,10,10,10,130.4032209,33.5978245
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"61","Daikoku Hostel","Osaka",2800,"5.8km from city centre",8,"Fabulous",6,8,8,8,9,9,8,135.4971528,34.6550004
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"62","Dotombori Base","Osaka",2500,"4.3km from city centre",8.7,"Fabulous",8.6,8.3,7.7,9.7,8.6,9.4,8.9,135.5052683,34.6678045
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"63","Downtown Inn Kyoto","Kyoto",1000,"1.4km from city centre",9.3,"Superb",8.9,9.7,9.7,9.1,9.1,8.6,9.7,135.755182,35.0052769
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"64","Drop Inn Osaka","Osaka",2800,"1.4km from city centre",8.8,"Fabulous",8.3,9.5,9,8.3,9.1,8.5,8.7,135.4886189,34.7001589
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"65","Edo Tokyo Hostel","Tokyo",1800,"15.8km from city centre",8.1,"Fabulous",8,8.5,8,7.5,7,8.5,9,139.8638707,35.7129526
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"66","Emblem Hostel Nishiarai","Tokyo",2000,"13.3km from city centre",9.3,"Superb",9.5,9.8,9.7,7.4,9.8,9.8,9.5,139.791216,35.7782
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"67","ENAKA Asakusa Central Hostel","Tokyo",2600,"9.7km from city centre",9.3,"Superb",8.9,9.8,9.3,9.6,9.6,9.1,8.9,139.795301,35.7121845
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"68","Ezstay Osaka","Osaka",2000,"4.6km from city centre",3.1,"Rating",2,2,2,4,6,2,4,135.535271,34.6757318
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"69","Fairfield House","Kyoto",1700,"1.9km from city centre",9.3,"Superb",9.1,9.6,9.4,8.7,9.3,9.6,9.7,NA,NA
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"70","Family & bAKpAK Tokyo Hostel","Tokyo",1800,"9.8km from city centre",7.4,"Very Good",6.5,6.5,7.5,7.5,8.5,6.5,9,139.79148,35.72369
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"71","Friends Kyo","Kyoto",2200,"1.2km from city centre",10,"Superb",10,10,10,10,10,10,10,135.7718,35.001371
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"72","FUJITAYA Kyoto","Kyoto",3500,"2.6km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
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"73","Fukuoka Backpackers Hostel","Fukuoka-City",2300,"2.5km from city centre",8.3,"Fabulous",7.5,8.6,8,8.2,8.8,8.9,8.1,130.428142,33.584119
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"74","Fukuoka Hana Hostel","Fukuoka-City",2500,"0.8km from city centre",9,"Superb",8.3,9.2,8.8,9.5,9,9.3,9,130.4097719,33.5926482
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"75","Funtoco Backpackers Namba","Osaka",2300,"5.5km from city centre",9.3,"Superb",8.9,9.6,9,9,9.5,10,9.4,135.503623,34.656784
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"76","Gion Ryokan Q-beh","Kyoto",2800,"1.5km from city centre",9.5,"Superb",9,9.8,9.5,9.8,9.3,9.5,9.6,135.7795363,35.0014418
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"77","Goen Lounge＆Stay","Osaka",2000,"18.2km from city centre",8.9,"Fabulous",8,10,10,6,8,10,10,135.6505111,34.815565
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"78","Gojo Guest House","Kyoto",2000,"1.9km from city centre",9.5,"Superb",9.6,9.5,8.8,9.6,9.3,10,9.8,135.7722097,34.9954879
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"79","Gojo Guesthouse - Annex","Kyoto",2500,"1.7km from city centre",9.6,"Superb",8.7,10,9.3,9.3,10,10,10,135.775803,34.998209
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"80","Good Diner Inn Copain","Tokyo",3300,"5.6km from city centre",9.1,"Superb",9.5,9.5,9.5,8,9,10,8.5,139.7182582,35.7346756
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"81","Grids Kyoto Shijo Kawaramachi Hotel & Hostel","Kyoto",1800,"1km from city centre",9.7,"Superb",8.9,10,9.5,10,10,9.8,9.8,135.764823,35.004678
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"82","GRIDS TOKYO AKIHABARA HOTEL&HOSTEL","Tokyo",2400,"8km from city centre",8.7,"Fabulous",7.8,9.4,8.7,8.7,8.8,8.7,8.7,139.780326,35.696562
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"83","Grids Tokyo Asakusa-Bashi Hotel&Hostel","Tokyo",2200,"8.3km from city centre",9,"Superb",7.9,9.6,9,8.7,9.5,9.5,8.9,139.780326,35.696562
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"84","GRIDS TOKYO NIHOMBASHI EAST HOTEL&HOSTEL","Tokyo",2400,"8.3km from city centre",8.3,"Fabulous",6.7,9.3,8.7,9.3,9.3,7.3,7.3,139.783943,35.690286
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"85","Guest House Bola-Bola","Kyoto",2700,"6.1km from city centre",9.4,"Superb",9.3,9.9,9,8.8,9.4,9.9,9.4,135.7015683,35.0147747
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"86","Guest House Com Inn Hiroshima","Hiroshima",2900,"2.5km from city centre",8.9,"Fabulous",7.3,10,8,8,10,10,8.7,132.443757,34.405665
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"87","Guest House Denchi","Tokyo",3600,"9.2km from city centre",8.9,"Fabulous",8,10,6,8,10,10,10,139.7895455,35.7128268
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"88","Guest House Ga-Jyun","Kyoto",2000,"1.4km from city centre",9.6,"Superb",9.6,9.7,9.4,9.4,9.4,9.9,9.9,135.7833531,35.009131
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"89","Guest House Hachi","Kyoto",3200,"3.2km from city centre",10,"Superb",10,10,10,10,10,10,10,135.7435285,34.9915805
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"90","Guest House Hitsuji-An","Kyoto",2200,"1.3km from city centre",9.8,"Superb",9.5,10,9.5,10,10,10,9.5,135.75435,35.009679
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"91","Guest House Hokorobi","Fukuoka-City",2400,"6km from city centre",8.4,"Fabulous",7.7,8.5,8.5,7.5,9.5,8.7,8.7,NA,NA
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"92","Guest House Kaine","Fukuoka-City",2500,"0.7km from city centre",8.9,"Fabulous",10,9,8.5,9,7.5,10,8.5,130.403731,33.596604
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"93","Guest House Kyoto Inn","Kyoto",1500,"3.3km from city centre",8.9,"Fabulous",8.7,9.4,9,8.1,8.6,9.4,8.9,135.743165,34.990043
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"94","Guest House La Kongo","Osaka",2500,"4.2km from city centre",7.8,"Very Good",6,8,7.5,9,8,8.5,7.5,135.5078668,34.6687802
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"95","Guest House Matsu","Osaka",1900,"7.4km from city centre",9.3,"Superb",9,9.7,9.2,8.7,9.3,9.7,9.5,135.495148,34.640747
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"96","Guest House ODORI","Osaka",2800,"7.9km from city centre",8.6,"Fabulous",10,10,8,6,8,8,10,135.5231371,34.6372998
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"97","Guest House Onoya","Osaka",2000,"3.3km from city centre",9.4,"Superb",9.5,10,10,8,9,10,9.5,135.5376482,34.7025957
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"98","Guest House Renjishi Kabuki","Kyoto",1500,"2.5km from city centre",8.7,"Fabulous",8,8.9,7.9,8.7,9,9.8,8.6,135.7505144,34.9949044
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"99","Guest House Roku","Hiroshima",2900,"2.7km from city centre",9.3,"Superb",9.5,9.5,9,9,9.2,9.8,9.4,132.465716,34.4074787
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"100","Guest House Shinagawa-shuku Tokyo","Tokyo",3300,"8.7km from city centre",9.2,"Superb",9,9.3,9.3,8.7,9,10,9,139.7403581,35.6217794
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"101","Guest House Shiori Ann","Kyoto",1500,"2km from city centre",8.9,"Fabulous",6,8,10,9,10,9,10,135.759117,34.994889
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"102","Guest House TRACE","Tokyo",2700,"8.7km from city centre",7.7,"Very Good",6,6,6,8,10,8,10,NA,NA
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"103","Guest House Yahata","Kyoto",2500,"2km from city centre",8.6,"Fabulous",7.5,9.5,8.5,8,9.8,8.5,8.5,135.754772,34.9976055
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"104","Guest House YULULU","Kyoto",1500,"0.5km from city centre",8.6,"Fabulous",8.3,8.6,7.8,9.5,8.5,9.4,8.3,135.7626322,35.0098862
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"105","Guesthouse Fete","Tokyo",2300,"9.7km from city centre",9.4,"Superb",9.8,9.2,8.9,8.8,9.5,9.9,9.4,139.7981,35.701441
|
||||||
|
"106","Guesthouse Fujitatami","Osaka",2200,"26.6km from city centre",9.1,"Superb",9.8,9.8,9.3,6.8,9,9.8,9.3,135.4575132,34.4698056
|
||||||
|
"107","Guesthouse Gloire","Osaka",2800,"3.9km from city centre",7.1,"Very Good",8,8,8,4,6,8,8,135.511096,34.67197
|
||||||
|
"108","Guesthouse HetoGep","Osaka",2500,"4.5km from city centre",9.1,"Superb",9.2,8.4,9.2,10,8.8,9.6,8.8,135.5049204,34.6662004
|
||||||
|
"109","Guesthouse Hiroshima Mange Tak","Hiroshima",2800,"1.4km from city centre",9.5,"Superb",8.9,9.8,9.4,9.6,9.6,9.7,9.3,132.445801,34.3952854
|
||||||
|
"110","Guesthouse Kagaribi","Tokyo",2200,"11.8km from city centre",8.3,"Fabulous",8,8.8,8,6.8,8,9.6,8.8,139.7957726,35.7539265
|
||||||
|
"111","Guesthouse Morizou Female only","Osaka",2000,"3.7km from city centre",10,"Superb",10,10,10,10,10,10,10,135.526955,34.6800923
|
||||||
|
"112","Guesthouse Origami","Kyoto",1500,"1.7km from city centre",8.1,"Fabulous",7.7,7.1,7.7,8.6,8.6,8.9,8,NA,NA
|
||||||
|
"113","Guesthouse SAI","Osaka",1800,"7km from city centre",8.9,"Fabulous",7.6,10,9.6,7.6,9.2,9.2,9.2,135.5661389,34.7412826
|
||||||
|
"114","Guesthouse Sensu","Tokyo",3300,"15.7km from city centre",9.3,"Superb",8,10,9.5,9,9,10,9.5,139.7405231,35.553499
|
||||||
|
"115","Guesthouse Shitamachi-Kujo","Kyoto",1900,"3.9km from city centre",9.1,"Superb",10,10,8,8,10,10,8,135.762166,34.977079
|
||||||
|
"116","Guesthouse Soi","Kyoto",1700,"2.4km from city centre",9.5,"Superb",9.4,9.6,9.6,8.8,9.4,9.8,9.8,135.7776103,34.9917216
|
||||||
|
"117","Guesthouse U-En","Osaka",2300,"1.9km from city centre",9.5,"Superb",9.3,9.6,9.3,9.4,9.4,9.8,9.5,135.4865055,34.6946473
|
||||||
|
"118","Harborside Guest House MINATO","Fukuoka-City",2500,"1.5km from city centre",8.4,"Fabulous",7.5,9,8.5,7,9.5,9,8.5,130.406397,33.603186
|
||||||
|
"119","HARUYA Hostels Aqua","Kyoto",1500,"3.1km from city centre",9,"Superb",9,9,9,9,9,9,9,135.748695,34.988516
|
||||||
|
"120","HATAGO tenjin","Fukuoka-City",2300,"0.6km from city centre",8.4,"Fabulous",8.7,8.7,8.7,10,7.3,7.3,8,130.3976545,33.5946282
|
||||||
|
"121","Hikari House","Tokyo",4000,"1.4km from city centre",7.6,"Very Good",6.3,8,6.8,9.4,6.9,8.6,7.6,139.7019965,35.6991367
|
||||||
|
"122","Hiromas Hostel in Akiba","Tokyo",2700,"7.3km from city centre",9.2,"Superb",8.7,9.6,9.2,9.1,9.1,9.4,9.6,139.7702062,35.704546
|
||||||
|
"123","Hiromas Hostel in Kanda","Tokyo",2000,"7.6km from city centre",9.3,"Superb",8.4,9.8,9.5,9.1,9.2,9.4,9.3,139.7763124,35.6928219
|
||||||
|
"124","Hiromas Inn Chitose-Karasuyama","Tokyo",3000,"0km from city centre",7.5,"Very Good",7.1,9.1,7.4,7.4,6.3,6.9,8.3,139.6033214,35.6711619
|
||||||
|
"125","Hiroshima Hana Hostel","Hiroshima",2300,"2.4km from city centre",9,"Superb",8.1,9.3,8.8,9.4,8.9,9.5,9,132.478765,34.395097
|
||||||
|
"126","Hiroshima Hostel EN","Hiroshima",3000,"2.6km from city centre",9.6,"Superb",9.8,9.7,9.3,9.3,9.3,9.8,9.7,132.450789,34.408
|
||||||
|
"127","Hisayo's Inn","Tokyo",3800,"15.7km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
|
||||||
|
"128","Home Hostel Osaka","Osaka",2700,"6.2km from city centre",9.7,"Superb",8.7,9.9,10,9.7,9.9,9.7,9.7,NA,NA
|
||||||
|
"129","Homeikan","Tokyo",3600,"6.3km from city centre",9.3,"Superb",9.1,9.4,9.1,9.1,9.1,10,9.1,139.75625,35.711231
|
||||||
|
"130","Hop Step Inn","Tokyo",1500,"8.5km from city centre",9.1,"Superb",8.5,9.6,9.3,8.3,9.6,9.4,9.2,139.7382791,35.7560182
|
||||||
|
"131","Hostel & Cafe Bar Backpackers Miyajima","Hiroshima",2900,"16.1km from city centre",9.2,"Superb",9.2,9.3,9,9.2,9.1,9.6,8.9,132.3046213,34.3101872
|
||||||
|
"132","Hostel 64 Osaka","Osaka",2700,"3.4km from city centre",8.6,"Fabulous",8.2,8.6,8.2,8.1,9.1,9,8.6,135.4883418,34.6780282
|
||||||
|
"133","Hostel bedgasm","Tokyo",2900,"9.5km from city centre",9.6,"Superb",9.6,9.8,9.6,9.1,9.5,9.9,9.7,139.789033,35.72135
|
||||||
|
"134","Hostel Bushi","Osaka",1900,"3.4km from city centre",8.8,"Fabulous",8.5,8.8,8.9,8.6,8.8,9.2,8.9,135.5374497,34.6979324
|
||||||
|
"135","Hostel Chapter Two Tokyo","Tokyo",2700,"9.8km from city centre",10,"Superb",10,10,10,10,10,10,10,139.797217,35.709305
|
||||||
|
"136","Hostel Chillout","Osaka",2300,"4.3km from city centre",9.6,"Superb",9.4,9.4,9.1,10,9.4,10,9.7,NA,NA
|
||||||
|
"137","hostel DEN","Tokyo",2400,"7.7km from city centre",9.4,"Superb",9.1,9.7,9.3,9,9.7,9.7,9.4,139.7766966,35.6910315
|
||||||
|
"138","Hostel Ebi","Kyoto",2500,"1km from city centre",9.7,"Superb",9.4,9.9,9.5,9.8,9.7,9.8,9.6,135.760511,35.0050582
|
||||||
|
"139","Hostel Ebisutei Souzou with Sake Bar","Osaka",2400,"5.6km from city centre",9.2,"Superb",9.7,9,9,9.5,8.3,9.6,9.4,135.5052993,34.6560531
|
||||||
|
"140","Hostel Enisia Namba","Osaka",3000,"4.3km from city centre",9.3,"Superb",8.7,9.2,9.3,10,9.5,9.3,9.2,135.503292,34.6681
|
||||||
|
"141","Hostel Ginkakuji","Kyoto",1300,"2.7km from city centre",4.9,"Rating",2,10,6,6,2,2,6,135.791229,35.027017
|
||||||
|
"142","Hostel HARUYA Book","Kyoto",1500,"3.1km from city centre",8.6,"Fabulous",7.6,8.4,7.6,8,9.6,10,9.2,NA,NA
|
||||||
|
"143","Hostel HARUYA Kyoto","Kyoto",1500,"1km from city centre",9.6,"Superb",8,10,10,10,10,10,9,135.778964,35.008755
|
||||||
|
"144","HOSTEL HYAKU","Osaka",2700,"4.4km from city centre",9.5,"Superb",8.9,10,9.4,9.3,9.7,9.7,9.5,135.5109784,34.6676664
|
||||||
|
"145","Hostel J Culture 168","Osaka",3000,"5.3km from city centre",7.5,"Very Good",6.7,7.3,8.7,7.3,8,9.3,5.3,138.252924,36.204824
|
||||||
|
"146","Hostel Jin","Osaka",2500,"4.3km from city centre",9.6,"Superb",8.8,10,9.8,8.8,9.8,9.8,10,135.4661493,34.6810161
|
||||||
|
"147","Hostel Kyoto Kizuna","Kyoto",1800,"2.1km from city centre",9.4,"Superb",8.6,9.9,9.5,9.2,9.6,9.6,9.6,135.7626527,34.9936138
|
||||||
|
"148","Hostel LnK (Lodging & Kin)","Osaka",3300,"5.6km from city centre",9.5,"Superb",9.2,10,9.3,9.5,9.3,9.5,9.5,135.502521,34.656382
|
||||||
|
"149","Hostel Mallika","Hiroshima",2500,"0.7km from city centre",9.3,"Superb",8.5,9.5,9.2,9.7,9.4,9.6,9.3,132.4499424,34.389848
|
||||||
|
"150","Hostel Mitsuwaya Osaka","Osaka",3200,"4.1km from city centre",9.6,"Superb",9.4,10,9.7,9.1,9.7,9.9,9.6,135.513379,34.670596
|
||||||
|
"151","Hostel moku-moku","Osaka",3500,"4km from city centre",9.6,"Superb",9,10,10,9.5,10,9.5,9.5,135.516458,34.74071
|
||||||
|
"152","Hostel Mundo","Kyoto",1400,"2.1km from city centre",8.4,"Fabulous",8,8.6,8,8,8.7,8.9,8.8,135.7479461,35.0204264
|
||||||
|
"153","Hostel Mundo Chiquito","Kyoto",1400,"1.4km from city centre",9.5,"Superb",9,9.8,9.3,9,9.8,10,9.8,135.753339,35.015514
|
||||||
|
"154","Hostel Namba Takumi","Osaka",2000,"4.6km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
|
||||||
|
"155","Hostel Pumpkey Tokyo","Tokyo",3400,"2.3km from city centre",8.7,"Fabulous",8.3,9,8.5,9,8.7,9,8.3,139.716957,35.686319
|
||||||
|
"156","Hostel Q","Osaka",2900,"4.2km from city centre",8.7,"Fabulous",9,7.3,8,9.7,9,9.3,8.3,135.4986093,34.6692633
|
||||||
|
"157","Hostel Rakutsuki","Osaka",1900,"4.7km from city centre",9.5,"Superb",9.3,9.5,8.7,9.8,9.8,9.8,9.8,135.5062517,34.6647159
|
||||||
|
"158","Hostel Stand By Me","Fukuoka-City",4000,"1.6km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
|
||||||
|
"159","Hostel Teltel Bouzu","Osaka",2500,"3.8km from city centre",9,"Superb",9,9,9,8.3,9.3,9.3,9,135.5091721,34.6734621
|
||||||
|
"160","Hostel TOKI","Fukuoka-City",2800,"1.9km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
|
||||||
|
"161","Hostel WAQWAQ Tokyo Ueno Asakusa","Tokyo",1600,"9km from city centre",8.9,"Fabulous",8.9,9.6,9,8.4,8.5,9,8.7,139.785178,35.717633
|
||||||
|
"162","HOSTEL WASABI Kyoto Machiya Soba","Kyoto",2000,"2.3km from city centre",9.1,"Superb",8.9,9.8,9.1,7.9,9,9.2,9.4,135.7481084,35.0249099
|
||||||
|
"163","HOSTEL WASABI Osaka Bed with Library","Osaka",1500,"4.5km from city centre",8.8,"Fabulous",8.1,9.1,8.7,9.5,8.2,9.2,9,135.503826,34.666552
|
||||||
|
"164","Hostel＆Café East57 Asakusabashi","Tokyo",2200,"8.7km from city centre",8.7,"Fabulous",7.8,9.3,7.8,9.1,9,9.1,8.6,139.7876509,35.6967579
|
||||||
|
"165","Hotel Cargo Shinsaibashi","Osaka",4200,"3.2km from city centre",9.3,"Superb",8.4,9.6,8.8,8.8,9.6,10,9.6,135.503563,34.678242
|
||||||
|
"166","Hotel Chuo","Osaka",1500,"6.4km from city centre",6.4,"Good",6,6,6,8,5,7,7,135.5046082,34.6490104
|
||||||
|
"167","Hotel Graphy Nezu","Tokyo",1800,"7.6km from city centre",8.9,"Fabulous",8.5,9.1,9.2,8.5,9.3,9.3,8.8,139.768667,35.717269
|
||||||
|
"168","Hotel Kawase Tokyo and Capsule","Tokyo",1900,"9.8km from city centre",6.4,"Good",5.4,5.1,6,8,6.3,7.4,6.6,NA,NA
|
||||||
|
"169","Hotel Mikado","Osaka",2000,"6.5km from city centre",8.7,"Fabulous",9.3,7.3,8,9.3,8,9.3,9.3,NA,NA
|
||||||
|
"170","Hotel Raizan South","Osaka",2000,"6.5km from city centre",8.1,"Fabulous",7,7,9,9,8,8,9,135.504278,34.648413
|
||||||
|
"171","Hotel Shin-Imamiya","Osaka",1400,"6.3km from city centre",6.6,"Good",4.8,7.3,6,7.8,8.3,6.3,5.8,135.5015478,34.6497931
|
||||||
|
"172","Hotel Sun Plaza","Osaka",1300,"6.3km from city centre",6.5,"Good",6,7.3,6,6.7,6,7.3,6,NA,NA
|
||||||
|
"173","Hotel Taiyo","Osaka",1500,"6.5km from city centre",8.1,"Fabulous",7.3,8,8,8.7,8.7,8,8,135.5047718,34.6483624
|
||||||
|
"174","Hotel Wako","Osaka",1600,"6.8km from city centre",6,"Good",4,4,6,6,8,6,8,135.5018819,34.6459573
|
||||||
|
"175","Hotel&Hostel On the Marks Tokyo Kawasaki","Tokyo",1900,"18.1km from city centre",9.6,"Superb",9.6,10,9.6,8.7,9.9,9.9,9.6,139.6985808,35.5269926
|
||||||
|
"176","Idocoro","Osaka",1800,"2.2km from city centre",8.2,"Fabulous",7.1,8.9,8,7.6,8.8,8.7,8.2,135.5086675,34.6873302
|
||||||
|
"177","Ikidane House","Tokyo",2000,"8.2km from city centre",9.1,"Superb",8,9.6,8.8,9.2,9.2,9.6,9.2,139.7604533,35.7373998
|
||||||
|
"178","Ikidane House Asakusa Hatago","Tokyo",2000,"10km from city centre",8.9,"Fabulous",10,10,10,4,10,8,10,139.7950489,35.722089
|
||||||
|
"179","Ikidane House Namba","Osaka",1200,"6.5km from city centre",9.3,"Superb",8.9,9.6,9.7,8.8,8.9,9.6,9.6,135.5019794,34.6479104
|
||||||
|
"180","Ikoi-no-Ie Kyoto","Kyoto",2700,"2.2km from city centre",8,"Fabulous",6,8.8,8,8,9.2,8.4,7.6,135.757046,34.994033
|
||||||
|
"181","iloha Hostel Namba Shinsaibashi","Osaka",2600,"3.7km from city centre",9.2,"Superb",8.7,9.6,9.2,9.6,9.2,8.5,9.4,135.503048,34.673766
|
||||||
|
"182","IM Guest House","Osaka",1900,"6.2km from city centre",8.3,"Fabulous",7,8,7,8,9,10,9,NA,NA
|
||||||
|
"183","Imano Kyoto Kiyomizu Hostel","Kyoto",2200,"1.9km from city centre",9.2,"Superb",8.6,9.8,9.3,9.1,9.4,9.2,9.3,135.776144,34.995592
|
||||||
|
"184","Imano Tokyo Ginza Hostel","Tokyo",2700,"7.6km from city centre",8.9,"Fabulous",8.3,9.3,8.9,8.8,9.3,9.2,8.7,139.7729057,35.6723059
|
||||||
|
"185","Imano Tokyo Hostel","Tokyo",3300,"1.5km from city centre",8.6,"Fabulous",7.7,8.9,8.1,9.3,8.6,9.2,8.1,139.7077128,35.6935053
|
||||||
|
"186","IRORI Nihonbashi Hostel and Kitchen","Tokyo",2100,"8.3km from city centre",9,"Superb",8.9,8.9,8.9,9,9.2,9.3,8.8,139.7836767,35.6926538
|
||||||
|
"187","Iza Tokyo Asakusa Guesthouse","Tokyo",2500,"9.9km from city centre",9.3,"Superb",9.3,9.3,9.2,9.4,9.2,9.6,9.2,139.799302,35.706708
|
||||||
|
"188","J-Hoppers Hiroshima Guesthouse","Hiroshima",2300,"1.1km from city centre",9.1,"Superb",8.5,9.3,9,9.3,9.3,9.4,9.2,132.4472444,34.3930208
|
||||||
|
"189","J-Hoppers Kyoto Guest House","Kyoto",1900,"3.6km from city centre",9,"Superb",8.4,9.1,8.3,8.9,9.4,9.7,9.3,135.761616,34.979439
|
||||||
|
"190","J-Hoppers Osaka Guesthouse","Osaka",2300,"1.9km from city centre",9.5,"Superb",9.5,9.6,9.2,9.5,9.6,9.7,9.6,135.484861,34.697435
|
||||||
|
"191","J-Hoppers Osaka Universal","Osaka",2500,"6.4km from city centre",9.4,"Superb",9.3,9.7,9.2,8.7,9.7,10,9.5,135.442876,34.675236
|
||||||
|
"192","J's Backpackers","Tokyo",1600,"16.6km from city centre",8.3,"Fabulous",8,10,8,4,10,8,10,139.8623809,35.745044
|
||||||
|
"193","Jam Hostel Kyoto Gion","Kyoto",1500,"0.9km from city centre",7.7,"Very Good",7,8,7,9.4,8,6.9,7.9,135.772379,35.004919
|
||||||
|
"194","Japanize Guest House","Tokyo",1900,"8.1km from city centre",7.6,"Very Good",7,6,7.7,8.7,7.7,8,8.3,139.7816602,35.6925343
|
||||||
|
"195","JGH Tokyo","Tokyo",1600,"13.2km from city centre",8.4,"Fabulous",8.1,8,8.1,7.1,8.8,9.8,8.9,139.708425,35.8072664
|
||||||
|
"196","Jimbocho Sakura Hotel","Tokyo",2200,"5.9km from city centre",9.4,"Superb",9,9.5,10,9,9,9.5,10,139.756455,35.694959
|
||||||
|
"197","Jiyujin","Kyoto",2600,"2km from city centre",9.7,"Superb",9,10,9.8,9.5,10,9.7,9.7,135.76116,34.9949965
|
||||||
|
"198","Juyoh Hotel","Tokyo",2900,"10.7km from city centre",8.3,"Fabulous",7.6,8.4,8.4,7.1,8.9,8.9,8.7,139.8007803,35.7267106
|
||||||
|
"199","Kaisu Hostel","Tokyo",3900,"4.4km from city centre",9.4,"Superb",9.1,9.7,9.3,9.3,9.6,9.5,9.2,139.734537,35.669916
|
||||||
|
"200","Kaneyoshi Ryokan, Namba Dotombori","Osaka",6500,"4.2km from city centre",9.4,"Superb",10,9,9,10,9,10,9,135.505474,34.66926
|
||||||
|
"201","Ken's House","Osaka",2000,"4.7km from city centre",8.7,"Fabulous",7.5,9,9,9.5,8,9,9,NA,NA
|
||||||
|
"202","Khaosan Kyoto Guest House","Kyoto",2000,"1.1km from city centre",8.9,"Fabulous",8.2,8.8,8.5,9.6,9.1,9,8.9,NA,NA
|
||||||
|
"203","Khaosan Tokyo Kabuki","Tokyo",3000,"9.7km from city centre",9.2,"Superb",8.8,8.8,8.8,9.8,9.5,9.5,9,139.795251,35.711436
|
||||||
|
"204","Khaosan Tokyo Laboratory","Tokyo",2600,"9.3km from city centre",9.1,"Superb",7.9,9.3,8.8,9.3,9.4,9.7,9.3,139.791328,35.711861
|
||||||
|
"205","Khaosan Tokyo Origami","Tokyo",2500,"10km from city centre",9.5,"Superb",8.9,9.7,9.6,9.4,9.7,9.7,9.4,139.797381,35.71634
|
||||||
|
"206","Khaosan Tokyo Samurai","Tokyo",2500,"9.5km from city centre",9.2,"Superb",8,9.3,9.3,9.4,9.5,9.4,9.4,139.792325,35.714887
|
||||||
|
"207","Khaosan World Asakusa RYOKAN & HOSTEL","Tokyo",2500,"9.5km from city centre",8.8,"Fabulous",8.5,8.7,8.5,8.9,9,9.2,8.6,139.791771,35.714595
|
||||||
|
"208","Khaosan World Namba","Osaka",2100,"4.5km from city centre",8.5,"Fabulous",7.4,8.4,8.4,9.1,8.9,9,8.4,135.49717,34.666165
|
||||||
|
"209","Khaosan World Ryogoku Hostel","Tokyo",2300,"9.5km from city centre",9,"Superb",8.2,9.1,8.9,9.6,9.1,9.3,8.4,139.7967617,35.6943259
|
||||||
|
"210","Khaosan World Tennoji Hostel","Osaka",2300,"6.6km from city centre",9,"Superb",8.3,9.7,9.7,9.3,8.7,9.3,8,135.5183093,34.64884
|
||||||
|
"211","Kia Ora Budgetstay","Fukuoka-City",2600,"2km from city centre",9,"Superb",8,8.8,8.8,9.2,9.3,9.8,8.8,130.4225942,33.5951129
|
||||||
|
"212","Kintetsu Friendly Hostel -Osaka Tennoji Park-","Osaka",2000,"6.5km from city centre",9,"Superb",7.8,9.5,9.1,9.4,9.3,9.1,9,135.5122677,34.6485086
|
||||||
|
"213","Koenji Junjo Hotel","Tokyo",3300,"3.9km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
|
||||||
|
"214","Kyo To","Kyoto",2000,"1.9km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
|
||||||
|
"215","Kyoto Be Open Hostel","Kyoto",3400,"3.8km from city centre",9,"Superb",8.7,9.3,8.7,9.3,8.7,9.3,9.3,135.764191,34.977498
|
||||||
|
"216","Kyoto Guesthouse Roujiya","Kyoto",3500,"2.1km from city centre",8.1,"Fabulous",7.8,9,7.4,8,8.6,8.8,7.4,135.74531,35.009207
|
||||||
|
"217","Kyoto Hana Hostel","Kyoto",1800,"2.5km from city centre",8.9,"Fabulous",8.1,9.1,8.3,9.8,8.7,9.2,8.8,135.760508,34.9897078
|
||||||
|
"218","Kyoto Hostel ZEN","Kyoto",2500,"0.7km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
|
||||||
|
"219","Kyoto Morris Hostel","Kyoto",2800,"0.5km from city centre",9.7,"Superb",9.4,9.9,9.9,9.3,9.8,9.8,9.8,135.7678365,35.0156844
|
||||||
|
"220","Kyoto Station Base","Kyoto",2500,"3.7km from city centre",8.9,"Fabulous",8.7,9.3,8.7,8,8.7,10,8.7,135.761469,34.9788089
|
||||||
|
"221","Kyoto Tsukiusagi","Kyoto",3000,"8.7km from city centre",7.9,"Very Good",6.5,9.5,8,7,9,8,7.5,135.805378,34.940169
|
||||||
|
"222","Kyoto UTANO Youth Hostel","Kyoto",3400,"6.4km from city centre",9.3,"Superb",9,10,9.5,7,10,10,9.5,135.699365,35.0269847
|
||||||
|
"223","Kyoubashi Ryokan","Hiroshima",3400,"1.8km from city centre",8.6,"Fabulous",6,10,6,10,10,8,10,132.4718215,34.3938412
|
||||||
|
"224","Len Kyoto","Kyoto",2500,"1.4km from city centre",9.6,"Superb",9.6,9.6,9.7,9.7,9.6,9.8,9.5,135.7673713,34.998732
|
||||||
|
"225","Little Japan","Tokyo",2100,"8.5km from city centre",9.2,"Superb",8.7,9.3,9.3,8.7,9.2,9.5,9.5,NA,NA
|
||||||
|
"226","Lore Hostel Dontonbori","Osaka",2000,"4.3km from city centre",8.5,"Fabulous",7.1,7.7,8.6,9.7,9.1,8.6,8.9,135.503853,34.667931
|
||||||
|
"227","Lucky's","Osaka",2500,"3.2km from city centre",7.7,"Very Good",2,10,8,8,10,10,6,NA,NA
|
||||||
|
"228","Lyuro Tokyo Kiyosumi -The Share Hotels-","Tokyo",3200,"9.1km from city centre",9.4,"Superb",9.3,10,10,7.3,10,9.3,10,139.7920658,35.6812172
|
||||||
|
"229","montan HAKATA","Fukuoka-City",3000,"2.4km from city centre",9.4,"Superb",9.3,9.8,9.7,8.8,9.5,9.5,9.5,130.427977,33.588725
|
||||||
|
"230","Mosaic Hostel Kyoto","Kyoto",2500,"3.7km from city centre",9.6,"Superb",9.5,9.7,9.7,9.3,9.7,9.7,9.5,135.7552361,34.9803659
|
||||||
|
"231","Mosaic Machiya KSK","Kyoto",4000,"3.5km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
|
||||||
|
"232","Music Uni Street Backpackers Hostel","Osaka",3000,"6km from city centre",8.9,"Fabulous",9,9,9,8,8,10,9,135.4673702,34.7519746
|
||||||
|
"233","MyCUBE by MYSTAYS Asakusa-Kuramae","Tokyo",3200,"9.2km from city centre",8.8,"Fabulous",8,9.5,9,8,9,9,9,139.7920033,35.7037857
|
||||||
|
"234","Nadeshiko Hotel Shibuya (Female Only)","Tokyo",5500,"3.8km from city centre",9.2,"Superb",8.7,9.7,9.7,8.7,9.7,9.3,8.7,139.692988,35.6550972
|
||||||
|
"235","Nagomi-Ryokan Yuu","Kyoto",3100,"2.2km from city centre",5.1,"Rating",6,6,2,8,6,2,6,135.755793,34.99419
|
||||||
|
"236","Nihonbashi Muromachi BAY HOTEL","Tokyo",4000,"7.6km from city centre",9.2,"Superb",9,9.7,8.7,8.3,10,9.3,9.3,139.7756795,35.6872974
|
||||||
|
"237","Norishico Auto Guesthouse","Fukuoka-City",2800,"16.1km from city centre",10,"Superb",10,10,10,10,10,10,10,130.528032,33.49096
|
||||||
|
"238","Nui. Hostel & Bar Lounge","Tokyo",2500,"9.3km from city centre",9.3,"Superb",9.5,9.6,9.4,8.6,9.3,9.6,9.4,139.7933951,35.7038859
|
||||||
|
"239","O-yado Sato","Kyoto",3900,"2.3km from city centre",9.1,"Superb",9,10,9,8,10,9,9,135.75571,34.994214
|
||||||
|
"240","Oak Hostel Zen","Tokyo",2200,"8.8km from city centre",9,"Superb",8.2,8.9,8.9,9.1,9.6,9.3,8.9,139.7809311,35.7219034
|
||||||
|
"241","Oak Hotel Edo","Tokyo",2200,"9.7km from city centre",7.6,"Very Good",4,10,8,8,8,8,7,139.798931,35.6879156
|
||||||
|
"242","Oakhostel Cabin","Tokyo",2100,"8.6km from city centre",9,"Superb",8.1,9.5,9.1,8.4,9.4,9.2,9.2,139.7859882,35.678055
|
||||||
|
"243","Oakhostel Fuji","Tokyo",2000,"10km from city centre",9,"Superb",8.2,9.2,8.9,8.9,9.4,9.1,9.2,139.8009084,35.7069254
|
||||||
|
"244","Oakhostel Sakura","Tokyo",1800,"11.3km from city centre",9.2,"Superb",8,10,9.3,9.3,9.7,9,9,139.8152216,35.70739
|
||||||
|
"245","Obi Hostel","Tokyo",2000,"8.2km from city centre",9.1,"Superb",8.4,9.2,9,9,9.3,9.4,9.1,139.7819046,35.6920482
|
||||||
|
"246","Okara Guesthouse","Kyoto",1900,"2.4km from city centre",9.4,"Superb",9.2,9.8,9.4,9.2,9.4,9.4,9.4,135.7550308,34.9925923
|
||||||
|
"247","OKI's Inn","Kyoto",2500,"1.1km from city centre",9.4,"Superb",8.8,9.6,9.2,10,8.8,10,9.2,135.7789591,35.0086338
|
||||||
|
"248","Omotenashi Hostel Miyajima","Hiroshima",2500,"13.5km from city centre",9.1,"Superb",8.8,9.7,9.5,7.9,9.2,9.5,9.3,132.319971,34.3369812
|
||||||
|
"249","Osaka Fuku Hostel Nagomi","Osaka",3000,"4.4km from city centre",9.3,"Superb",8.7,9.6,9,9.8,8.9,9.6,9.2,135.50642,34.667318
|
||||||
|
"250","Osaka Fuku Hostel Namba","Osaka",3000,"4.5km from city centre",8.9,"Fabulous",8.5,9,8.3,9.7,8.8,9.6,8.4,135.5041027,34.6665276
|
||||||
|
"251","Osaka Guest House Midoriya","Osaka",2800,"5.1km from city centre",9.7,"Superb",9.7,10,9.6,9.4,9.7,10,9.7,135.5485836,34.6817305
|
||||||
|
"252","Osaka Guesthouse Hive","Osaka",2300,"1.3km from city centre",8.3,"Fabulous",7.6,8.6,8,8.5,8.6,8.5,8,135.489407,34.7021661
|
||||||
|
"253","Osaka GuestHouse KOMA","Osaka",1500,"4.4km from city centre",8.3,"Fabulous",8,7.5,7.8,9.1,7.9,9.1,8.8,135.4895197,34.6687377
|
||||||
|
"254","Osaka Guesthouse Nest","Osaka",1500,"6.7km from city centre",8.5,"Fabulous",7.8,9,8.2,8.7,8.3,9.2,8,135.52325,34.6494472
|
||||||
|
"255","Osaka Guesthouse Sakura","Osaka",2500,"0.9km from city centre",8.8,"Fabulous",8.9,8.9,8.4,8.3,8.5,9.4,9.2,135.505511,34.69898
|
||||||
|
"256","Osaka Guesthouse SUN","Osaka",2300,"4.3km from city centre",9.1,"Superb",8.8,9,8.5,9.5,8.8,9.5,9.4,135.4918195,34.6693182
|
||||||
|
"257","Osaka Hana Hostel","Osaka",2600,"3.7km from city centre",9.5,"Superb",8.5,9.6,9.6,9.8,9.5,9.8,9.6,135.498216,34.6731483
|
||||||
|
"258","Osaka Hostel Kai","Osaka",2600,"2.8km from city centre",9.1,"Superb",8.9,9.1,8.9,8.6,8.9,9.7,9.7,135.4764591,34.6931733
|
||||||
|
"259","Osaka International Youth Hostel","Osaka",2900,"20.3km from city centre",9.4,"Superb",10,10,10,6,10,10,10,135.433003,34.532974
|
||||||
|
"260","Osaka Namba Hostel MIYABI","Osaka",2000,"5km from city centre",8.9,"Fabulous",7.6,9.1,8.8,9.3,9,9.2,9.4,135.4967377,34.6620588
|
||||||
|
"261","Oshiteruya","Osaka",2800,"6.5km from city centre",7.3,"Very Good",6.7,8,6.7,7.3,6.7,8,8,135.549222,34.663197
|
||||||
|
"262","Peace House Abeno","Osaka",1200,"6.9km from city centre",9,"Superb",9,9.1,9.1,8.2,9.1,9.1,9.3,135.5072578,34.6447906
|
||||||
|
"263","Peace House Sachi","Osaka",1200,"6.5km from city centre",8.6,"Fabulous",8.8,8.2,7.9,8.9,8.4,9.2,8.8,135.5042885,34.6484984
|
||||||
|
"264","Peace House Sakura","Kyoto",1300,"1.8km from city centre",6.3,"Good",6.8,5.8,5.3,6.5,6.3,6.8,7,135.773323,34.995831
|
||||||
|
"265","Peace House Showa","Osaka",1200,"6.8km from city centre",7.5,"Very Good",8,6.4,5.6,8,6.4,9.6,8.4,135.5065439,34.6457488
|
||||||
|
"266","Peace House Suzunami","Osaka",1200,"6.4km from city centre",8.2,"Fabulous",8.4,7.1,7.9,8.7,8,8.9,8.2,135.5122777,34.6493107
|
||||||
|
"267","Picnic Hostel Osaka","Osaka",2000,"4.4km from city centre",9.4,"Superb",8.6,9.8,9.4,9.5,9.5,9.5,9.6,135.487358,34.6692926
|
||||||
|
"268","Piece Hostel Kyoto","Kyoto",2700,"3.2km from city centre",9.7,"Superb",9.2,9.9,9.8,9.8,9.9,9.9,9.6,135.7621209,34.9836157
|
||||||
|
"269","Piece Hostel Sanjo","Kyoto",2900,"0.5km from city centre",9.6,"Superb",9.1,9.8,9.7,9.6,9.8,9.9,9.6,135.764655,35.008028
|
||||||
|
"270","Planetyze Hostel","Tokyo",2400,"8.5km from city centre",9.3,"Superb",8.6,9.5,9,9.3,9.6,9.6,9.3,139.786004,35.694492
|
||||||
|
"271","Poly Hostel Osaka","Osaka",3800,"5.9km from city centre",9.4,"Superb",8,10,10,8,10,10,10,NA,NA
|
||||||
|
"272","Prime Inn Shinsaibashi","Osaka",2600,"3.3km from city centre",9.2,"Superb",8.7,9.3,8.7,9.3,10,9.3,9.3,135.5074622,34.677238
|
||||||
|
"273","Qoo Ebisucho","Osaka",2000,"5.5km from city centre",5.7,"Rating",6,8,6,6,2,8,4,135.5053576,34.657003
|
||||||
|
"274","Quality Hostel K's House Tokyo Oasis","Tokyo",3000,"9.6km from city centre",9,"Superb",8.2,9.6,8.4,9.1,9.5,9.3,8.7,139.7935305,35.715796
|
||||||
|
"275","R.Star Hostel Kyoto","Kyoto",2400,"1.8km from city centre",9.6,"Superb",8.7,10,9.7,9.3,9.8,9.9,9.8,135.758374,34.997989
|
||||||
|
"276","Retrometro Backpackers","Tokyo",3000,"9.2km from city centre",9.4,"Superb",9.4,9.4,9,9.4,9.5,9.8,9.6,139.7893615,35.7131573
|
||||||
|
"277","RokuRoku","Kyoto",2500,"2.4km from city centre",9.7,"Superb",10,10,10,9,10,9,10,NA,NA
|
||||||
|
"278","Roots Hostel","Osaka",3000,"3.1km from city centre",8,"Fabulous",7.8,7.9,7.6,7.5,8,9.1,8.1,NA,NA
|
||||||
|
"279","RYOKAN＆HOSTEL WASABI Nippori","Tokyo",2000,"9.1km from city centre",8.7,"Fabulous",8.2,8.6,8.9,8.5,8.8,8.9,8.9,139.777723,35.732782
|
||||||
|
"280","Sakai Guest House","Osaka",2000,"14.7km from city centre",6.6,"Good",7,6,6,6,7,8,6,NA,NA
|
||||||
|
"281","Sakura Guest House","Osaka",2700,"4.3km from city centre",4.9,"Rating",4,4,4,8,4,6,4,137.2414859,36.135716
|
||||||
|
"282","Sakura Hostel Asakusa","Tokyo",2400,"9.8km from city centre",8.6,"Fabulous",7.7,8.6,8.4,8.9,9,9,8.7,139.7948263,35.7160224
|
||||||
|
"283","Sakura Hotel Ikebukuro","Tokyo",2300,"5.1km from city centre",8.3,"Fabulous",7.3,8.2,7.9,9,7.8,9.1,8.8,139.7088026,35.7336139
|
||||||
|
"284","Sakura Hotel Nippori","Tokyo",1900,"7.8km from city centre",9.1,"Superb",8.6,9.4,8.9,9.1,9.7,9.4,8.6,139.764175,35.7281692
|
||||||
|
"285","Sakura La An","Osaka",2900,"1.2km from city centre",9.6,"Superb",9.3,9.8,9.5,9.2,9.6,9.8,9.7,135.5123668,34.6997902
|
||||||
|
"286","Santiago Guesthouse Hiroshima","Hiroshima",2000,"0.7km from city centre",8.9,"Fabulous",8.5,8.9,8.7,9.6,9,8.6,8.8,132.4594088,34.3903664
|
||||||
|
"287","Santiago Guesthouse Kyoto","Kyoto",1300,"2km from city centre",8.8,"Fabulous",8.4,9.3,8.7,8.5,8.7,9.2,8.8,135.775802,34.994416
|
||||||
|
"288","Senba Hostel","Osaka",3500,"3.2km from city centre",9.1,"Superb",9,9.5,9,9,9.5,9,8.5,135.506513,34.678133
|
||||||
|
"289","Sheena and Ippei","Tokyo",3700,"4.2km from city centre",9.1,"Superb",10,10,8,8,8,10,10,139.6930044,35.7273553
|
||||||
|
"290","Shell Nell namba","Osaka",1003200,"4.8km from city centre",8.3,"Fabulous",6,8,9,9,9,9,8,135.506291,34.663375
|
||||||
|
"291","Shibamata FU-TEN Bed and Local","Tokyo",3000,"18.5km from city centre",4.9,"Rating",2,4,2,2,10,10,4,139.8778804,35.7597827
|
||||||
|
"292","Shin-Osaka Tomato Guest House","Osaka",1500,"1.9km from city centre",9,"Superb",7.4,9.6,9.1,8.4,9.3,9.6,9.4,135.495927,34.722974
|
||||||
|
"293","Shin-Osaka Youth Hostel","Osaka",3200,"2.8km from city centre",8.9,"Fabulous",7,10,9,9,10,8,9,135.5037061,34.7321448
|
||||||
|
"294","Small World Guesthouse in Kyoto","Kyoto",1600,"3.9km from city centre",8.1,"Fabulous",8.5,8.9,8,7.8,6.9,7.1,9.1,135.7512884,35.0435832
|
||||||
|
"295","Space Hostel Tokyo","Tokyo",2200,"9.1km from city centre",9.1,"Superb",8.6,9.6,9,8.7,9.2,9.4,9.2,139.785652,35.718662
|
||||||
|
"296","Sparkling Dolphins Inn Kyoto","Kyoto",3000,"3.6km from city centre",6.2,"Good",5.3,6.7,5.7,7,5.7,7,6,135.7628498,34.9797912
|
||||||
|
"297","Stayto (former: Oak Hotel)","Tokyo",2500,"8.7km from city centre",9,"Superb",8.3,9.1,8.5,9.2,9.4,9.5,8.8,139.78462,35.711382
|
||||||
|
"298","Suzuki Guesthouse","Kyoto",1600,"2.2km from city centre",9.1,"Superb",8.6,9.6,8.7,8.4,9.8,9.6,8.9,135.7451539,35.0176229
|
||||||
|
"299","Tabetoma Nijo Castle","Kyoto",1500,"1.3km from city centre",8.8,"Fabulous",8.5,9.3,8.6,8.9,9,9,8.7,135.748218,35.0142299
|
||||||
|
"300","Tabicolle Backpackers","Fukuoka-City",2500,"2.3km from city centre",10,"Superb",10,10,10,10,10,10,10,130.4248084,33.5821253
|
||||||
|
"301","Tadaima Japan Shinjuku Ryokan","Tokyo",7600,"2.8km from city centre",8.4,"Fabulous",8,9,9,8,8,9,8,139.7229976,35.6897213
|
||||||
|
"302","Talbot","Kyoto",2000,"29.5km from city centre",10,"Superb",10,10,10,10,10,10,10,NA,NA
|
||||||
|
"303","Tanaka Gokurakudo Guest House","Kyoto",2000,"2.7km from city centre",8.7,"Fabulous",8.2,9.1,8,9.3,8.7,8.9,8.4,135.7583091,34.98891
|
||||||
|
"304","Tani9 Backpackers Osaka","Osaka",2000,"4.5km from city centre",9,"Superb",8.8,8.9,8.6,9.5,9.2,9.5,8.7,135.513636,34.6670278
|
||||||
|
"305","The Blend Inn","Osaka",2300,"4.5km from city centre",9.6,"Superb",9.8,9.9,9.5,8.5,10,9.9,9.6,135.460685,34.684522
|
||||||
|
"306","The Dorm Hostel Osaka","Osaka",3800,"3.6km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
|
||||||
|
"307","The Evergreen Hostel","Hiroshima",2000,"1.5km from city centre",9,"Superb",8.6,9.1,8.7,9.2,8.9,9.3,9,132.449763,34.3978868
|
||||||
|
"308","THE LIFE hostel & bar lounge","Fukuoka-City",2400,"0.9km from city centre",9.1,"Superb",8.9,9.4,9.2,9.3,8.8,9.2,8.9,130.4113419,33.5912939
|
||||||
|
"309","The Lower East Nine Hostel","Kyoto",3000,"3.7km from city centre",9.4,"Superb",8.8,9.8,9.6,8.9,9.7,9.6,9.2,135.7600257,34.9793866
|
||||||
|
"310","The Millennials Kyoto","Kyoto",2700,"0.5km from city centre",9.6,"Superb",9.3,9.8,9.8,9.9,9.6,9.4,9.5,135.7688947,35.0075126
|
||||||
|
"311","The Millennials Shibuya","Tokyo",6300,"3.1km from city centre",9.3,"Superb",8.9,10,9.3,9.8,9.5,8.9,8.7,139.6996954,35.6621966
|
||||||
|
"312","THE NEXT DOOR lower east nine hostel","Kyoto",3000,"4km from city centre",9.5,"Superb",8.6,9.7,9.9,9,9.6,9.8,9.7,135.7500613,34.9791577
|
||||||
|
"313","The Pax Hostel/Records/More","Osaka",2300,"6km from city centre",9.5,"Superb",9.5,9.4,9.3,9.4,9.4,9.9,9.5,135.5054521,34.6527146
|
||||||
|
"314","The Prime Pod Ginza Tokyo","Tokyo",3700,"7.2km from city centre",9,"Superb",7.9,9.2,9.2,9.5,9.6,9,8.4,139.7670874,35.6692691
|
||||||
|
"315","The Prime Pod Kyoto","Kyoto",2500,"0.4km from city centre",9.8,"Superb",9.4,10,10,9.6,9.9,9.9,9.6,135.7702541,35.0090836
|
||||||
|
"316","Toco Tokyo Heritage Hostel","Tokyo",3000,"9.1km from city centre",9.2,"Superb",10,10,7.3,8.7,8.7,10,10,139.7839281,35.7220369
|
||||||
|
"317","Tokyo Central Youth Hostel","Tokyo",1003200,"4.8km from city centre",8,"Fabulous",6,10,10,8,8,8,6,139.743522,35.700821
|
||||||
|
"318","Tokyo Hostel ENISHI","Tokyo",3300,"4.7km from city centre",8.6,"Fabulous",7.5,9,9,8.5,9,9,8.5,139.6794363,35.6482038
|
||||||
|
"319","Tokyo Hostel Fuji","Tokyo",2000,"1.6km from city centre",9.2,"Superb",8.8,9.3,9,9,9.4,9.8,9.2,139.674336,35.692835
|
||||||
|
"320","Tokyo House Inn","Tokyo",3800,"1.5km from city centre",6.8,"Good",6,6.7,6.7,8,6,7.3,6.7,139.7038187,35.6990062
|
||||||
|
"321","Tokyo Hutte","Tokyo",3000,"11.3km from city centre",7.1,"Very Good",8,6,4,8,10,8,6,139.8150041,35.7088828
|
||||||
|
"322","Tokyo Sumidagawa Youth Hostel","Tokyo",2500,"8.9km from city centre",7.7,"Very Good",6.5,6,8,8,9,9,7.5,139.7892234,35.6991309
|
||||||
|
"323","TOKYO-W-INN Asakusa","Tokyo",2500,"9.3km from city centre",8.9,"Fabulous",8.2,9.2,8.9,8.9,8.8,9.4,9.2,139.7923088,35.7083161
|
||||||
|
"324","Tomato Kyoto Station","Kyoto",1500,"3.1km from city centre",8.3,"Fabulous",8.3,8.3,8,7.3,8.3,9.3,8.7,135.751832,34.986881
|
||||||
|
"325","Tonagi Hostel × Cafe","Fukuoka-City",2500,"2km from city centre",8.9,"Fabulous",9,9,9.3,7.3,9.3,9,9.3,130.41452,33.604248
|
||||||
|
"326","Train Hostel HOKUTOSEI","Tokyo",2100,"8.3km from city centre",8.7,"Fabulous",7.4,9.3,9,8.7,8.8,9.2,8.8,139.7828434,35.694048
|
||||||
|
"327","Turn Table Hostel","Tokyo",5400,"3.8km from city centre",9.6,"Superb",9.4,9.9,9.7,9.7,9.6,9.6,9.3,139.6929157,35.6553861
|
||||||
|
"328","Umbrella House Osaka","Osaka",2300,"8.5km from city centre",6.8,"Good",6,8,6.6,5.4,7.4,7.4,6.9,135.546582,34.639764
|
||||||
|
"329","Uno Ueno","Tokyo",1500,"8.2km from city centre",8.8,"Fabulous",7.8,9.3,8.5,8.9,9.2,9.3,8.6,139.7791708,35.7087463
|
||||||
|
"330","Unplan Kagurazaka","Tokyo",3200,"4km from city centre",9.5,"Superb",9.2,9.9,9.6,8.8,9.6,9.8,9.6,139.7313228,35.7050654
|
||||||
|
"331","Very Hostel Namba","Osaka",2500,"4.9km from city centre",9,"Superb",8.8,9.2,9.2,8.8,8.4,9.2,9.2,135.4888061,34.6636522
|
||||||
|
"332","WeBase HAKATA","Fukuoka-City",3000,"0.9km from city centre",9.5,"Superb",9,9.8,9.7,9.4,9.7,9.7,9.3,130.408271,33.595674
|
||||||
|
"333","WIRED HOTEL Asakusa","Tokyo",5200,"9.7km from city centre",9.5,"Superb",8.9,10,9.9,9.1,9.7,9.6,9.5,139.793905,35.7158533
|
||||||
|
"334","Wise Owl Hostels Shibuya","Tokyo",2500,"4km from city centre",9.1,"Superb",8.9,9.6,9.1,8.4,9.6,9.5,8.8,139.6897743,35.6537001
|
||||||
|
"335","Wise Owl Hostels Tokyo","Tokyo",2000,"7.9km from city centre",9.1,"Superb",8.4,9.5,9.1,9.1,9.4,9.3,9.1,139.7772748,35.6747807
|
||||||
|
"336","With B","Tokyo",4000,"8.6km from city centre",9.1,"Superb",8.5,9.5,9,8,9,9.5,10,NA,NA
|
||||||
|
"337","YADOKARI Namba Hostel","Osaka",2500,"4.7km from city centre",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
|
||||||
|
"338","YADOYA Guesthouse Green","Tokyo",2300,"2.6km from city centre",8.2,"Fabulous",7.9,7.7,6.9,8.9,8.9,8.8,8.3,139.6681253,35.7029083
|
||||||
|
"339","YADOYA Guesthouse Orange","Tokyo",2000,"2.9km from city centre",8.9,"Fabulous",8.6,9,7.8,9.4,9,9.2,9.4,139.6676947,35.7065126
|
||||||
|
"340","YAWP! backpackers","Tokyo",2500,"17.5km from city centre",9.3,"Superb",9.5,9.3,9.4,8.5,9.5,9.2,9.6,139.8691966,35.7528846
|
||||||
|
"341","You En Me House","Kyoto",2800,"2.4km from city centre",8,"Fabulous",7.3,8,6.7,8,8.7,10,7.3,135.749063,34.997376
|
||||||
|
"342","Zabutton Hostel","Tokyo",2900,"5.9km from city centre",8.6,"Fabulous",8.1,8.5,7.8,9,8.9,9.5,8.5,139.742116,35.65547
|
||||||
|
61
tsyppo_anton_lab_4/README.md
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61
tsyppo_anton_lab_4/README.md
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@ -0,0 +1,61 @@
|
|||||||
|
# Лабораторная работа №4: Кластеризация
|
||||||
|
## Задание. Вариант 3
|
||||||
|
Мой вариант 28, поэтому взял 3 вариант
|
||||||
|
|
||||||
|
Использовать метод кластеризации по варианту для данных из таблицы 1 по варианту (таблица 9), самостоятельно
|
||||||
|
сформулировав задачу. Интерпретировать результаты и оценить, насколько хорошо он подходит для решения сформулированной
|
||||||
|
вами задачи.
|
||||||
|
|
||||||
|
Вариант 3 - t-SNE
|
||||||
|
|
||||||
|
Задача:
|
||||||
|
Провести кластеризацию хостелов на основе их суммарных оценок (summary.score), расстояния от центра города (Distance)
|
||||||
|
и категории города (City).
|
||||||
|
|
||||||
|
## Описание программы
|
||||||
|
|
||||||
|
Программа выполняет кластеризацию данных о хостелах с использованием метода t-SNE. В качестве признаков для
|
||||||
|
кластеризации используются суммарная оценка хостела, расстояние от центра города и категория города.
|
||||||
|
|
||||||
|
## Как запустить лабораторную работу
|
||||||
|
|
||||||
|
1. Установите необходимые библиотеки:
|
||||||
|
|
||||||
|
```bash
|
||||||
|
pip install pandas scikit-learn numpy
|
||||||
|
```
|
||||||
|
|
||||||
|
2. Запустите скрипт:
|
||||||
|
|
||||||
|
```bash
|
||||||
|
python main.py
|
||||||
|
```
|
||||||
|
|
||||||
|
3. Результаты будут сохранены в файле "Clustering.png", а средние значения для каждого кластера выведены в консоль.
|
||||||
|
|
||||||
|
## Использованные технологии
|
||||||
|
|
||||||
|
- Python
|
||||||
|
- matplotlib
|
||||||
|
- Pandas
|
||||||
|
- scikit-learn
|
||||||
|
|
||||||
|
## Что программа делает
|
||||||
|
|
||||||
|
Программа читает данные из файла CSV, проводит предобработку, визуализирует кластеры на двумерной диаграмме рассеяния и
|
||||||
|
выводит средние значения для каждого кластера.
|
||||||
|
|
||||||
|
## Тесты
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
## Вывод
|
||||||
|
|
||||||
|
_По графику можно сделать вывод, что только один признак отчётливо прослеживается и это расстояние от центра города. Он
|
||||||
|
сыграл ключевую роль в разделении хостелов на два кластера. В целом программа успешно применяет метод t-SNE для
|
||||||
|
уменьшения размерности данных и добавляет кластеры на основе полученных значений, но возможно другие методы лучше
|
||||||
|
подходят для решения поставленной задачи._
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
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|
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41
tsyppo_anton_lab_4/main.py
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41
tsyppo_anton_lab_4/main.py
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|
|||||||
|
import pandas as pd
|
||||||
|
from sklearn.manifold import TSNE
|
||||||
|
import matplotlib.pyplot as plt
|
||||||
|
from sklearn.preprocessing import LabelEncoder
|
||||||
|
|
||||||
|
# Чтение данных из файла CSV
|
||||||
|
data = pd.read_csv("Hostel.csv")
|
||||||
|
|
||||||
|
# Очистка данных и заполнение пропущенных значений
|
||||||
|
data['Distance'] = data['Distance'].str.replace('km from city centre', '').astype(float)
|
||||||
|
data['summary.score'] = data['summary.score'].fillna(data['summary.score'].mean())
|
||||||
|
|
||||||
|
# Закодируем категориальную переменную "City" с использованием LabelEncoder
|
||||||
|
le = LabelEncoder()
|
||||||
|
data['City'] = le.fit_transform(data['City'])
|
||||||
|
|
||||||
|
# Выбор нужных колонок для кластеризации
|
||||||
|
features = ['summary.score', 'Distance', 'City']
|
||||||
|
X = data[features]
|
||||||
|
|
||||||
|
# Применение t-SNE для уменьшения размерности
|
||||||
|
tsne = TSNE(n_components=2, random_state=42)
|
||||||
|
X_tsne = tsne.fit_transform(X)
|
||||||
|
|
||||||
|
# Добавление кластеров к датафрейму
|
||||||
|
data['cluster'] = X_tsne.argmax(axis=1) # Используем argmax для определения кластера
|
||||||
|
|
||||||
|
# Визуализация результатов
|
||||||
|
plt.figure(figsize=(10, 6))
|
||||||
|
scatter = plt.scatter(X_tsne[:, 0], X_tsne[:, 1], c=data['cluster'], cmap='viridis', s=data['Distance']**1.5)
|
||||||
|
plt.title('t-SNE Кластеризация хостелов')
|
||||||
|
plt.xlabel('t-SNE Component x')
|
||||||
|
plt.ylabel('t-SNE Component y')
|
||||||
|
plt.legend(*scatter.legend_elements(), title='Clusters')
|
||||||
|
plt.tight_layout()
|
||||||
|
plt.savefig('Clustering.png')
|
||||||
|
plt.show()
|
||||||
|
|
||||||
|
# Вывод средних значений для каждого кластера
|
||||||
|
cluster_means = data.groupby('cluster').agg({'City': 'mean', 'Distance': 'mean', 'summary.score': 'mean'})
|
||||||
|
print(cluster_means)
|
||||||
Loading…
Reference in New Issue
Block a user