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bertopic_ver2.0

This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.

Usage

To use this model, please install BERTopic:

pip install -U bertopic

You can use the model as follows:

from bertopic import BERTopic
topic_model = BERTopic.load("hts98/bertopic_ver2.0")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 207
  • Number of training documents: 529579
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 ok - ms - wifi - swimming - balcony 150 -1_ok_ms_wifi_swimming
0 hanoi - quarter - halong - sapa - lake 217212 0_hanoi_quarter_halong_sapa
1 vietnamese - vietnam - viet - western - weeks 47397 1_vietnamese_vietnam_viet_western
2 hoi - homestay - ancient - bikes - bicycles 46092 2_hoi_homestay_ancient_bikes
3 told - smell - said - dirty - com 16583 3_told_smell_said_dirty
4 hostel - dorm - dorms - hostels - lockers 12960 4_hostel_dorm_dorms_hostels
5 saigon - square - ben - district - thanh 12475 5_saigon_square_ben_district
6 bikes - bike - bicycles - rent - scooter 8246 6_bikes_bike_bicycles_rent
7 minh - ho - chi - district - city 6633 7_minh_ho_chi_district
8 hue - citadel - perfume - imperial - tombs 6057 8_hue_citadel_perfume_imperial
9 noise - loud - noisy - music - hear 4572 9_noise_loud_noisy_music
10 villa - villas - bedroom - private - butler 4060 10_villa_villas_bedroom_private
11 sea - ocean - beach - seaview - khe 4032 11_sea_ocean_beach_seaview
12 nha - trang - nhi - novotel - nhatrang 3936 12_nha_trang_nhi_novotel
13 hcmc - district - ben - rooftop - attractions 3890 13_hcmc_district_ben_rooftop
14 massage - spa - therapist - massages - body 3680 14_massage_spa_therapist_massages
15 swimming - pool - roof - rooftop - swim 3645 15_swimming_pool_roof_rooftop
16 resort - resorts - pools - grounds - relaxing 3495 16_resort_resorts_pools_grounds
17 quarter - quarters - old - heart - middle 3454 17_quarter_quarters_old_heart
18 nang - da - khe - han - fivitel 3311 18_nang_da_khe_han
19 staffs - polite - helped - desk - kind 2991 19_staffs_polite_helped_desk
20 hostel - hostels - backpackers - dorm - tomodachi 2813 20_hostel_hostels_backpackers_dorm
21 mekong - delta - floating - lodge - tho 2779 21_mekong_delta_floating_lodge
22 hostel - hostels - dalat - dorm - dorms 2694 22_hostel_hostels_dalat_dorm
23 center - shopping - centre - city - attractions 2650 23_center_shopping_centre_city
24 longer - nights - stayed - enjoyed - total 2465 24_longer_nights_stayed_enjoyed
25 halong - cruise - bay - cruises - overnight 2380 25_halong_cruise_bay_cruises
26 danang - sanouva - han - dragon - khe 2346 26_danang_sanouva_han_dragon
27 quoc - phu - island - regent - bauhinia 2314 27_quoc_phu_island_regent
28 asia - chinese - se - hong - asian 2298 28_asia_chinese_se_hong
29 ben - thanh - halal - muslim - market 2268 29_ben_thanh_halal_muslim
30 lake - west - quarter - cathedral - sword 2114 30_lake_west_quarter_cathedral
31 nights - 2015 - 2018 - stayed - november 2068 31_nights_2015_2018_stayed
32 kiem - hoan - lake - hoam - joseph 2036 32_kiem_hoan_lake_hoam
33 swimming - pools - pool - swim - kids 2017 33_swimming_pools_pool_swim
34 siesta - la - trendy - bean - premium 1958 34_siesta_la_trendy_bean
35 river - riverview - overlooking - views - boat 1841 35_river_riverview_overlooking_views
36 star - stars - rating - 5star - rated 1829 36_star_stars_rating_5star
37 phong - nha - farmstay - cave - caves 1760 37_phong_nha_farmstay_cave
38 lounge - club - executive - platinum - accor 1671 38_lounge_club_executive_platinum
39 ninh - binh - coc - mua - vancouver 1657 39_ninh_binh_coc_mua
40 birthday - cake - honeymoon - wedding - anniversary 1581 40_birthday_cake_honeymoon_wedding
41 market - convenient - shopping - markets - center 1562 41_market_convenient_shopping_markets
42 mui - ne - hills - muine - thiet 1392 42_mui_ne_hills_muine
43 sapa - train - halong - bay - trips 1389 43_sapa_train_halong_bay
44 hcm - district - ben - hcmh - thanh 1376 44_hcm_district_ben_hcmh
45 district - d1 - attractions - rooftop - heart 1334 45_district_d1_attractions_rooftop
46 lodge - bamboo - tien - cottages - national 1314 46_lodge_bamboo_tien_cottages
47 villa - villas - hoi - cherry - tnt 1232 47_villa_villas_hoi_cherry
48 speak - english - speaks - spoke - language 1151 48_speak_english_speaks_spoke
49 ha - bay - long - cruise - boat 1143 49_ha_bay_long_cruise
50 hue - citadel - serene - imperial - perfume 1130 50_hue_citadel_serene_imperial
51 cat - ba - catba - island - woodstock 1121 51_cat_ba_catba_island
52 japanese - yen - japan - bridge - tokyo 1099 52_japanese_yen_japan_bridge
53 siesta - la - trendy - premium - bean 1038 53_siesta_la_trendy_premium
54 airport - transit - taxi - flight - uber 1020 54_airport_transit_taxi_flight
55 tau - vung - pullman - malibu - mercure 1010 55_tau_vung_pullman_malibu
56 loop - giang - bong - guides - ha 979 56_loop_giang_bong_guides
57 dalat - edensee - valley - golf - center 927 57_dalat_edensee_valley_golf
58 anantara - ne - mui - noel - anantaras 857 58_anantara_ne_mui_noel
59 naman - retreat - ambassador - hay - babylon 841 59_naman_retreat_ambassador_hay
60 beach - 40km - sea - chill - sand 769 60_beach_40km_sea_chill
61 vinpearl - vin - safari - pearl - discovery 749 61_vinpearl_vin_safari_pearl
62 vegan - vegetarian - vegetarians - seafood - chicken 715 62_vegan_vegetarian_vegetarians_seafood
63 salinda - quoc - phu - jeevan - indian 702 63_salinda_quoc_phu_jeevan
64 dao - senses - condor - poulo - van 695 64_dao_senses_condor_poulo
65 french - colonial - france - paris - style 689 65_french_colonial_france_paris
66 thank - ms - appreciation - smile - express 688 66_thank_ms_appreciation_smile
67 dragon - han - bridge - rising - river 686 67_dragon_han_bridge_rising
68 james - basic - helpfull - slave - supporting 683 68_james_basic_helpfull_slave
69 noi - ha - graceful - hoan - kiem 657 69_noi_ha_graceful_hoan
70 host - hosts - hostal - hostess - family 629 70_host_hosts_hostal_hostess
71 metropole - sofitel - wing - legend - history 623 71_metropole_sofitel_wing_legend
72 coc - tam - mua - caves - ecolodge 617 72_coc_tam_mua_caves
73 opera - wing - house - hilton - history 599 73_opera_wing_house_hilton
74 citadel - tombs - perfume - imperial - pagoda 581 74_citadel_tombs_perfume_imperial
75 residencia - la - residence - dora - casa 558 75_residencia_la_residence_dora
76 pros - cons - pro - poor - properly 540 76_pros_cons_pro_poor
77 fusion - fusionista - treatments - quoc - phu 526 77_fusion_fusionista_treatments_quoc
78 mia - sandals - cliff - baia - cindy 502 78_mia_sandals_cliff_baia
79 kiman - kim - mama - kims - ty 490 79_kiman_kim_mama_kims
80 ming - ho - min - chi - mihn 487 80_ming_ho_min_chi
81 oriental - suites - mary - central - brian 483 81_oriental_suites_mary_central
82 rex - follies - governor - history - journalists 475 82_rex_follies_governor_history
83 veranda - la - quoc - phu - colonial 467 83_veranda_la_quoc_phu
84 island - bungalows - bungalow - beaches - snorkeling 458 84_island_bungalows_bungalow_beaches
85 mango - eco - plantation - bay - bungalow 450 85_mango_eco_plantation_bay
86 lat - da - dreams - axel - amore 442 86_lat_da_dreams_axel
87 ancient - town - tai - shuttle - bicycle 442 87_ancient_town_tai_shuttle
88 nha - trang - russian - anam - regalia 436 88_nha_trang_russian_anam
89 chau - mai - valley - ecolodge - villages 435 89_chau_mai_valley_ecolodge
90 hyatt - park - saigon - opera - square 424 90_hyatt_park_saigon_opera
91 serene - shining - palace - hue - premier 421 91_serene_shining_palace_hue
92 dong - geminai - khoi - myst - caves 410 92_dong_geminai_khoi_myst
93 hcmc - district - anpha - chahn - vietnam 406 93_hcmc_district_anpha_chahn
94 jw - marriott - executive - lounge - grill 403 94_jw_marriott_executive_lounge
95 silverland - jolie - sakyo - yen - afternoon 403 95_silverland_jolie_sakyo_yen
96 korean - korea - koreans - ri - chung 399 96_korean_korea_koreans_ri
97 notre - dame - war - museum - remnants 396 97_notre_dame_war_museum
98 golden - moon - legend - alisa - jay 395 98_golden_moon_legend_alisa
99 selva - la - jackie - kevin - jane 395 99_selva_la_jackie_kevin
100 palm - garden - gardens - palmy - resort 395 100_palm_garden_gardens_palmy
101 nang - da - chicland - dragon - buddha 394 101_nang_da_chicland_dragon
102 saigon - hostel - hideout - dorm - backpackers 389 102_saigon_hostel_hideout_dorm
103 golden - sun - suites - eric - jessie 386 103_golden_sun_suites_eric
104 cambodia - border - cambodian - penh - phnom 384 104_cambodia_border_cambodian_penh
105 metropole - sofitel - wing - legend - history 382 105_metropole_sofitel_wing_legend
106 ngu - lao - pham - vien - bui 372 106_ngu_lao_pham_vien
107 town - old - obsequious - storeplace - 75us 363 107_town_old_obsequious_storeplace
108 moon - alisa - bob - madam - lunar 362 108_moon_alisa_bob_madam
109 nhon - quy - avani - flc - seagull 354 109_nhon_quy_avani_flc
110 riverside - royal - na - tham - river 352 110_riverside_royal_na_tham
111 oriental - suites - mary - central - brian 344 111_oriental_suites_mary_central
112 jade - hue - scene - citadel - juice 334 112_jade_hue_scene_citadel
113 alagon - maison - ma - antique - dantique 333 113_alagon_maison_ma_antique
114 minh - ho - chi - hostel - dablend 329 114_minh_ho_chi_hostel
115 christina - christinas - trevor - mothership - onetrip 327 115_christina_christinas_trevor_mothership
116 lotus - royal - chin - veronica - danang 327 116_lotus_royal_chin_veronica
117 wifi - signal - fi - wi - internet 324 117_wifi_signal_fi_wi
118 russian - russians - russia - volga - moscow 319 118_russian_russians_russia_volga
119 liberty - citypoint - riverside - central - saigon 312 119_liberty_citypoint_riverside_central
120 hcmc - saigon - square - zohn - district 309 120_hcmc_saigon_square_zohn
121 marriott - jw - marriotts - platinum - elite 302 121_marriott_jw_marriotts_platinum
122 essence - palace - suzy - christine - phoebe 301 122_essence_palace_suzy_christine
123 gym - fitness - equipment - weights - machines 298 123_gym_fitness_equipment_weights
124 hai - phong - somerset - avani - td 297 124_hai_phong_somerset_avani
125 window - windows - windowless - claustrophobic - corridor 297 125_window_windows_windowless_claustrophobic
126 lotte - dennis - dat - 63 - department 296 126_lotte_dennis_dat_63
127 orchid - orchids - tammy - garden - hue 289 127_orchid_orchids_tammy_garden
128 pullman - accor - saigon - executive - cow 288 128_pullman_accor_saigon_executive
129 golden - sun - suites - eric - palace 282 129_golden_sun_suites_eric
130 moon - luna - moons - tri - tailoring 281 130_moon_luna_moons_tri
131 bartender - rooftop - cocktails - bar - cocktail 280 131_bartender_rooftop_cocktails_bar
132 maia - fusion - treatments - fusionista - spa 267 132_maia_fusion_treatments_fusionista
133 peppercorn - pepper - farm - brewery - kayaks 267 133_peppercorn_pepper_farm_brewery
134 amiana - pools - mud - nha - trang 265 134_amiana_pools_mud_nha
135 dalat - canyoning - hostel - luu - dinner 255 135_dalat_canyoning_hostel_luu
136 english - speak - speaks - spoke - speaking 254 136_english_speak_speaks_spoke
137 rosaleen - rosaka - nhi - rosa - rosabella 254 137_rosaleen_rosaka_nhi_rosa
138 boutique - pama - della - charming - definition 254 138_boutique_pama_della_charming
139 pullman - accor - cow - quoc - mad 254 139_pullman_accor_cow_quoc
140 hoian - rossie - ancient - hoians - ahoy 252 140_hoian_rossie_ancient_hoians
141 nikko - saigon - japanese - seafood - club 252 141_nikko_saigon_japanese_seafood
142 apricot - artwork - chandeliers - sketch - lake 245 142_apricot_artwork_chandeliers_sketch
143 sofia - antonio - nang - ryan - danang 244 143_sofia_antonio_nang_ryan
144 gia - pham - thy - nga - homestay 244 144_gia_pham_thy_nga
145 song - lam - villa - saigon - speedboat 242 145_song_lam_villa_saigon
146 indochine - palace - hue - bwp - christine 242 146_indochine_palace_hue_bwp
147 anam - pools - eka - ranh - cam 241 147_anam_pools_eka_ranh
148 rooftop - roof - bar - barrestaurant - sky 239 148_rooftop_roof_bar_barrestaurant
149 hoang - trinh - tan - le - madam 236 149_hoang_trinh_tan_le
150 golden - legend - gold - diamond - art 236 150_golden_legend_gold_diamond
151 jacuzzi - sauna - jacuzzis - steam - afternoon 235 151_jacuzzi_sauna_jacuzzis_steam
152 sheraton - sheratons - spg - briana - tran 233 152_sheraton_sheratons_spg_briana
153 thai - bangkok - thailand - bao - und 226 153_thai_bangkok_thailand_bao
154 muca - osaka - gardens - vegetable - riverside 226 154_muca_osaka_gardens_vegetable
155 sheraton - nha - trang - altitude - briana 225 155_sheraton_nha_trang_altitude
156 vien - bui - bu - street - alley 224 156_vien_bui_bu_street
157 ruby - pearl - sapphire - amber - thien 223 157_ruby_pearl_sapphire_amber
158 australia - australian - aussie - melbourne - australians 222 158_australia_australian_aussie_melbourne
159 sherwood - residence - suites - apartment - dryer 221 159_sherwood_residence_suites_apartment
160 selva - la - sinfonia - vela - del 219 160_selva_la_sinfonia_vela
161 hyatt - park - globalist - dreyer - agathe 219 161_hyatt_park_globalist_dreyer
162 hai - nam - seasons - butler - ghm 217 162_hai_nam_seasons_butler
163 liberty - citypoint - central - riverside - bistro 216 163_liberty_citypoint_central_riverside
164 3b - homestay - bc - hanowood - luan 213 164_3b_homestay_bc_hanowood
165 vinh - hung - emerald - riverside - library 213 165_vinh_hung_emerald_riverside
166 buffet - restau - extensive - buffets - ladyship 213 166_buffet_restau_extensive_buffets
167 jm - marvel - cuong - anna - lucy 210 167_jm_marvel_cuong_anna
168 write - review - reviews - advisor - compelled 207 168_write_review_reviews_advisor
169 meridien - le - spg - saigon - andy 206 169_meridien_le_spg_saigon
170 heaven - green - phuoc - tuong - thuy 205 170_heaven_green_phuoc_tuong
171 gallery - premier - majestic - brian - monica 205 171_gallery_premier_majestic_brian
172 hano - hanio - hani - hannoi - recommand 203 172_hano_hanio_hani_hannoi
173 nikko - japanese - club - okura - beige 201 173_nikko_japanese_club_okura
174 1010 - 910 - tak - humbleness - 810 201 174_1010_910_tak_humbleness
175 imperial - palace - tombs - perfume - falicities 201 175_imperial_palace_tombs_perfume
176 pearl - junie - amanda - betty - dominic 194 176_pearl_junie_amanda_betty
177 siesta - la - lavita - trendy - bean 192 177_siesta_la_lavita_trendy
178 leo - tigers - tiger - tiny - canyoning 191 178_leo_tigers_tiger_tiny
179 omelette - omelettes - omelet - omelets - vissai 190 179_omelette_omelettes_omelet_omelets
180 lat - da - canyoning - hostel - dablend 188 180_lat_da_canyoning_hostel
181 melia - meli - vi - mellia - bavi 186 181_melia_meli_vi_mellia
182 muong - thanh - tinh - quang - mung 182 182_muong_thanh_tinh_quang
183 grand - hmc - tower - wing - hotram 181 183_grand_hmc_tower_wing
184 tho - kieu - xoai - quay - floating 180 184_tho_kieu_xoai_quay
185 infinity - suresh - ocean - 47th - ying 180 185_infinity_suresh_ocean_47th
186 lasenta - fields - rice - paddy - infinity 180 186_lasenta_fields_rice_paddy
187 cherish - hue - larry - citadel - jay 179 187_cherish_hue_larry_citadel
188 venus - tracey - sunny - uyen - tick 178 188_venus_tracey_sunny_uyen
189 bonsella - prestige - jason - eddie - kiem 176 189_bonsella_prestige_jason_eddie
190 pilgrimage - village - miwa - slope - pilgrim 175 190_pilgrimage_village_miwa_slope
191 alba - wellness - onsen - springs - zipline 174 191_alba_wellness_onsen_springs
192 sheraton - towers - tower - saigon - lounge 172 192_sheraton_towers_tower_saigon
193 somerset - chancellor - apartment - apartments - court 172 193_somerset_chancellor_apartment_apartments
194 essence - palace - tom - suzy - christine 170 194_essence_palace_tom_suzy
195 royal - palace - prince - expierence - citybay 170 195_royal_palace_prince_expierence
196 bungalow - bungalows - beach - beachfront - seaside 168 196_bungalow_bungalows_beach_beachfront
197 sofitel - plaza - saigon - mezz - club 166 197_sofitel_plaza_saigon_mezz
198 maison - vy - privileges - cargo - glory 165 198_maison_vy_privileges_cargo
199 deluxe - superior - premium - amex - standard 163 199_deluxe_superior_premium_amex
200 melia - vi - bavi - ba - mountain 160 200_melia_vi_bavi_ba
201 emerald - waters - elegance - jasmine - trendy 157 201_emerald_waters_elegance_jasmine
202 mosquitoes - mosquito - mosquitos - repellent - nets 155 202_mosquitoes_mosquito_mosquitos_repellent
203 storia - ruby - la - isabella - jasmine 153 203_storia_ruby_la_isabella
204 gallery - ogallery - premier - majestic - thomas 152 204_gallery_ogallery_premier_majestic
205 jw - marriott - university - lamarck - quoc 151 205_jw_marriott_university_lamarck

Training hyperparameters

  • calculate_probabilities: False
  • language: None
  • low_memory: False
  • min_topic_size: 10
  • n_gram_range: (1, 1)
  • nr_topics: None
  • seed_topic_list: None
  • top_n_words: 10
  • verbose: True
  • zeroshot_min_similarity: 0.7
  • zeroshot_topic_list: None

Framework versions

  • Numpy: 1.24.3
  • HDBSCAN: 0.8.33
  • UMAP: 0.5.5
  • Pandas: 2.0.3
  • Scikit-Learn: 1.2.2
  • Sentence-transformers: 2.2.2
  • Transformers: 4.35.2
  • Numba: 0.57.1
  • Plotly: 5.16.1
  • Python: 3.10.12
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