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BERTopic_ver1.0

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_ver1.0")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 220
  • Number of training documents: 529579
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
0 vietnam - vietnamese - in - we - the 53744 0_vietnam_vietnamese_in_we
1 hoi - an - homestay - town - and 20530 1_hoi_an_homestay_town
2 room - not - no - that - they 21674 2_room_not_no_that
3 hostel - dorm - beds - dorms - you 11859 3_hostel_dorm_beds_dorms
4 minh - ho - chi - city - in 9284 4_minh_ho_chi_city
5 saigon - hotel - in - of - is 11401 5_saigon_hotel_in_of
6 bikes - free - bike - town - bicycles 9413 6_bikes_free_bike_town
7 hanoi - staff - stay - here - in 14656 7_hanoi_staff_stay_here
8 noise - noisy - loud - room - hear 7392 8_noise_noisy_loud_room
9 hue - citadel - hotel - in - and 5076 9_hue_citadel_hotel_in
10 villa - villas - pool - beach - resort 5879 10_villa_villas_pool_beach
11 hanoi - quarter - hotel - old - in 17910 11_hanoi_quarter_hotel_old
12 beach - sea - view - hotel - is 8826 12_beach_sea_view_hotel
13 massage - spa - massages - was - treatment 5163 13_massage_spa_massages_was
14 hcmc - in - is - district - hotel 3851 14_hcmc_in_is_district
15 resort - beach - pool - beautiful - is 7510 15_resort_beach_pool_beautiful
16 nha - trang - beach - nhi - hotel 4085 16_nha_trang_beach_nhi
17 pool - hotel - swimming - is - nice 11201 17_pool_hotel_swimming_is
18 quarter - old - location - staff - located 4437 18_quarter_old_location_staff
19 nang - da - beach - hotel - to 3677 19_nang_da_beach_hotel
20 hostel - hanoi - hostels - tour - dorm 3237 20_hostel_hanoi_hostels_tour
21 mekong - delta - tour - river - boat 2828 21_mekong_delta_tour_river
22 hotel - good - very - location - is 15993 22_hotel_good_very_location
23 staff - helpful - very - friendly - they 9720 23_staff_helpful_very_friendly
24 phu - quoc - resort - island - beach 2774 24_phu_quoc_resort_island
25 here - stayed - nights - stay - was 12545 25_here_stayed_nights_stay
26 danang - sanouva - beach - hotel - is 2526 26_danang_sanouva_beach_hotel
27 asia - asian - chinese - hotel - se 3539 27_asia_asian_chinese_hotel
28 halong - bay - cruise - tour - our 3438 28_halong_bay_cruise_tour
29 lake - quarter - location - old - walk 3284 29_lake_quarter_location_old
30 river - view - town - the - views 3504 30_river_view_town_the
31 kiem - hoan - lake - quarter - old 2299 31_kiem_hoan_lake_quarter
32 hostel - vietnam - hostels - dorm - best 2403 32_hostel_vietnam_hostels_dorm
33 siesta - la - hanoi - trendy - our 2241 33_siesta_la_hanoi_trendy
34 star - stars - hotel - five - not 3399 34_star_stars_hotel_five
35 stayed - nights - hotel - was - night 10954 35_stayed_nights_hotel_was
36 lounge - club - executive - floor - service 3454 36_lounge_club_executive_floor
37 phong - nha - cave - farmstay - caves 1940 37_phong_nha_cave_farmstay
38 birthday - cake - honeymoon - our - we 4252 38_birthday_cake_honeymoon_our
39 ninh - binh - coc - tam - us 1828 39_ninh_binh_coc_tam
40 ben - thanh - market - walk - walking 1957 40_ben_thanh_market_walk
41 mui - ne - hills - beach - resort 1694 41_mui_ne_hills_beach
42 sapa - bay - halong - train - us 1919 42_sapa_bay_halong_train
43 district - location - in - is - located 1811 43_district_location_in_is
44 hcm - city - in - hotel - is 1499 44_hcm_city_in_hotel
45 lodge - bamboo - park - national - tien 2214 45_lodge_bamboo_park_national
46 hanoi - vietnam - in - hotel - our 6611 46_hanoi_vietnam_in_hotel
47 location - good - place - nice - great 8629 47_location_good_place_nice
48 hanoi - us - our - we - to 4330 48_hanoi_us_our_we
49 villa - hoi - an - villas - town 1997 49_villa_hoi_an_villas
50 english - speak - good - spoke - hotel 3246 50_english_speak_good_spoke
51 kiem - hoan - lake - hanoi - quarter 2147 51_kiem_hoan_lake_hanoi
52 cat - ba - island - catba - bay 1302 52_cat_ba_island_catba
53 ha - long - bay - cruise - trip 1767 53_ha_long_bay_cruise
54 hue - vietnam - in - hotel - vietnamese 1361 54_hue_vietnam_in_hotel
55 airport - taxi - hotel - flight - from 4310 55_airport_taxi_hotel_flight
56 japanese - yen - bridge - japan - is 1455 56_japanese_yen_bridge_japan
57 siesta - la - trendy - our - at 1179 57_siesta_la_trendy_our
58 tau - vung - beach - pullman - imperial 1046 58_tau_vung_beach_pullman
59 pool - swimming - staff - nice - great 4683 59_pool_swimming_staff_nice
60 loop - giang - ha - tour - bong 1557 60_loop_giang_ha_tour
61 dalat - is - center - lake - in 1113 61_dalat_is_center_lake
62 beach - place - nice - good - great 4310 62_beach_place_nice_good
63 anantara - hoi - resort - an - river 902 63_anantara_hoi_resort_an
64 thank - staff - hotel - service - us 13044 64_thank_staff_hotel_service
65 naman - retreat - ambassador - resort - hay 1051 65_naman_retreat_ambassador_resort
66 food - restaurant - buffet - vegetarian - dinner 4595 66_food_restaurant_buffet_vegetarian
67 room - clean - bathroom - bed - was 10694 67_room_clean_bathroom_bed
68 french - colonial - style - quarter - hotel 1375 68_french_colonial_style_quarter
69 vinpearl - resort - vin - luxury - pearl 1012 69_vinpearl_resort_vin_luxury
70 hanoi - noise - room - in - street 3048 70_hanoi_noise_room_in
71 dao - senses - six - con - resort 749 71_dao_senses_six_con
72 salinda - resort - quoc - phu - beach 720 72_salinda_resort_quoc_phu
73 spa - hanoi - massage - hotel - service 2630 73_spa_hanoi_massage_hotel
74 dragon - bridge - han - river - view 973 74_dragon_bridge_han_river
75 host - hosts - family - us - she 2397 75_host_hosts_family_us
76 metropole - sofitel - wing - hanoi - legend 775 76_metropole_sofitel_wing_hanoi
77 noi - ha - hotel - in - old 862 77_noi_ha_hotel_in
78 opera - house - wing - the - hotel 838 78_opera_house_wing_the
79 tam - coc - family - homestay - place 728 79_tam_coc_family_homestay
80 la - residencia - residence - hoi - an 853 80_la_residencia_residence_hoi
81 citadel - walk - river - restaurants - tombs 715 81_citadel_walk_river_restaurants
82 island - beach - resort - on - you 1697 82_island_beach_resort_on
83 pros - cons - room - pro - not 769 83_pros_cons_room_pro
84 marriott - jw - quoc - phu - university 624 84_marriott_jw_quoc_phu
85 fusion - resort - fusionista - spa - quoc 675 85_fusion_resort_fusionista_spa
86 mia - resort - trang - nha - sandals 540 86_mia_resort_trang_nha
87 oriental - hanoi - suites - central - quarter 882 87_oriental_hanoi_suites_central
88 chi - ho - min - city - ming 680 88_chi_ho_min_city
89 kim - kiman - she - her - an 668 89_kim_kiman_she_her
90 rex - rooftop - bar - suite - history 492 90_rex_rooftop_bar_suite
91 nang - da - vietnam - vietnamese - beach 647 91_nang_da_vietnam_vietnamese
92 mango - bay - resort - beach - bungalow 617 92_mango_bay_resort_beach
93 chau - mai - rice - fields - valley 747 93_chau_mai_rice_fields
94 veranda - la - quoc - phu - beach 476 94_veranda_la_quoc_phu
95 lat - da - place - is - you 672 95_lat_da_place_is
96 ancient - town - walk - very - good 968 96_ancient_town_walk_very
97 hyatt - park - saigon - opera - at 491 97_hyatt_park_saigon_opera
98 old - town - hotel - walk - very 2147 98_old_town_hotel_walk
99 golden - moon - hanoi - legend - hotel 879 99_golden_moon_hanoi_legend
100 serene - palace - hue - shining - hotel 549 100_serene_palace_hue_shining
101 selva - la - hanoi - us - our 510 101_selva_la_hanoi_us
102 marriott - jw - hanoi - lounge - executive 517 102_marriott_jw_hanoi_lounge
103 golden - sun - suites - hanoi - palace 560 103_golden_sun_suites_hanoi
104 christina - christinas - team - an - hoi 441 104_christina_christinas_team_an
105 korean - korea - koreans - kind - good 502 105_korean_korea_koreans_kind
106 hcmc - vietnam - hcm - in - vietnamese 657 106_hcmc_vietnam_hcm_in
107 metropole - sofitel - wing - club - legend 460 107_metropole_sofitel_wing_club
108 hostel - saigon - dorm - backpackers - place 523 108_hostel_saigon_dorm_backpackers
109 riverside - royal - river - town - pool 708 109_riverside_royal_river_town
110 dong - hoi - caves - khoi - duong 761 110_dong_hoi_caves_khoi
111 lao - ngu - pham - street - vien 544 111_lao_ngu_pham_street
112 gym - fitness - equipment - pool - is 1282 112_gym_fitness_equipment_pool
113 nhon - quy - avani - resort - beach 469 113_nhon_quy_avani_resort
114 lotus - royal - danang - boutique - at 446 114_lotus_royal_danang_boutique
115 jade - hue - fruit - hotel - juice 380 115_jade_hue_fruit_hotel
116 halong - bay - hanoi - cruise - trip 2120 116_halong_bay_hanoi_cruise
117 moon - alisa - ms - she - us 548 117_moon_alisa_ms_she
118 oriental - suites - central - hotel - our 439 118_oriental_suites_central_hotel
119 window - windows - room - no - not 1599 119_window_windows_room_no
120 ha - bay - long - hanoi - cruise 1173 120_ha_bay_long_hanoi
121 liberty - central - saigon - citypoint - riverside 446 121_liberty_central_saigon_citypoint
122 wifi - wi - fi - room - not 2295 122_wifi_wi_fi_room
123 palm - garden - resort - beach - gardens 480 123_palm_garden_resort_beach
124 bar - rooftop - drinks - cocktails - drink 1653 124_bar_rooftop_drinks_cocktails
125 russian - russians - beach - russia - english 406 125_russian_russians_beach_russia
126 moon - homestay - luna - her - hoi 400 126_moon_homestay_luna_her
127 essence - hanoi - palace - quarter - our 378 127_essence_hanoi_palace_quarter
128 boutique - hotel - is - and - with 1641 128_boutique_hotel_is_and
129 silverland - jolie - sakyo - afternoon - tea 463 129_silverland_jolie_sakyo_afternoon
130 pullman - saigon - executive - lounge - accor 407 130_pullman_saigon_executive_lounge
131 lotte - hanoi - club - dennis - dat 375 131_lotte_hanoi_club_dennis
132 orchid - orchids - garden - hue - flower 371 132_orchid_orchids_garden_hue
133 hcmc - saigon - hcm - city - hotel 622 133_hcmc_saigon_hcm_city
134 alagon - antique - hotels - rooftop - spa 368 134_alagon_antique_hotels_rooftop
135 dalat - hostel - family - canyoning - dinner 375 135_dalat_hostel_family_canyoning
136 golden - sun - suites - palace - at 386 136_golden_sun_suites_palace
137 jacuzzi - sauna - bath - tub - rooftop 710 137_jacuzzi_sauna_bath_tub
138 peppercorn - pepper - farm - resort - beach 295 138_peppercorn_pepper_farm_resort
139 maia - fusion - treatments - spa - resort 293 139_maia_fusion_treatments_spa
140 nikko - saigon - japanese - hotel - buffet 367 140_nikko_saigon_japanese_hotel
141 hai - phong - haiphong - huong - hotel 526 141_hai_phong_haiphong_huong
142 buffet - breakfast - hotel - is - the 5261 142_buffet_breakfast_hotel_is
143 amiana - resort - nha - trang - pools 286 143_amiana_resort_nha_trang
144 hoian - town - cozy - ancient - stay 392 144_hoian_town_cozy_ancient
145 pullman - accor - quoc - phu - at 303 145_pullman_accor_quoc_phu
146 hilton - opera - hanoi - executive - house 548 146_hilton_opera_hanoi_executive
147 homestay - hanoi - family - home - 3b 602 147_homestay_hanoi_family_home
148 rooftop - bar - roof - top - views 2055 148_rooftop_bar_roof_top
149 anam - resort - pools - beach - beautiful 307 149_anam_resort_pools_beach
150 gia - pham - giang - homestay - thy 409 150_gia_pham_giang_homestay
151 indochine - palace - hue - hotel - at 271 151_indochine_palace_hue_hotel
152 english - speak - good - staff - spoke 1392 152_english_speak_good_staff
153 australia - australian - au - aussie - lac 629 153_australia_australian_au_aussie
154 notre - dame - cathedral - post - office 372 154_notre_dame_cathedral_post
155 sofia - nang - da - boutique - suite 269 155_sofia_nang_da_boutique
156 bungalow - bungalows - beach - garden - you 1752 156_bungalow_bungalows_beach_garden
157 hoang - trinh - mr - le - hotel 503 157_hoang_trinh_mr_le
158 apricot - lake - hanoi - lobby - rooftop 246 158_apricot_lake_hanoi_lobby
159 sapa - hanoi - train - bay - halong 1293 159_sapa_hanoi_train_bay
160 thai - bangkok - thailand - very - good 459 160_thai_bangkok_thailand_very
161 sheraton - nha - trang - lounge - club 298 161_sheraton_nha_trang_lounge
162 gallery - premier - hanoi - our - hotel 340 162_gallery_premier_hanoi_our
163 review - reviews - write - advisor - this 814 163_review_reviews_write_advisor
164 pool - stayed - here - nights - was 4365 164_pool_stayed_here_nights
165 ruby - gem - pearl - diamond - hotel 588 165_ruby_gem_pearl_diamond
166 golden - legend - gold - art - bell 467 166_golden_legend_gold_art
167 sheraton - club - lounge - service - at 308 167_sheraton_club_lounge_service
168 royal - palace - king - queen - hotel 584 168_royal_palace_king_queen
169 nam - hai - seasons - four - resort 324 169_nam_hai_seasons_four
170 halal - muslim - ben - market - malaysian 452 170_halal_muslim_ben_market
171 green - heaven - apple - hoi - town 414 171_green_heaven_apple_hoi
172 sherwood - residence - apartment - suites - bedroom 237 172_sherwood_residence_apartment_suites
173 omelette - omelettes - breakfast - omelet - fresh 659 173_omelette_omelettes_breakfast_omelet
174 marvel - jm - peridot - us - our 281 174_marvel_jm_peridot_us
175 vien - bui - street - is - located 386 175_vien_bui_street_is
176 hyatt - park - opera - service - at 274 176_hyatt_park_opera_service
177 liberty - central - riverside - citypoint - bar 261 177_liberty_central_riverside_citypoint
178 hano - han - hanh - hanio - hani 324 178_hano_han_hanh_hanio
179 pearl - hanoi - junie - lake - quarter 412 179_pearl_hanoi_junie_lake
180 meridien - le - saigon - lounge - club 369 180_meridien_le_saigon_lounge
181 leo - tigers - tiger - tiny - hostel 234 181_leo_tigers_tiger_tiny
182 nikko - club - japanese - buffet - hotel 252 182_nikko_club_japanese_buffet
183 hostel - hoi - an - hien - she 402 183_hostel_hoi_an_hien
184 song - villa - saigon - river - boat 344 184_song_villa_saigon_river
185 lasenta - rice - fields - town - hoi 205 185_lasenta_rice_fields_town
186 essence - aira - palace - christine - tom 244 186_essence_aira_palace_christine
187 1010 - would - 910 - recommend - amazing 329 187_1010_would_910_recommend
188 lat - da - hostel - canyoning - family 273 188_lat_da_hostel_canyoning
189 deluxe - room - double - bed - suite 1012 189_deluxe_room_double_bed
190 bonsella - hanoi - jason - lake - prestige 248 190_bonsella_hanoi_jason_lake
191 imperial - city - ibis - palace - river 315 191_imperial_city_ibis_palace
192 jm - marvel - hanoi - spa - anna 222 192_jm_marvel_hanoi_spa
193 infinity - pool - beach - view - ocean 534 193_infinity_pool_beach_view
194 asia - hostel - hostels - se - east 349 194_asia_hostel_hostels_se
195 siesta - la - vietnam - our - trendy 280 195_siesta_la_vietnam_our
196 alba - wellness - onsen - spa - resort 223 196_alba_wellness_onsen_spa
197 cherish - hue - cherry - hotel - breakfast 220 197_cherish_hue_cherry_hotel
198 selva - la - eldora - our - at 315 198_selva_la_eldora_our
199 melia - hanoi - solaria - in - hotel 252 199_melia_hanoi_solaria_in
200 rosaleen - rosaka - rosa - bella - hue 304 200_rosaleen_rosaka_rosa_bella
201 grand - splendid - hotel - suite - the 467 201_grand_splendid_hotel_suite
202 venus - hoi - spa - hotel - an 201 202_venus_hoi_spa_hotel
203 muong - thanh - hotel - cuong - ms 260 203_muong_thanh_hotel_cuong
204 novotel - nha - trang - beach - at 264 204_novotel_nha_trang_beach
205 pilgrimage - village - hue - miwa - resort 226 205_pilgrimage_village_hue_miwa
206 guesthouse - house - guest - owner - family 1118 206_guesthouse_house_guest_owner
207 somerset - apartment - chancellor - apartments - bedroom 248 207_somerset_apartment_chancellor_apartments
208 tho - can - kieu - ninh - floating 276 208_tho_can_kieu_ninh
209 vy - maison - hoi - her - vui 313 209_vy_maison_hoi_her
210 sheraton - saigon - lounge - towers - club 284 210_sheraton_saigon_lounge_towers
211 vinh - hung - riverside - resort - emerald 285 211_vinh_hung_riverside_resort
212 museum - war - remnants - palace - reunification 362 212_museum_war_remnants_palace
213 gallery - majestic - ogallery - premier - art 273 213_gallery_majestic_ogallery_premier
214 emerald - waters - hanoi - trendy - elegance 359 214_emerald_waters_hanoi_trendy
215 dalat - vietnam - hostel - vietnamese - family 265 215_dalat_vietnam_hostel_vietnamese
216 hoi - hanoi - an - from - after 680 216_hoi_hanoi_an_from
217 sofitel - saigon - plaza - lounge - club 320 217_sofitel_saigon_plaza_lounge
218 storia - ruby - la - hanoi - isabella 156 218_storia_ruby_la_hanoi
219 melia - vi - solaria - ba - mountain 219 219_melia_vi_solaria_ba

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: 0.5.4
  • Pandas: 2.1.3
  • Scikit-Learn: 1.2.2
  • Sentence-transformers: 2.2.2
  • Transformers: 4.35.0
  • Numba: 0.58.1
  • Plotly: 5.16.1
  • Python: 3.10.12
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