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