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