Wikipedia-example-topic-model

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("TopicNavi/Wikipedia-example-topic-model")

topic_model.get_topic_info()

Topic overview

• Number of topics: 227
• Number of training documents: 25000

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	of - the - to - and - in	10	-1_of_the_to_and
0	actor - he - award - his - born	7457	0_actor_he_award_his
1	film - directed - stars - written - by	1494	1_film_directed_stars_written
2	actress - she - her - award - born	1487	2_actress_she_her_award
3	series - premiered - created - season - television	1339	3_series_premiered_created_season
4	band - rock - guitarist - formed - lead	740	4_band_rock_guitarist_formed
5	species - are - genus - breed - dog	501	5_species_are_genus_breed
6	indian - hindi - filmfare - cinema - tamil	428	6_indian_hindi_filmfare_cinema
7	footballer - club - professional - plays - midfielder	395	7_footballer_club_professional_plays
8	king - queen - prince - duke - throne	372	8_king_queen_prince_duke
9	symptoms - disease - may - disorder - pain	310	9_symptoms_disease_may_disorder
10	war - battle - fought - empire - german	299	10_war_battle_fought_empire
11	sexual - sex - or - gender - activity	284	11_sexual_sex_or_gender
12	singer - songwriter - album - music - albums	268	12_singer_songwriter_album_music
13	language - spoken - languages - ethnic - speakers	262	13_language_spoken_languages_ethnic
14	company - multinational - headquartered - corporation - technology	204	14_company_multinational_headquartered_corporation
15	species - plant - genus - fruit - plants	203	15_species_plant_genus_fruit
16	poet - philosopher - his - writer - novelist	197	16_poet_philosopher_his_writer
17	aircraft - boeing - fighter - air - designed	185	17_aircraft_boeing_fighter_air
18	game - xbox - playstation - developed - windows	183	18_game_xbox_playstation_developed
19	city - capital - population - area - largest	175	19_city_capital_population_area
20	manga - anime - aired - adaptation - japanese	164	20_manga_anime_aired_adaptation
21	hindilanguage - indian - stars - film - produced	156	21_hindilanguage_indian_stars_film
22	bible - jesus - god - hebrew - testament	156	22_bible_jesus_god_hebrew
23	mathematics - probability - function - distribution - numbers	151	23_mathematics_probability_function_distribution
24	nba - basketball - player - association - allstar	150	24_nba_basketball_player_association
25	killer - convicted - serial - murders - murder	148	25_killer_convicted_serial_murders
26	rapper - album - records - released - professionally	141	26_rapper_album_records_released
27	wrestling - wwe - wrestler - ring - professional	140	27_wrestling_wwe_wrestler_ring
28	forces - armed - military - force - air	133	28_forces_armed_military_force
29	toyota - car - honda - manufactured - model	124	29_toyota_car_honda_manufactured
30	nfl - football - quarterback - college - played	116	30_nfl_football_quarterback_college
31	greek - mythology - goddess - ancient - roman	115	31_greek_mythology_goddess_ancient
32	disney - walt - entertainment - studios - company	110	32_disney_walt_entertainment_studios
33	team - compete - division - conference - league	106	33_team_compete_division_conference
34	medication - treat - used - mouth - taken	105	34_medication_treat_used_mouth
35	political - social - economic - democracy - government	100	35_political_social_economic_democracy
36	football - club - league - bundesliga - professional	96	36_football_club_league_bundesliga
37	dish - sauce - cheese - meat - vegetables	92	37_dish_sauce_cheese_meat
38	element - chemical - atomic - symbol - metal	92	38_element_chemical_atomic_symbol
39	mind - psychology - or - that - philosophical	91	39_mind_psychology_or_that
40	novel - published - author - story - book	89	40_novel_published_author_story
41	rifle - cartridge - pistol - gun - sig	85	41_rifle_cartridge_pistol_gun
42	cup - fifa - tournament - world - teams	84	42_cup_fifa_tournament_world
43	cofounder - ceo - entrepreneur - investor - facebook	82	43_cofounder_ceo_entrepreneur_investor
44	computer - programming - data - software - language	82	44_computer_programming_data_software
45	marvel - comics - comic - character - books	81	45_marvel_comics_comic_character
46	ufc - mixed - martial - fighting - champion	77	46_ufc_mixed_martial_fighting
47	korean - south - kim - roles - my	76	47_korean_south_kim_roles
48	korean - south - entertainment - group - girl	75	48_korean_south_entertainment_group
49	president - served - vice - states - bush	74	49_president_served_vice_states
50	mafia - crime - cartel - organized - drug	73	50_mafia_crime_cartel_organized
51	islands - island - australia - ocean - pacific	73	51_islands_island_australia_ocean
52	state - india - pradesh - capital - region	72	52_state_india_pradesh_capital
53	politician - president - served - minister - since	69	53_politician_president_served_minister
54	city - county - populous - metropolitan - population	69	54_city_county_populous_metropolitan
55	africa - country - republic - officially - west	69	55_africa_country_republic_officially
56	university - research - college - private - universities	66	56_university_research_college_private
57	ceremony - presented - awards - academy - ampas	65	57_ceremony_presented_awards_academy
58	tennis - open - titles - singles - atp	64	58_tennis_open_titles_singles
59	korean - kim - kst - aired - south	64	59_korean_kim_kst_aired
60	music - rock - genre - pop - punk	63	60_music_rock_genre_pop
61	caribbean - islands - island - country - antilles	61	61_caribbean_islands_island_country
62	politician - senator - republican - democratic - party	60	62_politician_senator_republican_democratic
63	electric - electromagnetic - radiation - energy - magnetic	57	63_electric_electromagnetic_radiation_energy
64	wars - star - jedi - skywalker - trilogy	55	64_wars_star_jedi_skywalker
65	planet - solar - sun - earth - jupiter	54	65_planet_solar_sun_earth
66	class - ship - navy - ships - submarines	54	66_class_ship_navy_ships
67	president - sabha - house - government - chief	53	67_president_sabha_house_government
68	alphabet - letter - alphabets - languages - english	49	68_alphabet_letter_alphabets_languages
69	football - team - represents - mens - governing	48	69_football_team_represents_mens
70	club - football - stadium - league - tier	48	70_club_football_stadium_league
71	empire - ancient - egypt - bc - civilization	45	71_empire_ancient_egypt_bc
72	manufacturer - automobile - automotive - stellantis - company	45	72_manufacturer_automobile_automotive_stellantis
73	flag - flags - national - tricolour - anthem	44	73_flag_flags_national_tricolour
74	church - religious - christianity - religion - movement	43	74_church_religious_christianity_religion
75	minister - prime - conservative - mp - served	42	75_minister_prime_conservative_mp
76	wine - drink - sugar - alcoholic - cocktail	41	76_wine_drink_sugar_alcoholic
77	hindu - hinduism - shiva - vishnu - goddess	41	77_hindu_hinduism_shiva_vishnu
78	batman - dc - comics - gotham - superhero	41	78_batman_dc_comics_gotham
79	formula - racing - driver - prix - championship	41	79_formula_racing_driver_prix
80	airline - airlines - airport - carrier - destinations	41	80_airline_airlines_airport_carrier
81	compound - acid - organic - chemical - formula	40	81_compound_acid_organic_chemical
82	nazi - german - hitler - adolf - germany	40	82_nazi_german_hitler_adolf
83	bond - james - eon - spy - mi6	39	83_bond_james_eon_spy
84	belief - god - religious - existence - atheism	39	84_belief_god_religious_existence
85	energy - constant - force - heat - unit	39	85_energy_constant_force_heat
86	minister - prime - indian - pakistan - india	39	86_minister_prime_indian_pakistan
87	roman - emperor - bc - augustus - caesar	38	87_roman_emperor_bc_augustus
88	asia - gulf - sea - east - oman	38	88_asia_gulf_sea_east
89	boxer - heavyweight - title - wba - ibf	37	89_boxer_heavyweight_title_wba
90	county - england - city - ceremonial - london	36	90_county_england_city_ceremonial
91	data - learning - algorithm - machine - neural	36	91_data_learning_algorithm_machine
92	day - holiday - celebrated - thanksgiving - celebration	35	92_day_holiday_celebrated_thanksgiving
93	saul - breaking - bad - call - better	34	93_saul_breaking_bad_call
94	punishment - death - execution - homicide - suicide	34	94_punishment_death_execution_homicide
95	degree - education - secondary - bachelor - bachelors	34	95_degree_education_secondary_bachelor
96	console - nintendo - playstation - game - consoles	34	96_console_nintendo_playstation_game
97	iphone - apple - ipad - pro - inc	34	97_iphone_apple_ipad_pro
98	vitamin - organisms - bacteria - animals - plants	33	98_vitamin_organisms_bacteria_animals
99	cells - blood - system - gland - organ	33	99_cells_blood_system_gland
100	trek - star - kirk - starship - uss	33	100_trek_star_kirk_starship
101	jews - nazi - camps - camp - extermination	33	101_jews_nazi_camps_camp
102	space - moon - apollo - nasa - shuttle	33	102_space_moon_apollo_nasa
103	roman - empire - rome - western - byzantine	32	103_roman_empire_rome_western
104	marvel - studios - mcu - thor - superhero	32	104_marvel_studios_mcu_thor
105	organisms - biology - genetic - genes - species	32	105_organisms_biology_genetic_genes
106	fashion - gucci - designer - luxury - chanel	32	106_fashion_gucci_designer_luxury
107	baseball - mlb - league - major - runs	32	107_baseball_mlb_league_major
108	island - islands - ireland - isles - northern	31	108_island_islands_ireland_isles
109	creature - folklore - legendary - depicted - or	31	109_creature_folklore_legendary_depicted
110	empire - mughal - maratha - subcontinent - dynasty	31	110_empire_mughal_maratha_subcontinent
111	social - racial - race - racism - white	31	111_social_racial_race_racism
112	election - presidential - incumbent - tuesday - republican	30	112_election_presidential_incumbent_tuesday
113	building - tallest - street - manhattan - york	29	113_building_tallest_street_manhattan
114	bowl - super - champion - football - conference	29	114_bowl_super_champion_football
115	election - elections - elect - held - general	29	115_election_elections_elect_held
116	soviet - union - stalin - communist - russian	29	116_soviet_union_stalin_communist
117	stock - exchange - securities - investment - companies	29	117_stock_exchange_securities_investment
118	bmw - mercedesbenz - generation - sedan - marketed	29	118_bmw_mercedesbenz_generation_sedan
119	currency - dollar - currencies - monetary - bank	29	119_currency_dollar_currencies_monetary
120	dynasty - emperor - china - qin - chinese	28	120_dynasty_emperor_china_qin
121	internet - protocol - ip - networks - network	28	121_internet_protocol_ip_networks
122	tropical - cyclones - cyclone - hurricane - hemisphere	28	122_tropical_cyclones_cyclone_hurricane
123	anthropomorphic - cartoon - character - peanuts - bugs	28	123_anthropomorphic_cartoon_character_peanuts
124	elections - election - senate - elect - governor	28	124_elections_election_senate_elect
125	windows - operating - microsoft - macos - server	28	125_windows_operating_microsoft_macos
126	san - county - california - los - angeles	27	126_san_county_california_los
127	potter - harry - hogwarts - rowling - rowlings	27	127_potter_harry_hogwarts_rowling
128	tank - soviet - tanks - t72 - armoured	27	128_tank_soviet_tanks_t72
129	website - youtube - pornographic - videos - websites	26	129_website_youtube_pornographic_videos
130	missile - missiles - surfacetoair - ballistic - system	26	130_missile_missiles_surfacetoair_ballistic
131	formula - championship - fia - racing - drivers	26	131_formula_championship_fia_racing
132	mario - game - nintendo - super - games	26	132_mario_game_nintendo_super
133	composer - composers - symphony - music - pianist	26	133_composer_composers_symphony_music
134	music - theatre - musical - art - or	26	134_music_theatre_musical_art
135	party - political - democratic - liberal - labour	25	135_party_political_democratic_liberal
136	province - canada - provinces - territories - city	25	136_province_canada_provinces_territories
137	airport - busiest - international - passenger - traffic	25	137_airport_busiest_international_passenger
138	china - shanghai - province - guangzhou - populous	24	138_china_shanghai_province_guangzhou
139	flight - airport - airlines - accident - crashed	24	139_flight_airport_airlines_accident
140	expedition - spanish - america - explorer - americas	24	140_expedition_spanish_america_explorer
141	economy - gdp - capita - ppp - countries	24	141_economy_gdp_capita_ppp
142	ball - sport - players - teams - team	24	142_ball_sport_players_teams
143	thrones - fire - ice - hbo - fantasy	23	143_thrones_fire_ice_hbo
144	uefa - champions - league - cup - organised	23	144_uefa_champions_league_cup
145	terminator - transformers - fiction - science - action	23	145_terminator_transformers_fiction_science
146	time - calendar - zone - year - daylight	23	146_time_calendar_zone_year
147	caliphate - muhammad - ibn - islam - islamic	22	147_caliphate_muhammad_ibn_islam
148	holmes - sherlock - dracula - conan - watson	22	148_holmes_sherlock_dracula_conan
149	games - multisport - olympic - olympics - winter	21	149_games_multisport_olympic_olympics
150	web - google - search - pages - users	21	150_web_google_search_pages
151	google - chat - messaging - users - torrent	21	151_google_chat_messaging_users
152	renaissance - italian - leonardo - michelangelo - vinci	21	152_renaissance_italian_leonardo_michelangelo
153	amendment - court - constitution - rights - abortion	21	153_amendment_court_constitution_rights
154	marvel - continuity - comics - mcu - cinematic	21	154_marvel_continuity_comics_mcu
155	draft - players - nba - lottery - eligible	20	155_draft_players_nba_lottery
156	kennedy - clinton - president - jacqueline - lewinsky	20	156_kennedy_clinton_president_jacqueline
157	shooting - school - injured - killed - mass	20	157_shooting_school_injured_killed
158	greys - anatomy - abc - medical - rhimes	20	158_greys_anatomy_abc_medical
159	kardashian - kardashians - jenner - keeping - kourtney	19	159_kardashian_kardashians_jenner_keeping
160	godfather - corleone - coppola - vito - pacino	19	160_godfather_corleone_coppola_vito
161	script - alphabet - chinese - writing - write	19	161_script_alphabet_chinese_writing
162	beatles - album - parlophone - studio - songs	19	162_beatles_album_parlophone_studio
163	martial - boxing - combat - aikido - wrestling	18	163_martial_boxing_combat_aikido
164	york - island - new - borough - county	18	164_york_island_new_borough
165	court - supreme - justice - associate - jurist	18	165_court_supreme_justice_associate
166	hamlet - shakespeare - shakespeares - tragedy - william	18	166_hamlet_shakespeare_shakespeares_tragedy
167	hong - kong - martial - yen - chow	18	167_hong_kong_martial_yen
168	rocky - stallone - rambo - sylvester - balboa	18	168_rocky_stallone_rambo_sylvester
169	nobel - prize - physics - prizes - physicist	18	169_nobel_prize_physics_prizes
170	thrones - hbo - game - 20112019 - fantasy	18	170_thrones_hbo_game_20112019
171	cricket - cricketer - indian - captain - righthanded	17	171_cricket_cricketer_indian_captain
172	art - architecture - movement - style - baroque	17	172_art_architecture_movement_style
173	nuclear - bomb - weapons - weapon - thermonuclear	17	173_nuclear_bomb_weapons_weapon
174	amphetamine - enhancer - stimulant - drug - adhd	16	174_amphetamine_enhancer_stimulant_drug
175	walking - dead - kirkman - adlard - amc	16	175_walking_dead_kirkman_adlard
176	snuff - genre - comedy - laughter - films	16	176_snuff_genre_comedy_laughter
177	superman - dc - aquaman - dceu - warner	16	177_superman_dc_aquaman_dceu
178	health - care - medical - medicine - hospitals	16	178_health_care_medical_medicine
179	color - colors - rgb - red - blue	16	179_color_colors_rgb_red
180	smiley - bokeh - clothing - meme - face	16	180_smiley_bokeh_clothing_meme
181	metallica - metal - band - ulrich - thrash	15	181_metallica_metal_band_ulrich
182	economic - prices - inflation - price - crisis	15	182_economic_prices_inflation_price
183	doctor - incarnation - thirteenth - bbc - specials	15	183_doctor_incarnation_thirteenth_bbc
184	rings - tolkiens - tolkien - hobbit - lord	15	184_rings_tolkiens_tolkien_hobbit
185	pope - church - vatican - catholic - roncalli	15	185_pope_church_vatican_catholic
186	rockefeller - miss - oil - rothschild - family	15	186_rockefeller_miss_oil_rothschild
187	seinfeld - comedian - sitcom - kramer - jerry	14	187_seinfeld_comedian_sitcom_kramer
188	ottoman - sultan - selim - empire - erturul	14	188_ottoman_sultan_selim_empire
189	chinese - china - ccp - mao - communist	14	189_chinese_china_ccp_mao
190	philosopher - philosophy - greek - treatise - mathematician	14	190_philosopher_philosophy_greek_treatise
191	mark - punctuation - exclamation - bracket - marks	14	191_mark_punctuation_exclamation_bracket
192	event - wrestlemania - wwe - payperview - livestreaming	14	192_event_wrestlemania_wwe_payperview
193	norse - mythology - old - loki - odin	14	193_norse_mythology_old_loki
194	dre - hop - hip - wutang - group	14	194_dre_hop_hip_wutang
195	newspaper - daily - guardian - times - news	14	195_newspaper_daily_guardian_times
196	theft - kratos - auto - rockstar - god	13	196_theft_kratos_auto_rockstar
197	drag - rupauls - race - vh1 - season	13	197_drag_rupauls_race_vh1
198	polyethylene - polymers - silk - plastics - synthetic	13	198_polyethylene_polymers_silk_plastics
199	strings - instrument - instruments - guitar - electronic	13	199_strings_instrument_instruments_guitar
200	population - census - rate - growth - increase	13	200_population_census_rate_growth
201	resolution - hdtv - display - hd - pixels	13	201_resolution_hdtv_display_hd
202	athletic - hockey - ncaa - conference - university	13	202_athletic_hockey_ncaa_conference
203	nervous - spinal - brain - nerves - cord	13	203_nervous_spinal_brain_nerves
204	peppers - chili - hot - rock - red	13	204_peppers_chili_hot_rock
205	accounting - tax - financial - nonprofit - entity	12	205_accounting_tax_financial_nonprofit
206	swift - album - studio - taylor - singersongwriter	12	206_swift_album_studio_taylor
207	sheldon - bang - theory - big - parsons	12	207_sheldon_bang_theory_big
208	conjuring - wan - annabelle - lorraine - dauberman	12	208_conjuring_wan_annabelle_lorraine
209	karate - kid - miyagi - macchio - kai	12	209_karate_kid_miyagi_macchio
210	earthquake - eruption - tsunami - fault - occurred	12	210_earthquake_eruption_tsunami_fault
211	guard - guards - ball - positions - midfielders	12	211_guard_guards_ball_positions
212	geologic - planets - earth - how - earths	12	212_geologic_planets_earth_how
213	card - game - cards - chess - baccarat	12	213_card_game_cards_chess
214	zodiac - sign - astrological - transits - spans	12	214_zodiac_sign_astrological_transits
215	gandhi - singh - godse - india - bhindranwale	12	215_gandhi_singh_godse_india
216	cannabis - cigarette - thc - tobacco - cocaine	11	216_cannabis_cigarette_thc_tobacco
217	xmen - wolverine - installment - jackman - superhero	11	217_xmen_wolverine_installment_jackman
218	caucasus - azerbaijan - baku - sea - caspian	11	218_caucasus_azerbaijan_baku_sea
219	draft - nfl - meeting - select - eligible	11	219_draft_nfl_meeting_select
220	nobility - royalty - rank - knighthood - dukes	11	220_nobility_royalty_rank_knighthood
221	saudi - arabia - saud - abdulaziz - bin	11	221_saudi_arabia_saud_abdulaziz
222	jolyne - jotaro - her - school - stand	11	222_jolyne_jotaro_her_school
223	prefecture - kon - mifune - ueno - hachik	11	223_prefecture_kon_mifune_ueno
224	guru - granth - baba - gobind - das	10	224_guru_granth_baba_gobind
225	un - nations - intergovernmental - organisation - organization	10	225_un_nations_intergovernmental_organisation

Training hyperparameters

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

Framework versions

• Numpy: 1.26.4
• HDBSCAN: 0.8.33
• UMAP: 0.5.6
• Pandas: 2.2.2
• Scikit-Learn: 1.4.2
• Sentence-transformers: 2.7.0
• Transformers: 4.40.2
• Numba: 0.59.1
• Plotly: 5.22.0
• Python: 3.11.9