cnn_dailymail_108_50000_25000_train

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("KingKazma/cnn_dailymail_108_50000_25000_train")

topic_model.get_topic_info()

Topic overview

• Number of topics: 327
• Number of training documents: 50000

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	said - police - one - year - people	5	-1_said_police_one_year
0	league - player - club - goal - cup	25948	0_league_player_club_goal
1	obama - republican - president - republicans - senate	5040	1_obama_republican_president_republicans
2	police - murder - shot - shooting - death	1488	2_police_murder_shot_shooting
3	boko - haram - sudan - somalia - nigeria	658	3_boko_haram_sudan_somalia
4	hospital - doctor - baby - cancer - mrs	392	4_hospital_doctor_baby_cancer
5	murray - wimbledon - federer - tennis - djokovic	387	5_murray_wimbledon_federer_tennis
6	fashion - hair - dress - style - model	386	6_fashion_hair_dress_style
7	space - earth - nasa - mars - planet	383	7_space_earth_nasa_mars
8	apple - iphone - device - google - apples	368	8_apple_iphone_device_google
9	dog - cat - animal - pet - dogs	349	9_dog_cat_animal_pet
10	hamilton - race - prix - rosberg - formula	314	10_hamilton_race_prix_rosberg
11	medal - gold - olympic - games - olympics	273	11_medal_gold_olympic_games
12	labour - ukip - miliband - mr - cameron	269	12_labour_ukip_miliband_mr
13	ship - boat - cruise - titanic - coast	265	13_ship_boat_cruise_titanic
14	golf - mcilroy - woods - ryder - round	261	14_golf_mcilroy_woods_ryder
15	prince - royal - duchess - queen - duke	249	15_prince_royal_duchess_queen
16	gun - ferguson - zimmerman - shooting - wilson	232	16_gun_ferguson_zimmerman_shooting
17	russian - ukraine - russia - putin - ukrainian	229	17_russian_ukraine_russia_putin
18	war - german - nazi - hitler - soldier	224	18_war_german_nazi_hitler
19	food - sugar - calorie - meal - menu	217	19_food_sugar_calorie_meal
20	shark - whale - fish - dolphin - water	217	20_shark_whale_fish_dolphin
21	nfl - game - baseball - bowl - quarterback	215	21_nfl_game_baseball_bowl
22	song - music - album - band - beatles	200	22_song_music_album_band
23	korea - north - korean - kim - koreas	187	23_korea_north_korean_kim
24	murder - stabbed - knife - court - police	182	24_murder_stabbed_knife_court
25	money - court - fraud - bank - cash	181	25_money_court_fraud_bank
26	chinese - china - bo - hong - chinas	176	26_chinese_china_bo_hong
27	facebook - user - app - social - twitter	175	27_facebook_user_app_social
28	sexual - sex - court - victim - indecent	175	28_sexual_sex_court_victim
29	fire - blaze - firefighter - smoke - flame	172	29_fire_blaze_firefighter_smoke
30	film - movie - wars - million - star	166	30_film_movie_wars_million
31	fight - mayweather - pacquiao - boxing - groves	164	31_fight_mayweather_pacquiao_boxing
32	plane - flight - pilot - passenger - airport	161	32_plane_flight_pilot_passenger
33	zoo - elephant - animal - lion - gorilla	158	33_zoo_elephant_animal_lion
34	mexico - mexican - cartel - drug - juarez	156	34_mexico_mexican_cartel_drug
35	painting - art - artist - work - artwork	146	35_painting_art_artist_work
36	school - teacher - student - sex - sexual	146	36_school_teacher_student_sex
37	chavez - venezuela - venezuelan - maduro - farc	145	37_chavez_venezuela_venezuelan_maduro
38	pakistan - pakistani - taliban - pakistans - islamabad	137	38_pakistan_pakistani_taliban_pakistans
39	iran - nuclear - iranian - irans - tehran	136	39_iran_nuclear_iranian_irans
40	tesco - store - shopper - christmas - sale	130	40_tesco_store_shopper_christmas
41	egypt - egyptian - mubarak - cairo - brotherhood	130	41_egypt_egyptian_mubarak_cairo
42	nhs - patient - care - hospital - health	128	42_nhs_patient_care_hospital
43	isis - iraq - iraqi - baghdad - syria	125	43_isis_iraq_iraqi_baghdad
44	show - letterman - odonnell - network - comedy	113	44_show_letterman_odonnell_network
45	ebola - liberia - virus - leone - sierra	112	45_ebola_liberia_virus_leone
46	property - house - estate - building - bedroom	111	46_property_house_estate_building
47	israeli - israel - gaza - palestinian - hamas	108	47_israeli_israel_gaza_palestinian
48	wine - alcohol - beer - drinking - drink	108	48_wine_alcohol_beer_drinking
49	weight - diet - size - stone - eating	108	49_weight_diet_size_stone
50	pope - francis - vatican - church - catholic	107	50_pope_francis_vatican_church
51	weather - rain - temperature - snow - flood	103	51_weather_rain_temperature_snow
52	syrian - syria - alassad - damascus - regime	103	52_syrian_syria_alassad_damascus
53	snow - storm - weather - inch - temperature	102	53_snow_storm_weather_inch
54	school - pupil - education - exam - schools	102	54_school_pupil_education_exam
55	horse - jockey - racing - zara - race	100	55_horse_jockey_racing_zara
56	marijuana - drug - cannabis - heroin - pot	95	56_marijuana_drug_cannabis_heroin
57	libyan - libya - gadhafi - tripoli - gadhafis	93	57_libyan_libya_gadhafi_tripoli
58	afghan - afghanistan - taliban - kabul - province	85	58_afghan_afghanistan_taliban_kabul
59	energy - price - petrol - litre - gas	82	59_energy_price_petrol_litre
60	climber - mountain - avalanche - everest - climbing	82	60_climber_mountain_avalanche_everest
61	mandela - mandelas - south - nelson - african	76	61_mandela_mandelas_south_nelson
62	transcript - student - todays - news - curriculum	75	62_transcript_student_todays_news
63	hacking - murdoch - brooks - news - coulson	74	63_hacking_murdoch_brooks_news
64	search - plane - flight - malaysia - ocean	74	64_search_plane_flight_malaysia
65	eu - european - britain - uk - immigration	72	65_eu_european_britain_uk
66	snowden - nsa - intelligence - surveillance - snowdens	67	66_snowden_nsa_intelligence_surveillance
67	delhi - india - rape - indian - woman	67	67_delhi_india_rape_indian
68	car - vehicle - jaguar - model - cars	67	68_car_vehicle_jaguar_model
69	eurozone - greece - euro - greek - debt	67	69_eurozone_greece_euro_greek
70	airline - ryanair - flight - passenger - airlines	66	70_airline_ryanair_flight_passenger
71	bank - barclays - lloyds - bonus - rbs	65	71_bank_barclays_lloyds_bonus
72	tsarnaev - boston - tamerlan - dzhokhar - bombing	63	72_tsarnaev_boston_tamerlan_dzhokhar
73	jackson - jacksons - murray - aeg - propofol	61	73_jackson_jacksons_murray_aeg
74	turkish - turkey - erdogan - turkeys - istanbul	61	74_turkish_turkey_erdogan_turkeys
75	lottery - ticket - jackpot - winning - powerball	60	75_lottery_ticket_jackpot_winning
76	fossil - dinosaur - neanderthals - mammoth - homo	59	76_fossil_dinosaur_neanderthals_mammoth
77	tax - pension - benefit - welfare - osborne	59	77_tax_pension_benefit_welfare
78	train - rail - derailed - track - crossing	57	78_train_rail_derailed_track
79	deportation - immigration - sham - uk - deported	57	79_deportation_immigration_sham_uk
80	oil - bp - gulf - spill - deepwater	56	80_oil_bp_gulf_spill
81	tobacco - smoking - cigarette - ecigarettes - nicotine	56	81_tobacco_smoking_cigarette_ecigarettes
82	billion - alumnus - worth - wealth - richest	56	82_billion_alumnus_worth_wealth
83	cuba - cuban - castro - havana - fidel	55	83_cuba_cuban_castro_havana
84	haiti - haitian - portauprince - earthquake - haitians	54	84_haiti_haitian_portauprince_earthquake
85	burial - archaeologist - tomb - skull - ancient	52	85_burial_archaeologist_tomb_skull
86	pistorius - steenkamp - reeva - oscar - nel	52	86_pistorius_steenkamp_reeva_oscar
87	bali - sandiford - indonesian - sukumaran - chan	52	87_bali_sandiford_indonesian_sukumaran
88	nba - basketball - lebron - james - miami	51	88_nba_basketball_lebron_james
89	driver - car - speed - driving - road	51	89_driver_car_speed_driving
90	reactor - nuclear - plant - radiation - fukushima	50	90_reactor_nuclear_plant_radiation
91	wedding - couple - married - bride - marriage	49	91_wedding_couple_married_bride
92	rio - sao - brazil - janeiro - paulo	49	92_rio_sao_brazil_janeiro
93	china - japanese - japan - chinese - island	49	93_china_japanese_japan_chinese
94	measles - vaccine - vaccination - mmr - autism	48	94_measles_vaccine_vaccination_mmr
95	police - robbery - officer - pc - gang	47	95_police_robbery_officer_pc
96	volcano - lava - eruption - ash - flow	46	96_volcano_lava_eruption_ash
97	novel - book - author - reading - poirot	46	97_novel_book_author_reading
98	crash - car - driver - accident - jenner	45	98_crash_car_driver_accident
99	ireland - ira - northern - belfast - sinn	44	99_ireland_ira_northern_belfast
100	island - beach - hoard - bimini - coin	44	100_island_beach_hoard_bimini
101	islamic - sharrouf - sydney - australia - elomar	44	101_islamic_sharrouf_sydney_australia
102	price - mortgage - cent - per - housing	44	102_price_mortgage_cent_per
103	armstrong - tour - lance - cycling - doping	43	103_armstrong_tour_lance_cycling
104	abbott - gillard - minister - prime - tony	42	104_abbott_gillard_minister_prime
105	fire - wildfire - firefighter - blaze - burned	41	105_fire_wildfire_firefighter_blaze
106	memorial - cemetery - veteran - vietnam - veterans	41	106_memorial_cemetery_veteran_vietnam
107	knox - sollecito - kercher - meredith - knoxs	41	107_knox_sollecito_kercher_meredith
108	charlie - hebdo - paris - kouachi - coulibaly	39	108_charlie_hebdo_paris_kouachi
109	education - student - teacher - school - teachers	39	109_education_student_teacher_school
110	hs2 - rail - train - tunnel - transport	39	110_hs2_rail_train_tunnel
111	climate - warming - global - change - emission	38	111_climate_warming_global_change
112	tornado - storm - oklahoma - twister - weather	36	112_tornado_storm_oklahoma_twister
113	mitchell - mp - rennard - lord - mr	36	113_mitchell_mp_rennard_lord
114	hiv - aids - infection - virus - testing	36	114_hiv_aids_infection_virus
115	miss - pageant - beauty - competition - universe	36	115_miss_pageant_beauty_competition
116	factory - bangladesh - garment - dhaka - building	36	116_factory_bangladesh_garment_dhaka
117	benghazi - attack - libya - stevens - ambassador	35	117_benghazi_attack_libya_stevens
118	earthquake - tsunami - quake - magnitude - warning	35	118_earthquake_tsunami_quake_magnitude
119	hurricane - storm - tropical - mph - wind	34	119_hurricane_storm_tropical_mph
120	bergdahl - guantanamo - bowe - detainee - taliban	34	120_bergdahl_guantanamo_bowe_detainee
121	pirate - ship - piracy - somali - somalia	34	121_pirate_ship_piracy_somali
122	flu - virus - mers - swine - vaccine	33	122_flu_virus_mers_swine
123	china - chinese - xi - dalai - chinas	33	123_china_chinese_xi_dalai
124	fraternity - kappa - university - campus - phi	33	124_fraternity_kappa_university_campus
125	typhoon - philippines - tacloban - storm - haiyan	32	125_typhoon_philippines_tacloban_storm
126	saudi - arabia - king - raif - alotaibi	32	126_saudi_arabia_king_raif
127	anthony - casey - anthonys - caylee - cindy	32	127_anthony_casey_anthonys_caylee
128	cosby - cosbys - drugged - allegation - comedian	31	128_cosby_cosbys_drugged_allegation
129	hotel - venice - hotels - properties - marriott	31	129_hotel_venice_hotels_properties
130	miner - mine - coal - mining - miners	31	130_miner_mine_coal_mining
131	church - archbishop - welby - bishop - canterbury	31	131_church_archbishop_welby_bishop
132	indias - delhi - india - indian - modi	30	132_indias_delhi_india_indian
133	woman - women - men - career - gap	30	133_woman_women_men_career
134	berlusconi - berlusconis - silvio - bunga - italian	30	134_berlusconi_berlusconis_silvio_bunga
135	al - qaeda - vinas - bin - laden	30	135_al_qaeda_vinas_bin
136	malawi - fgm - madonna - girl - makoni	30	136_malawi_fgm_madonna_girl
137	robot - 3d - printer - robots - robotics	29	137_robot_3d_printer_robots
138	soldier - afghanistan - helmand - afghan - corporal	29	138_soldier_afghanistan_helmand_afghan
139	sexual - assault - military - sinclair - cadet	29	139_sexual_assault_military_sinclair
140	bird - pigeon - squirrel - nest - birds	29	140_bird_pigeon_squirrel_nest
141	daley - jasmine - karen - married - kutcher	28	141_daley_jasmine_karen_married
142	thief - shop - cctv - stolen - raid	28	142_thief_shop_cctv_stolen
143	calais - migrant - port - lorry - ferry	28	143_calais_migrant_port_lorry
144	saleh - yemen - yemeni - sanaa - hadi	28	144_saleh_yemen_yemeni_sanaa
145	sloot - der - van - flores - holloway	28	145_sloot_der_van_flores
146	suu - kyi - myanmar - aung - kyis	28	146_suu_kyi_myanmar_aung
147	diamond - auction - sold - sothebys - jewellery	27	147_diamond_auction_sold_sothebys
148	tattoo - tattooing - tattoos - inked - hardy	27	148_tattoo_tattooing_tattoos_inked
149	madeleine - mccann - praia - luz - portuguese	27	149_madeleine_mccann_praia_luz
150	mladic - bosnian - serb - kosovo - serbia	26	150_mladic_bosnian_serb_kosovo
151	falklands - falkland - islands - argentina - malvinas	26	151_falklands_falkland_islands_argentina
152	philippines - philippine - sabah - aquino - cerantonio	26	152_philippines_philippine_sabah_aquino
153	hollande - trierweiler - sarkozy - hollandes - french	26	153_hollande_trierweiler_sarkozy_hollandes
154	bear - cub - wildlife - bears - zoo	26	154_bear_cub_wildlife_bears
155	va - veterans - veteran - shinseki - phoenix	26	155_va_veterans_veteran_shinseki
156	malala - taliban - pakistan - education - malalas	26	156_malala_taliban_pakistan_education
157	food - salmonella - recall - peanut - product	25	157_food_salmonella_recall_peanut
158	russian - plane - ukrainian - jet - ukraine	25	158_russian_plane_ukrainian_jet
159	breivik - oslo - utoya - breiviks - norwegian	25	159_breivik_oslo_utoya_breiviks
160	iraq - iraqi - isis - troop - military	25	160_iraq_iraqi_isis_troop
161	bangkok - yingluck - thaksin - thai - thailand	25	161_bangkok_yingluck_thaksin_thai
162	console - wii - xbox - game - nintendo	25	162_console_wii_xbox_game
163	internet - porn - pornography - online - filter	25	163_internet_porn_pornography_online
164	sandusky - penn - paterno - sanduskys - jerry	25	164_sandusky_penn_paterno_sanduskys
165	ice - glacier - antarctica - antarctic - melting	25	165_ice_glacier_antarctica_antarctic
166	khmer - cambodia - angkor - rouge - temple	24	166_khmer_cambodia_angkor_rouge
167	drug - cocaine - jailed - heroin - cannabis	23	167_drug_cocaine_jailed_heroin
168	yacht - superyacht - abramovich - eclipse - superyachts	23	168_yacht_superyacht_abramovich_eclipse
169	savile - bbc - jimmy - yewtree - saviles	23	169_savile_bbc_jimmy_yewtree
170	monis - hostage - siege - cafe - lindt	23	170_monis_hostage_siege_cafe
171	radio - bbc - listener - presenter - programme	23	171_radio_bbc_listener_presenter
172	obesity - obese - overweight - rate - weight	23	172_obesity_obese_overweight_rate
173	assange - wikileaks - embassy - sweden - julian	23	173_assange_wikileaks_embassy_sweden
174	dewani - anni - shrien - dewanis - tongo	23	174_dewani_anni_shrien_dewanis
175	iii - richard - leicester - king - remains	22	175_iii_richard_leicester_king
176	migrant - boat - gibraltar - lampedusa - spanish	22	176_migrant_boat_gibraltar_lampedusa
177	tsa - airport - knife - security - screening	22	177_tsa_airport_knife_security
178	accident - road - died - scene - riggien	22	178_accident_road_died_scene
179	toyota - recall - vehicle - automaker - car	22	179_toyota_recall_vehicle_automaker
180	strausskahn - diallo - strausskahns - sinclair - imf	22	180_strausskahn_diallo_strausskahns_sinclair
181	parking - council - warden - pickles - councils	21	181_parking_council_warden_pickles
182	cia - interrogation - torture - intelligence - cias	21	182_cia_interrogation_torture_intelligence
183	hasan - hood - fort - hasans - soldier	21	183_hasan_hood_fort_hasans
184	secret - agent - service - cartagena - white	21	184_secret_agent_service_cartagena
185	employee - customer - hostess - waitress - restaurant	21	185_employee_customer_hostess_waitress
186	christmas - tree - santa - santas - festive	21	186_christmas_tree_santa_santas
187	marathon - boston - runner - finish - race	21	187_marathon_boston_runner_finish
188	grey - shades - fifty - dornan - dakota	20	188_grey_shades_fifty_dornan
189	soldier - gibbs - military - deployment - afghanistan	20	189_soldier_gibbs_military_deployment
190	lohan - bynes - probation - lindsay - lohans	20	190_lohan_bynes_probation_lindsay
191	botox - cosmetic - surgery - facial - procedure	20	191_botox_cosmetic_surgery_facial
192	cancer - prostate - patient - treatment - drug	20	192_cancer_prostate_patient_treatment
193	spider - bite - widow - venom - bitten	20	193_spider_bite_widow_venom
194	petraeus - broadwell - kelley - paula - affair	20	194_petraeus_broadwell_kelley_paula
195	school - pupil - uniform - isolation - teacher	19	195_school_pupil_uniform_isolation
196	sex - relationship - lgbt - partner - men	19	196_sex_relationship_lgbt_partner
197	drug - possession - judelson - ricin - heroin	19	197_drug_possession_judelson_ricin
198	crime - police - officer - force - dizaei	19	198_crime_police_officer_force
199	hms - ship - navy - zumwalt - illustrious	19	199_hms_ship_navy_zumwalt
200	bieber - justin - biebers - jeremy - singer	19	200_bieber_justin_biebers_jeremy
201	sri - tamil - lanka - lankan - tigers	19	201_sri_tamil_lanka_lankan
202	sandy - hurricane - storm - jersey - katrina	18	202_sandy_hurricane_storm_jersey
203	hernandez - lloyd - hernandezs - odin - patriots	18	203_hernandez_lloyd_hernandezs_odin
204	liesheng - daredevil - yide - rope - tightrope	18	204_liesheng_daredevil_yide_rope
205	drug - ecstasy - mdma - dodgeon - spice	18	205_drug_ecstasy_mdma_dodgeon
206	aircraft - air - f35 - jet - fighter	18	206_aircraft_air_f35_jet
207	chemical - syria - syrian - weapon - regime	18	207_chemical_syria_syrian_weapon
208	bee - hive - swarm - insect - bees	17	208_bee_hive_swarm_insect
209	tibetan - tibet - tibetans - dalai - lama	17	209_tibetan_tibet_tibetans_dalai
210	hijab - veil - muslim - wear - muslims	17	210_hijab_veil_muslim_wear
211	ford - toronto - mayor - crack - rob	17	211_ford_toronto_mayor_crack
212	ring - diamond - jewel - jewellery - austen	17	212_ring_diamond_jewel_jewellery
213	dale - farm - lavender - council - eviction	17	213_dale_farm_lavender_council
214	skin - allergic - eb - allergy - leech	17	214_skin_allergic_eb_allergy
215	waste - plastic - bag - bin - landfill	16	215_waste_plastic_bag_bin
216	pole - expedition - antarctic - antarctica - scotts	16	216_pole_expedition_antarctic_antarctica
217	sony - north - pictures - korea - korean	16	217_sony_north_pictures_korea
218	driving - car - road - maxse - lynsey	16	218_driving_car_road_maxse
219	alzheimers - disease - dementia - drug - brain	16	219_alzheimers_disease_dementia_drug
220	sterling - clippers - donald - shelly - nba	16	220_sterling_clippers_donald_shelly
221	ferry - sewol - yoo - ship - crew	16	221_ferry_sewol_yoo_ship
222	statin - statins - cholesterol - yeast - aspirin	15	222_statin_statins_cholesterol_yeast
223	spains - rajoy - madrid - spanish - spain	15	223_spains_rajoy_madrid_spanish
224	jeffs - ranch - flds - fundamentalist - texas	15	224_jeffs_ranch_flds_fundamentalist
225	hazing - band - champion - marching - famu	15	225_hazing_band_champion_marching
226	ballet - dancer - dancing - dance - pole	15	226_ballet_dancer_dancing_dance
227	driving - pelly - drink - boynton - limit	15	227_driving_pelly_drink_boynton
228	tax - benefit - child - childcare - income	15	228_tax_benefit_child_childcare
229	tanning - skin - cancer - sunscreen - sun	15	229_tanning_skin_cancer_sunscreen
230	cocaine - frampton - drug - milani - suitcase	15	230_cocaine_frampton_drug_milani
231	vitamin - asthma - trudeau - fat - dementia	14	231_vitamin_asthma_trudeau_fat
232	harris - rolf - indecent - alwen - assault	14	232_harris_rolf_indecent_alwen
233	selfdriving - car - autonomous - driverless - google	14	233_selfdriving_car_autonomous_driverless
234	canadian - zehafbibeau - parliament - ottawa - cirillo	14	234_canadian_zehafbibeau_parliament_ottawa
235	rigby - fusilier - lee - woolwich - rigbys	14	235_rigby_fusilier_lee_woolwich
236	space - lunar - chinas - moon - china	14	236_space_lunar_chinas_moon
237	dubai - mcredmond - blake - dalelv - sex	14	237_dubai_mcredmond_blake_dalelv
238	blackwater - iraqi - contractor - wuterich - guard	14	238_blackwater_iraqi_contractor_wuterich
239	economy - growth - cent - per - gdp	14	239_economy_growth_cent_per
240	garrido - dugard - garridos - jaycee - parole	13	240_garrido_dugard_garridos_jaycee
241	circumcision - circumcised - hpv - study - foreskin	13	241_circumcision_circumcised_hpv_study
242	school - ofsted - trojan - education - birmingham	13	242_school_ofsted_trojan_education
243	scientology - miscavige - cruise - church - connor	13	243_scientology_miscavige_cruise_church
244	organic - fruit - food - fish - pcbs	13	244_organic_fruit_food_fish
245	bus - driver - crash - truck - highway	13	245_bus_driver_crash_truck
246	smog - pollution - beijing - haze - china	13	246_smog_pollution_beijing_haze
247	dotcom - megaupload - piracy - copyright - copyrighted	13	247_dotcom_megaupload_piracy_copyright
248	drone - drones - avenger - flying - dji	12	248_drone_drones_avenger_flying
249	antibiotic - bacteria - mrsa - cre - fda	12	249_antibiotic_bacteria_mrsa_cre
250	cyber - computer - cyberwar - stuxnet - attack	12	250_cyber_computer_cyberwar_stuxnet
251	afghanistan - afghan - karzai - taliban - troop	12	251_afghanistan_afghan_karzai_taliban
252	porn - dating - date - woman - men	12	252_porn_dating_date_woman
253	holiday - hotel - ill - resort - hygiene	12	253_holiday_hotel_ill_resort
254	bike - motorcycle - electric - speed - rider	12	254_bike_motorcycle_electric_speed
255	slumdog - okkhoy - bollywood - lala - india	11	255_slumdog_okkhoy_bollywood_lala
256	krim - ortega - leo - lulu - marina	11	256_krim_ortega_leo_lulu
257	water - reservoir - swonger - orme - epa	11	257_water_reservoir_swonger_orme
258	shafilea - ahmed - shafileas - alesha - trup	11	258_shafilea_ahmed_shafileas_alesha
259	wright - howells - vaisey - poynton - tom	11	259_wright_howells_vaisey_poynton
260	asylum - seeker - refugee - australia - manus	11	260_asylum_seeker_refugee_australia
261	williams - robin - puhar - suicide - mccready	11	261_williams_robin_puhar_suicide
262	eta - basque - spain - spanish - lorca	11	262_eta_basque_spain_spanish
263	wifi - hacker - santamarta - computer - signal	11	263_wifi_hacker_santamarta_computer
264	art - kung - fu - hong - kong	10	264_art_kung_fu_hong
265	game - sonic - bioshock - infinite - xbox	10	265_game_sonic_bioshock_infinite
266	violin - suzuki - piano - instrument - music	10	266_violin_suzuki_piano_instrument
267	hernandez - etan - patz - etans - fishbein	10	267_hernandez_etan_patz_etans
268	oil - coconut - skin - ramona - troyer	10	268_oil_coconut_skin_ramona
269	penguin - ddt - bird - chick - goose	10	269_penguin_ddt_bird_chick
270	cunningham - josie - nhs - 4800 - breast	10	270_cunningham_josie_nhs_4800
271	cay - island - map - bahamas - london	9	271_cay_island_map_bahamas
272	poppy - legion - ceramic - tower - seller	9	272_poppy_legion_ceramic_tower
273	trade - towers - center - tower - colaio	9	273_trade_towers_center_tower
274	ghost - paranormal - haunted - castle - dickson	9	274_ghost_paranormal_haunted_castle
275	robbery - darville - immanuel - bank - punched	9	275_robbery_darville_immanuel_bank
276	nobel - prize - peace - jagland - liu	9	276_nobel_prize_peace_jagland
277	alhilli - mollier - maillaud - alhillis - saad	9	277_alhilli_mollier_maillaud_alhillis
278	brown - rihanna - chris - browns - drake	9	278_brown_rihanna_chris_browns
279	energy - oil - schwarzenegger - solar - fisker	9	279_energy_oil_schwarzenegger_solar
280	visitors - disney - annual - walt - park	8	280_visitors_disney_annual_walt
281	cordle - canzani - tomica - barbour - sheen	8	281_cordle_canzani_tomica_barbour
282	aid - 07 - budget - greening - development	8	282_aid_07_budget_greening
283	manning - mannings - wikileaks - bradley - coombs	8	283_manning_mannings_wikileaks_bradley
284	dow - market - stock - investor - debt	8	284_dow_market_stock_investor
285	robertson - duck - robertsons - dynasty - ae	8	285_robertson_duck_robertsons_dynasty
286	diabetes - cancer - drip - vitamin - obesity	8	286_diabetes_cancer_drip_vitamin
287	school - skirt - ashlyn - teacher - child	8	287_school_skirt_ashlyn_teacher
288	zimbabwe - zimbabwes - currency - mugabe - biti	8	288_zimbabwe_zimbabwes_currency_mugabe
289	hockey - sutter - savran - penguins - mumps	8	289_hockey_sutter_savran_penguins
290	tailgating - notre - tailgate - university - sioux	8	290_tailgating_notre_tailgate_university
291	routh - littlefield - kyle - rouths - kyles	8	291_routh_littlefield_kyle_rouths
292	chahal - chaney - hacker - chahals - celebrity	7	292_chahal_chaney_hacker_chahals
293	lighthouse - roundabout - chalet - hut - cottage	7	293_lighthouse_roundabout_chalet_hut
294	lego - toy - minifigures - bartneck - legos	7	294_lego_toy_minifigures_bartneck
295	bus - boyse - buggy - paryss - prom	7	295_bus_boyse_buggy_paryss
296	road - sarkar - jennie - clyst - garrett	7	296_road_sarkar_jennie_clyst
297	horse - meat - food - beef - horsemeat	7	297_horse_meat_food_beef
298	tarnawskyj - houghtaling - goff - gosnell - korbyn	7	298_tarnawskyj_houghtaling_goff_gosnell
299	breast - cancer - gene - mastectomy - preventative	7	299_breast_cancer_gene_mastectomy
300	card - krebs - credit - hodirevski - password	7	300_card_krebs_credit_hodirevski
301	ugandan - uganda - homosexuality - gay - homosexual	7	301_ugandan_uganda_homosexuality_gay
302	kangbashi - construction - building - ordos - buddha	7	302_kangbashi_construction_building_ordos
303	colligan - trifonovs - shahin - peers - salford	7	303_colligan_trifonovs_shahin_peers
304	medicine - salve - pain - pots - cancer	7	304_medicine_salve_pain_pots
305	iraq - isis - campbell - dossier - cameron	6	305_iraq_isis_campbell_dossier
306	sleep - sleeping - hour - hours - ptacek	6	306_sleep_sleeping_hour_hours
307	xinhua - sichuan - quake - province - houston	6	307_xinhua_sichuan_quake_province
308	sperm - pill - fertility - contraception - juno	6	308_sperm_pill_fertility_contraception
309	vandenburg - batey - vanderbilt - rape - vandenburgs	6	309_vandenburg_batey_vanderbilt_rape
310	fracking - shale - drilling - gas - balcombe	6	310_fracking_shale_drilling_gas
311	flu - swine - virus - pandemic - cdc	6	311_flu_swine_virus_pandemic
312	thatcher - lady - funeral - thatchers - ritz	6	312_thatcher_lady_funeral_thatchers
313	clarkson - plate - gear - bbc - presenter	5	313_clarkson_plate_gear_bbc
314	merkel - snowden - german - spying - merkels	5	314_merkel_snowden_german_spying
315	assisted - euthanasia - suicide - netherlands - patient	5	315_assisted_euthanasia_suicide_netherlands
316	sochi - games - skater - kozak - winter	5	316_sochi_games_skater_kozak
317	bbc - corporation - yentob - staff - bbcs	5	317_bbc_corporation_yentob_staff
318	cicinelli - ramos - thomas - channing - hartwig	5	318_cicinelli_ramos_thomas_channing
319	apartment - porsche - suite - building - nawaf	5	319_apartment_porsche_suite_building
320	restaurant - attica - airport - melbourne - sepia	5	320_restaurant_attica_airport_melbourne
321	fountain - phantom - rap - coronation - actor	5	321_fountain_phantom_rap_coronation
322	hutton - hamzah - mchale - byrne - levina	5	322_hutton_hamzah_mchale_byrne
323	breastfeeding - carene - breast - prediction - gender	5	323_breastfeeding_carene_breast_prediction
324	driscoll - church - penis - mcfarland - pastor	5	324_driscoll_church_penis_mcfarland
325	garden - plant - kew - wisteria - flower	5	325_garden_plant_kew_wisteria

Training hyperparameters

• calculate_probabilities: True
• 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

Framework versions

• Numpy: 1.22.4
• HDBSCAN: 0.8.33
• UMAP: 0.5.3
• Pandas: 1.5.3
• Scikit-Learn: 1.2.2
• Sentence-transformers: 2.2.2
• Transformers: 4.31.0
• Numba: 0.57.1
• Plotly: 5.13.1
• Python: 3.10.12