cnn_dailymail_6789_200000_100000_v1_150topics_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_6789_200000_100000_v1_150topics_train")

topic_model.get_topic_info()

Topic overview

• Number of topics: 150
• Number of training documents: 200000

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	said - one - year - people - also	5	-1_said_one_year_people
0	league - player - club - cup - goal	104194	0_league_player_club_cup
1	police - said - told - murder - court	19383	1_police_said_told_murder
2	security - us - military - government - said	14660	2_security_us_military_government
3	race - win - champion - open - murray	6315	3_race_win_champion_open
4	nfl - fight - game - team - player	4973	4_nfl_fight_game_team
5	dog - animal - cat - zoo - pet	2700	5_dog_animal_cat_zoo
6	obama - republican - president - republicans - romney	2115	6_obama_republican_president_republicans
7	car - driver - driving - vehicle - road	2068	7_car_driver_driving_vehicle
8	flight - plane - passenger - airline - airport	2016	8_flight_plane_passenger_airline
9	nhs - bank - patient - eu - cent	1995	9_nhs_bank_patient_eu
10	show - film - cosby - movie - actor	1914	10_show_film_cosby_movie
11	weather - storm - snow - rain - water	1874	11_weather_storm_snow_rain
12	shark - whale - ship - oil - sea	1577	12_shark_whale_ship_oil
13	fashion - art - painting - artist - collection	1513	13_fashion_art_painting_artist
14	war - soldier - army - scotland - british	1485	14_war_soldier_army_scotland
15	space - earth - mars - planet - nasa	1300	15_space_earth_mars_planet
16	ebola - virus - disease - health - outbreak	1212	16_ebola_virus_disease_health
17	russian - russia - ukraine - putin - ukrainian	1193	17_russian_russia_ukraine_putin
18	haiti - cuba - chavez - cuban - president	1173	18_haiti_cuba_chavez_cuban
19	korea - north - korean - kim - south	1120	19_korea_north_korean_kim
20	china - chinese - chinas - hong - beijing	928	20_china_chinese_chinas_hong
21	property - house - price - home - estate	909	21_property_house_price_home
22	mandela - africa - african - boko - haram	884	22_mandela_africa_african_boko
23	bali - thai - thailand - philippines - bangkok	866	23_bali_thai_thailand_philippines
24	apple - iphone - device - apples - ipad	862	24_apple_iphone_device_apples
25	prince - royal - duchess - queen - princess	827	25_prince_royal_duchess_queen
26	fire - blaze - firefighter - smoke - flame	769	26_fire_blaze_firefighter_smoke
27	mexico - mexican - cartel - border - drug	746	27_mexico_mexican_cartel_border
28	food - sugar - diet - calorie - chocolate	739	28_food_sugar_diet_calorie
29	school - education - pupil - schools - teacher	725	29_school_education_pupil_schools
30	india - delhi - indian - indias - singh	558	30_india_delhi_indian_indias
31	facebook - user - app - social - twitter	537	31_facebook_user_app_social
32	album - music - song - bieber - band	536	32_album_music_song_bieber
33	pope - vatican - francis - church - cardinal	534	33_pope_vatican_francis_church
34	name - child - boo - baby - wedding	525	34_name_child_boo_baby
35	marijuana - smoking - tobacco - drug - cannabis	520	35_marijuana_smoking_tobacco_drug
36	sandusky - penn - student - paterno - fraternity	505	36_sandusky_penn_student_paterno
37	internet - computer - hacker - online - user	490	37_internet_computer_hacker_online
38	weight - size - diet - stone - fat	466	38_weight_size_diet_stone
39	book - novel - author - shades - potter	398	39_book_novel_author_shades
40	japan - japanese - china - nuclear - reactor	397	40_japan_japanese_china_nuclear
41	marriage - samesex - gay - state - court	396	41_marriage_samesex_gay_state
42	ancient - archaeologist - tomb - roman - site	384	42_ancient_archaeologist_tomb_roman
43	cancer - patient - skin - breast - treatment	381	43_cancer_patient_skin_breast
44	mayor - ford - weiner - occupy - blasio	374	44_mayor_ford_weiner_occupy
45	energy - gas - price - fracking - oil	361	45_energy_gas_price_fracking
46	saatchi - madoff - ecclestone - lawson - nigella	318	46_saatchi_madoff_ecclestone_lawson
47	abortion - baby - ivf - breastfeeding - woman	312	47_abortion_baby_ivf_breastfeeding
48	christmas - shopper - shopping - tree - store	309	48_christmas_shopper_shopping_tree
49	nazi - hitler - jews - camp - auschwitz	308	49_nazi_hitler_jews_camp
50	climate - ice - warming - change - carbon	275	50_climate_ice_warming_change
51	berlusconi - italian - roma - berlusconis - mafia	263	51_berlusconi_italian_roma_berlusconis
52	rail - train - hs2 - london - passenger	260	52_rail_train_hs2_london
53	transcript - student - news - todays - cnn	256	53_transcript_student_news_todays
54	lottery - ticket - jackpot - winning - powerball	248	54_lottery_ticket_jackpot_winning
55	abbott - minister - australian - asylum - australia	239	55_abbott_minister_australian_asylum
56	fossil - specie - neanderthals - dinosaur - human	237	56_fossil_specie_neanderthals_dinosaur
57	kasem - hospital - euthanasia - ashya - kerri	224	57_kasem_hospital_euthanasia_ashya
58	hotel - beach - island - resort - city	223	58_hotel_beach_island_resort
59	robot - 3d - printer - toy - technology	214	59_robot_3d_printer_toy
60	jackson - jacksons - aeg - murray - michael	209	60_jackson_jacksons_aeg_murray
61	brain - autism - sleep - alzheimers - adhd	208	61_brain_autism_sleep_alzheimers
62	food - meat - product - cull - beef	204	62_food_meat_product_cull
63	game - console - xbox - gaming - playstation	201	63_game_console_xbox_gaming
64	hollande - sarkozy - trierweiler - french - francois	196	64_hollande_sarkozy_trierweiler_french
65	alcohol - wine - drinking - beer - drink	180	65_alcohol_wine_drinking_beer
66	woman - childcare - child - benefit - work	174	66_woman_childcare_child_benefit
67	tower - building - 911 - memorial - york	172	67_tower_building_911_memorial
68	epstein - prince - roberts - andrew - sex	162	68_epstein_prince_roberts_andrew
69	wars - film - star - movie - hobbit	152	69_wars_film_star_movie
70	spanish - gibraltar - spain - eta - basque	143	70_spanish_gibraltar_spain_eta
71	jobs - billion - apple - wealth - gates	139	71_jobs_billion_apple_wealth
72	waste - water - bag - plastic - toilet	137	72_waste_water_bag_plastic
73	sotomayor - court - justice - supreme - ginsburg	131	73_sotomayor_court_justice_supreme
74	falklands - clarkson - argentina - falkland - islands	130	74_falklands_clarkson_argentina_falkland
75	miner - mine - factory - garment - bangladesh	129	75_miner_mine_factory_garment
76	fgm - circumcision - hpv - genital - mutilation	127	76_fgm_circumcision_hpv_genital
77	pollution - allergy - air - smog - pollen	115	77_pollution_allergy_air_smog
78	bosnian - mladic - serb - srebrenica - war	113	78_bosnian_mladic_serb_srebrenica
79	eye - ear - hand - surgery - implant	100	79_eye_ear_hand_surgery
80	vitamin - statin - caffeine - risk - heart	98	80_vitamin_statin_caffeine_risk
81	jeffs - flds - utah - church - polygamy	95	81_jeffs_flds_utah_church
82	travolta - scientology - polanski - church - cruise	93	82_travolta_scientology_polanski_church
83	toyota - recall - gm - vehicle - ignition	92	83_toyota_recall_gm_vehicle
84	miss - pageant - beauty - competition - universe	89	84_miss_pageant_beauty_competition
85	kyle - routh - sniper - littlefield - kyles	85	85_kyle_routh_sniper_littlefield
86	veil - muslim - niqab - ban - burka	81	86_veil_muslim_niqab_ban
87	hair - amish - beard - mullet - moustache	79	87_hair_amish_beard_mullet
88	cruise - amoeba - norovirus - ill - illness	78	88_cruise_amoeba_norovirus_ill
89	ring - diamond - jewelry - jewellery - heist	76	89_ring_diamond_jewelry_jewellery
90	corruption - country - population - index - happiness	76	90_corruption_country_population_index
91	clown - ghost - haunted - exorcism - ghostly	73	91_clown_ghost_haunted_exorcism
92	bobbi - kristina - houston - whitney - gordon	68	92_bobbi_kristina_houston_whitney
93	dubai - hajj - pilgrim - mecca - mme	68	93_dubai_hajj_pilgrim_mecca
94	balloon - heene - trappe - falcon - circus	66	94_balloon_heene_trappe_falcon
95	park - ski - canyon - national - cave	64	95_park_ski_canyon_national
96	expedition - pole - antarctic - ice - ship	64	96_expedition_pole_antarctic_ice
97	hockey - nhl - ice - game - kings	63	97_hockey_nhl_ice_game
98	bull - gored - pamplona - bullfighting - bullfight	62	98_bull_gored_pamplona_bullfighting
99	king - luther - civil - lincoln - kings	61	99_king_luther_civil_lincoln
100	bucket - bowl - als - challenge - puppy	60	100_bucket_bowl_als_challenge
101	tibetan - tibet - dalai - tibetans - lama	60	101_tibetan_tibet_dalai_tibetans
102	mushroom - ash - tree - pumpkin - plant	59	102_mushroom_ash_tree_pumpkin
103	ballet - filin - bolshoi - dancer - dmitrichenko	50	103_ballet_filin_bolshoi_dancer
104	gm - crop - food - plant - genetically	50	104_gm_crop_food_plant
105	disney - disneyland - walt - park - frozen	45	105_disney_disneyland_walt_park
106	nuclear - davos - treaty - obama - weapon	45	106_nuclear_davos_treaty_obama
107	bitcoin - currency - coin - bitcoins - note	43	107_bitcoin_currency_coin_bitcoins
108	gun - laser - 3d - printer - weapon	42	108_gun_laser_3d_printer
109	teeth - dentist - dental - tooth - denture	40	109_teeth_dentist_dental_tooth
110	fragrance - scent - perfume - smell - bottle	39	110_fragrance_scent_perfume_smell
111	holiday - apd - tax - flight - thanksgiving	38	111_holiday_apd_tax_flight
112	oldest - age - imich - okawa - birthday	36	112_oldest_age_imich_okawa
113	plate - search - camera - police - database	36	113_plate_search_camera_police
114	kitty - hello - hong - kong - sanrio	32	114_kitty_hello_hong_kong
115	nobel - prize - peace - award - committee	31	115_nobel_prize_peace_award
116	violin - orchestra - stradivarius - instrument - stradivari	31	116_violin_orchestra_stradivarius_instrument
117	dna - graphene - cell - genome - synthetic	30	117_dna_graphene_cell_genome
118	teresa - giudice - gabor - anhalt - zsa	29	118_teresa_giudice_gabor_anhalt
119	gandolfini - sopranos - gandolfinis - soprano - actor	27	119_gandolfini_sopranos_gandolfinis_soprano
120	turing - bletchley - enigma - turings - code	26	120_turing_bletchley_enigma_turings
121	nelson - napoleon - battle - trafalgar - hms	26	121_nelson_napoleon_battle_trafalgar
122	redskins - name - native - snyder - mascot	25	122_redskins_name_native_snyder
123	marilyn - fawcett - monroe - oneal - farrah	25	123_marilyn_fawcett_monroe_oneal
124	helmet - virtual - oculus - headset - vr	25	124_helmet_virtual_oculus_headset
125	eurovision - contest - song - conchita - azerbaijan	23	125_eurovision_contest_song_conchita
126	flag - union - national - flags - st	21	126_flag_union_national_flags
127	clooney - amal - alamuddin - chao - george	20	127_clooney_amal_alamuddin_chao
128	python - monty - cleese - pythons - idle	19	128_python_monty_cleese_pythons
129	accent - dialect - language - cromarty - sound	19	129_accent_dialect_language_cromarty
130	mayan - apocalypse - maya - calendar - end	18	130_mayan_apocalypse_maya_calendar
131	evolution - creationism - scientific - intelligent - theory	18	131_evolution_creationism_scientific_intelligent
132	prabowo - indonesia - jakarta - widodo - jokowi	17	132_prabowo_indonesia_jakarta_widodo
133	favourite - fan - top - yougov - five	15	133_favourite_fan_top_yougov
134	detroit - poverty - city - census - rate	15	134_detroit_poverty_city_census
135	arafat - arafats - polonium - palestinian - polonium210	15	135_arafat_arafats_polonium_palestinian
136	dmlaterbundle - twittervia - lanza - zann - ilfracombe	13	136_dmlaterbundle_twittervia_lanza_zann
137	clock - time - hour - daylight - westworth	13	137_clock_time_hour_daylight
138	ikea - furniture - ikeas - kamprad - fsc	12	138_ikea_furniture_ikeas_kamprad
139	phone - radiation - mobile - cancer - cell	10	139_phone_radiation_mobile_cancer
140	dangi - guinness - kulkarni - tall - mruga	9	140_dangi_guinness_kulkarni_tall
141	vick - vicks - nfl - falcons - virginia	9	141_vick_vicks_nfl_falcons
142	bulb - light - leds - paddle - bulbs	8	142_bulb_light_leds_paddle
143	wormhole - photon - teleportation - relativity - warp	7	143_wormhole_photon_teleportation_relativity
144	bundy - cliven - bundys - cattle - land	6	144_bundy_cliven_bundys_cattle
145	valentines - cuddle - romantic - hess - cuddling	6	145_valentines_cuddle_romantic_hess
146	port - cairo - almasry - egypt - ministry	6	146_port_cairo_almasry_egypt
147	sanford - sanfords - jenny - carolina - mark	5	147_sanford_sanfords_jenny_carolina
148	deeds - gus - creigh - virginia - son	5	148_deeds_gus_creigh_virginia

Training hyperparameters

• calculate_probabilities: False
• language: english
• low_memory: False
• min_topic_size: 10
• n_gram_range: (1, 1)
• nr_topics: 150
• seed_topic_list: None
• top_n_words: 10
• verbose: False

Framework versions

• Numpy: 1.23.5
• 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: 5.15.0
• Python: 3.10.12