cnn_dailymail_108_50000_25000_test

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_test")

topic_model.get_topic_info()

Topic overview

• Number of topics: 126
• Number of training documents: 11490

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	said - one - year - also - would	5	-1_said_one_year_also
0	madrid - real - barcelona - atletico - ronaldo	6198	0_madrid_real_barcelona_atletico
1	isis - syria - islamic - group - iraqi	263	1_isis_syria_islamic_group
2	baby - cancer - hospital - birth - mother	189	2_baby_cancer_hospital_birth
3	fight - mayweather - pacquiao - manny - floyd	177	3_fight_mayweather_pacquiao_manny
4	driver - car - vehicle - road - crash	163	4_driver_car_vehicle_road
5	united - van - manchester - gaal - city	156	5_united_van_manchester_gaal
6	labour - ukip - party - mr - miliband	129	6_labour_ukip_party_mr
7	masters - woods - augusta - mcilroy - spieth	117	7_masters_woods_augusta_mcilroy
8	england - test - wicket - cricket - anderson	115	8_england_test_wicket_cricket
9	fashion - dress - model - collection - designer	107	9_fashion_dress_model_collection
10	school - student - teacher - sexual - sex	105	10_school_student_teacher_sexual
11	minute - wigan - goal - watford - league	99	11_minute_wigan_goal_watford
12	chocolate - food - sugar - egg - chicken	97	12_chocolate_food_sugar_egg
13	liverpool - sterling - rodgers - gerrard - raheem	93	13_liverpool_sterling_rodgers_gerrard
14	celtic - rangers - scottish - inverness - mccall	91	14_celtic_rangers_scottish_inverness
15	clinton - hillary - clintons - president - campaign	90	15_clinton_hillary_clintons_president
16	lion - animal - zoo - elephant - bear	89	16_lion_animal_zoo_elephant
17	dog - cat - animal - pet - owner	89	17_dog_cat_animal_pet
18	saracens - rugby - clermont - wasps - toulon	75	18_saracens_rugby_clermont_wasps
19	murray - djokovic - open - berdych - miami	74	19_murray_djokovic_open_berdych
20	chelsea - mourinho - chelseas - hazard - league	70	20_chelsea_mourinho_chelseas_hazard
21	villa - sherwood - benteke - ramsey - aston	68	21_villa_sherwood_benteke_ramsey
22	property - home - house - room - estate	68	22_property_home_house_room
23	arsenal - wenger - gunners - arsene - sanchez	66	23_arsenal_wenger_gunners_arsene
24	planet - earth - solar - surface - moon	66	24_planet_earth_solar_surface
25	hamilton - rosberg - race - mercedes - prix	66	25_hamilton_rosberg_race_mercedes
26	bayern - guardiola - porto - munich - pep	64	26_bayern_guardiola_porto_munich
27	wars - film - star - movie - trailer	62	27_wars_film_star_movie
28	hughes - capitol - security - snowden - gyrocopter	60	28_hughes_capitol_security_snowden
29	newcastle - sunderland - carver - game - fan	58	29_newcastle_sunderland_carver_game
30	gray - police - baltimore - officer - grays	56	30_gray_police_baltimore_officer
31	shot - shooting - police - gun - said	56	31_shot_shooting_police_gun
32	flight - plane - passenger - airport - airline	53	32_flight_plane_passenger_airport
33	nepal - earthquake - kathmandu - everest - quake	53	33_nepal_earthquake_kathmandu_everest
34	prince - royal - duchess - princess - queen	51	34_prince_royal_duchess_princess
35	hotel - island - resort - sea - room	49	35_hotel_island_resort_sea
36	fire - blaze - flame - smoke - firefighter	48	36_fire_blaze_flame_smoke
37	ship - vessel - boat - crew - titanic	48	37_ship_vessel_boat_crew
38	mccoy - jockey - race - ride - ap	47	38_mccoy_jockey_race_ride
39	chan - sukumaran - execution - bali - indonesian	46	39_chan_sukumaran_execution_bali
40	anzac - gallipoli - war - australian - sbs	45	40_anzac_gallipoli_war_australian
41	weight - size - stone - eating - food	44	41_weight_size_stone_eating
42	migrant - boat - libya - mediterranean - italian	42	42_migrant_boat_libya_mediterranean
43	iran - nuclear - deal - agreement - irans	41	43_iran_nuclear_deal_agreement
44	shark - whale - fish - seal - dolphin	41	44_shark_whale_fish_seal
45	manziel - nfl - game - sox - quarterback	41	45_manziel_nfl_game_sox
46	yemen - saudi - houthi - houthis - rebel	40	46_yemen_saudi_houthi_houthis
47	money - fraud - court - bank - account	39	47_money_fraud_court_bank
48	cave - dinosaur - neanderthals - bone - researcher	35	48_cave_dinosaur_neanderthals_bone
49	bruce - bobbi - bobby - jenner - kris	35	49_bruce_bobbi_bobby_jenner
50	pardew - premier - ham - league - palace	34	50_pardew_premier_ham_league
51	hernandez - lloyd - hernandezs - odin - murder	34	51_hernandez_lloyd_hernandezs_odin
52	apple - watch - battery - iphone - samsung	33	52_apple_watch_battery_iphone
53	law - marriage - religious - samesex - gay	32	53_law_marriage_religious_samesex
54	tsarnaev - boston - dzhokhar - marathon - tamerlan	32	54_tsarnaev_boston_dzhokhar_marathon
55	buckley - police - glasgow - murder - miss	32	55_buckley_police_glasgow_murder
56	slager - scott - officer - charleston - taser	31	56_slager_scott_officer_charleston
57	alshabaab - garissa - kenya - kenyan - somalia	31	57_alshabaab_garissa_kenya_kenyan
58	marathon - running - race - runner - run	29	58_marathon_running_race_runner
59	tax - labour - osborne - economy - balls	29	59_tax_labour_osborne_economy
60	aldi - phone - per - tesco - app	29	60_aldi_phone_per_tesco
61	dellinger - langlais - murder - fradeneck - body	29	61_dellinger_langlais_murder_fradeneck
62	vault - gang - raid - thief - hatton	28	62_vault_gang_raid_thief
63	lubitz - germanwings - flight - crash - plane	27	63_lubitz_germanwings_flight_crash
64	janner - lord - saunders - abuse - public	27	64_janner_lord_saunders_abuse
65	point - nba - playoff - scored - rebound	27	65_point_nba_playoff_scored
66	kane - tottenham - pochettino - townsend - spurs	27	66_kane_tottenham_pochettino_townsend
67	groening - camp - auschwitz - nazi - kor	26	67_groening_camp_auschwitz_nazi
68	crucible - osullivan - selby - frame - doherty	25	68_crucible_osullivan_selby_frame
69	korea - kim - korean - north - seoul	25	69_korea_kim_korean_north
70	melbourne - australia - islamic - rally - australian	25	70_melbourne_australia_islamic_rally
71	nhs - patient - gp - gps - ae	25	71_nhs_patient_gp_gps
72	bates - harris - tulsa - deputy - taser	25	72_bates_harris_tulsa_deputy
73	artist - art - paint - painting - colouring	25	73_artist_art_paint_painting
74	south - johannesburg - africa - african - violence	24	74_south_johannesburg_africa_african
75	phelps - ennishill - olympic - bolt - championships	24	75_phelps_ennishill_olympic_bolt
76	scott - leeton - stephanie - ms - scotts	23	76_scott_leeton_stephanie_ms
77	cancer - breast - prostate - gene - treatment	23	77_cancer_breast_prostate_gene
78	clarkson - gear - bbc - hammond - top	21	78_clarkson_gear_bbc_hammond
79	russian - putin - russia - ukraine - moscow	21	79_russian_putin_russia_ukraine
80	marijuana - cannabis - drug - hemp - medical	21	80_marijuana_cannabis_drug_hemp
81	emoji - app - user - facebook - instagram	21	81_emoji_app_user_facebook
82	brain - memory - dementia - study - rat	20	82_brain_memory_dementia_study
83	vaccine - vaccination - cough - whooping - autism	19	83_vaccine_vaccination_cough_whooping
84	boko - haram - nigeria - buhari - nigerian	19	84_boko_haram_nigeria_buhari
85	housing - tenant - buy - association - property	19	85_housing_tenant_buy_association
86	benaud - cricket - richie - test - commentator	18	86_benaud_cricket_richie_test
87	space - rocket - spacex - launch - astronaut	18	87_space_rocket_spacex_launch
88	cuba - castro - obama - cuban - president	18	88_cuba_castro_obama_cuban
89	kun - pingan - xie - baby - china	18	89_kun_pingan_xie_baby
90	song - music - studio - abbey - manuscript	17	90_song_music_studio_abbey
91	holpin - funeral - care - child - older	17	91_holpin_funeral_care_child
92	diamond - underground - rock - cave - garnet	17	92_diamond_underground_rock_cave
93	sydney - storm - ses - flooding - weather	17	93_sydney_storm_ses_flooding
94	china - chinese - chinas - gao - organ	17	94_china_chinese_chinas_gao
95	genocide - armenians - armenian - pope - ottoman	16	95_genocide_armenians_armenian_pope
96	dunblane - murray - andy - cathedral - wedding	16	96_dunblane_murray_andy_cathedral
97	weather - temperature - warm - sunshine - yesterday	15	97_weather_temperature_warm_sunshine
98	crash - died - manyang - accident - guode	15	98_crash_died_manyang_accident
99	brandt - dr - kimmy - franff - fredric	14	99_brandt_dr_kimmy_franff
100	mchenry - britt - towing - espn - battilana	14	100_mchenry_britt_towing_espn
101	population - cent - per - immigrant - country	14	101_population_cent_per_immigrant
102	tornado - storm - weather - hail - severe	13	102_tornado_storm_weather_hail
103	school - exam - pupil - math - english	13	103_school_exam_pupil_math
104	klopp - dortmund - tuchel - borussia - bundesliga	13	104_klopp_dortmund_tuchel_borussia
105	water - drought - california - state - snow	12	105_water_drought_california_state
106	fifa - blatter - uefa - chess - football	12	106_fifa_blatter_uefa_chess
107	koeman - southampton - saints - fuchs - season	12	107_koeman_southampton_saints_fuchs
108	nuclear - reactor - radiation - plant - fukushima	12	108_nuclear_reactor_radiation_plant
109	car - audi - electric - vehicle - motor	11	109_car_audi_electric_vehicle
110	glitter - sex - nauru - sexual - mee	11	110_glitter_sex_nauru_sexual
111	luke - search - eildon - shambrook - missing	11	111_luke_search_eildon_shambrook
112	music - spotify - radio - streaming - service	11	112_music_spotify_radio_streaming
113	pusok - deputy - officer - mcmahon - bernardino	9	113_pusok_deputy_officer_mcmahon
114	valle - hilbert - gilberto - dmx - whittington	8	114_valle_hilbert_gilberto_dmx
115	alcohol - oak - wine - drinking - bottle	7	115_alcohol_oak_wine_drinking
116	dollar - g650 - jesus - catholic - god	7	116_dollar_g650_jesus_catholic
117	hair - labium - cheryl - finn - woman	7	117_hair_labium_cheryl_finn
118	okawa - oldest - guinness - weber - weaver	7	118_okawa_oldest_guinness_weber
119	martinez - everton - mirallas - lennon - roberto	6	119_martinez_everton_mirallas_lennon
120	karmel - diet - paleo - vitamin - health	6	120_karmel_diet_paleo_vitamin
121	redman - wisconsin - badgers - basketball - wildcats	5	121_redman_wisconsin_badgers_basketball
122	singh - india - jyoti - indian - protest	5	122_singh_india_jyoti_indian
123	volcano - eruption - dune - linear - ash	5	123_volcano_eruption_dune_linear
124	tahir - castner - mascitelli - easy - restraining	5	124_tahir_castner_mascitelli_easy

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