bertopic

cnn_dailymail_6789_50000_25000_v1_validation

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_50000_25000_v1_validation")

topic_model.get_topic_info()

Topic overview

<details> <summary>Click here for an overview of all topics.</summary>

Topic ID Topic Keywords Topic Frequency Label
-1 said - one - year - also - time 5 -1_said_one_year_also
0 isis - syria - islamic - attack - group 6535 0_isis_syria_islamic_attack
1 police - officer - shooting - ferguson - said 452 1_police_officer_shooting_ferguson
2 labour - mr - party - election - tax 415 2_labour_mr_party_election
3 flight - plane - pilot - aircraft - lubitz 268 3_flight_plane_pilot_aircraft
4 car - driver - driving - road - crash 224 4_car_driver_driving_road
5 hair - fashion - dress - model - look 223 5_hair_fashion_dress_model
6 cricket - england - cup - world - pietersen 205 6_cricket_england_cup_world
7 food - sugar - per - cent - product 189 7_food_sugar_per_cent
8 clinton - email - obama - president - clintons 188 8_clinton_email_obama_president
9 property - house - home - price - room 186 9_property_house_home_price
10 rangers - celtic - scotland - ibrox - game 165 10_rangers_celtic_scotland_ibrox
11 fight - pacquiao - mayweather - manny - floyd 151 11_fight_pacquiao_mayweather_manny
12 england - nations - wales - ireland - six 143 12_england_nations_wales_ireland
13 hamilton - mercedes - prix - race - rosberg 135 13_hamilton_mercedes_prix_race
14 baby - birth - cancer - hospital - born 126 14_baby_birth_cancer_hospital
15 fa - league - game - villa - bradford 116 15_fa_league_game_villa
16 dog - animal - dogs - owner - pet 114 16_dog_animal_dogs_owner
17 police - abuse - sexual - sex - child 112 17_police_abuse_sexual_sex
18 madrid - ronaldo - barcelona - real - messi 111 18_madrid_ronaldo_barcelona_real
19 chelsea - mourinho - terry - league - jose 106 19_chelsea_mourinho_terry_league
20 eclipse - earth - mars - solar - sun 101 20_eclipse_earth_mars_solar
21 kane - england - hodgson - lithuania - rooney 100 21_kane_england_hodgson_lithuania
22 show - film - corden - host - noah 95 22_show_film_corden_host
23 prince - royal - duchess - charles - queen 92 23_prince_royal_duchess_charles
24 murray - wells - tennis - andy - 64 88 24_murray_wells_tennis_andy
25 putin - russian - nemtsov - moscow - russia 82 25_putin_russian_nemtsov_moscow
26 netanyahu - iran - nuclear - israel - israeli 80 26_netanyahu_iran_nuclear_israel
27 court - money - bank - fraud - stiviano 80 27_court_money_bank_fraud
28 weight - size - fat - stone - diet 76 28_weight_size_fat_stone
29 armstrong - race - olympic - uci - championships 74 29_armstrong_race_olympic_uci
30 cheltenham - hurdle - horse - jockey - festival 73 30_cheltenham_hurdle_horse_jockey
31 arsenal - wenger - monaco - giroud - arsenals 73 31_arsenal_wenger_monaco_giroud
32 mcilroy - golf - masters - woods - round 72 32_mcilroy_golf_masters_woods
33 watch - apple - device - google - user 66 33_watch_apple_device_google
34 fraternity - university - sae - oklahoma - chapter 65 34_fraternity_university_sae_oklahoma
35 united - van - gaal - manchester - arsenal 62 35_united_van_gaal_manchester
36 chan - sukumaran - indonesian - bali - myuran 61 36_chan_sukumaran_indonesian_bali
37 school - teacher - student - district - sexual 58 37_school_teacher_student_district
38 sunderland - poyet - advocaat - johnson - april 55 38_sunderland_poyet_advocaat_johnson
39 clarkson - bbc - gear - top - jeremy 55 39_clarkson_bbc_gear_top
40 fire - building - blaze - explosion - firefighter 48 40_fire_building_blaze_explosion
41 liverpool - gerrard - rodgers - steven - anfield 46 41_liverpool_gerrard_rodgers_steven
42 patient - nhs - ae - cancer - care 44 42_patient_nhs_ae_cancer
43 song - zayn - thicke - gayes - pharrell 43 43_song_zayn_thicke_gayes
44 wedding - married - couple - jaclyn - love 41 44_wedding_married_couple_jaclyn
45 car - vehicle - electric - model - jaguar 41 45_car_vehicle_electric_model
46 nfl - borland - bowl - brady - super 40 46_nfl_borland_bowl_brady
47 pellegrini - city - league - manchester - barcelona 40 47_pellegrini_city_league_manchester
48 school - education - porn - sex - child 39 48_school_education_porn_sex
49 bear - cub - tiger - deer - wildlife 39 49_bear_cub_tiger_deer
50 gay - law - indiana - marriage - religious 38 50_gay_law_indiana_marriage
51 india - rape - indian - documentary - singh 37 51_india_rape_indian_documentary
52 boko - haram - nigeria - nigerian - nigerias 36 52_boko_haram_nigeria_nigerian
53 ebola - sierra - leone - virus - liberia 35 53_ebola_sierra_leone_virus
54 tsarnaev - dzhokhar - boston - tamerlan - tsarnaevs 35 54_tsarnaev_dzhokhar_boston_tamerlan
55 ski - mountain - skier - rock - lift 32 55_ski_mountain_skier_rock
56 robbery - armed - store - police - bank 31 56_robbery_armed_store_police
57 roma - inter - juventus - serie - fiorentina 30 57_roma_inter_juventus_serie
58 fifa - blatter - fa - qatar - cup 29 58_fifa_blatter_fa_qatar
59 marijuana - drug - cannabis - colorado - lsd 29 59_marijuana_drug_cannabis_colorado
60 everton - martinez - lukaku - dynamo - evertons 27 60_everton_martinez_lukaku_dynamo
61 chelsea - racist - paris - train - football 27 61_chelsea_racist_paris_train
62 durst - dursts - berman - orleans - robert 27 62_durst_dursts_berman_orleans
63 basketball - ncaa - coach - tournament - game 25 63_basketball_ncaa_coach_tournament
64 bayern - goal - muller - shakhtar - robben 25 64_bayern_goal_muller_shakhtar
65 hotel - beach - cruise - ship - resort 25 65_hotel_beach_cruise_ship
66 sherwood - villa - aston - tim - brom 25 66_sherwood_villa_aston_tim
67 snow - inch - winter - weather - ice 24 67_snow_inch_winter_weather
68 weather - temperature - rain - snow - expected 24 68_weather_temperature_rain_snow
69 korean - korea - kim - north - lippert 23 69_korean_korea_kim_north
70 hospital - doctor - mrs - fracture - patient 23 70_hospital_doctor_mrs_fracture
71 rail - calais - parking - transport - train 22 71_rail_calais_parking_transport
72 mls - lampard - orlando - city - york 22 72_mls_lampard_orlando_city
73 jesus - stone - circle - ancient - stonehenge 22 73_jesus_stone_circle_ancient
74 hernandez - lloyd - jenkins - hernandezs - lloyds 21 74_hernandez_lloyd_jenkins_hernandezs
75 drug - cocaine - jailed - steroid - cannabis 20 75_drug_cocaine_jailed_steroid
76 secret - clancy - service - agent - white 20 76_secret_clancy_service_agent
77 homo - fossil - specie - ago - human 20 77_homo_fossil_specie_ago
78 image - photographer - photograph - photo - landscape 19 78_image_photographer_photograph_photo
79 parade - patricks - irish - st - green 19 79_parade_patricks_irish_st
80 bale - wales - israel - coleman - gareth 19 80_bale_wales_israel_coleman
81 di - maria - angel - united - manchester 19 81_di_maria_angel_united
82 defence - greece - spending - greek - budget 19 82_defence_greece_spending_greek
83 sleep - store - cent - per - kraft 18 83_sleep_store_cent_per
84 student - johnson - virginia - charlottesville - university 18 84_student_johnson_virginia_charlottesville
85 vanuatu - cyclone - vila - pam - port 18 85_vanuatu_cyclone_vila_pam
86 cnn - transcript - student - news - roll 18 86_cnn_transcript_student_news
87 nazi - anne - nazis - war - camp 18 87_nazi_anne_nazis_war
88 attack - synagogue - hebdo - paris - charlie 17 88_attack_synagogue_hebdo_paris
89 ham - west - tomkins - reid - kouyate 16 89_ham_west_tomkins_reid
90 balotelli - mario - liverpool - italian - striker 16 90_balotelli_mario_liverpool_italian
91 chinese - monk - buddhist - thailand - tourist 15 91_chinese_monk_buddhist_thailand
92 snowden - gchq - intelligence - security - agency 15 92_snowden_gchq_intelligence_security
93 pope - francis - naples - vatican - pontiff 14 93_pope_francis_naples_vatican
94 starbucks - schultz - race - racial - campaign 14 94_starbucks_schultz_race_racial
95 point - rebound - sweeney - playoff - scored 14 95_point_rebound_sweeney_playoff
96 poldark - turner - demelza - aidan - drama 13 96_poldark_turner_demelza_aidan
97 cuba - havana - cuban - us - castro 13 97_cuba_havana_cuban_us
98 italy - conte - italian - eder - juventus 13 98_italy_conte_italian_eder
99 richard - iii - leicester - king - iiis 13 99_richard_iii_leicester_king
100 sena - hartman - child - shaday - sexual 13 100_sena_hartman_child_shaday
101 gordon - bobbi - kristina - phil - dr 12 101_gordon_bobbi_kristina_phil
102 jobs - lu - naomi - cook - business 12 102_jobs_lu_naomi_cook
103 duckenfield - mr - gate - hillsborough - greaney 11 103_duckenfield_mr_gate_hillsborough
104 huang - wang - chen - wife - china 10 104_huang_wang_chen_wife
105 coin - coins - silver - cave - gold 10 105_coin_coins_silver_cave
106 shark - whale - mola - crab - barbero 10 106_shark_whale_mola_crab
107 gissendaner - execution - lethal - death - injection 10 107_gissendaner_execution_lethal_death
108 book - handshake - word - author - app 9 108_book_handshake_word_author
109 cosby - cosbys - thompson - welles - bill 9 109_cosby_cosbys_thompson_welles
110 school - pupil - student - parent - computer 9 110_school_pupil_student_parent
111 china - stopera - li - orange - chinese 8 111_china_stopera_li_orange
112 tb - vaccine - disease - measles - meningitis 8 112_tb_vaccine_disease_measles
113 neymar - brazil - willian - dunga - france 8 113_neymar_brazil_willian_dunga
114 gomis - swansea - muamba - fabrice - bafetimbi 7 114_gomis_swansea_muamba_fabrice
115 netflix - tv - content - screen - definition 6 115_netflix_tv_content_screen
116 snake - eastern - redback - postlethwaite - woolworths 6 116_snake_eastern_redback_postlethwaite

</details>

Training hyperparameters

Framework versions