bertopic

cnn_dailymail_6789_50000_25000_v1_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_6789_50000_25000_v1_test")

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 - police 5 -1_said_one_year_also
0 league - season - player - game - goal 4981 0_league_season_player_game
1 isis - syria - islamic - group - militant 2424 1_isis_syria_islamic_group
2 property - hotel - room - house - home 194 2_property_hotel_room_house
3 fight - mayweather - pacquiao - floyd - manny 188 3_fight_mayweather_pacquiao_floyd
4 labour - miliband - snp - mr - leader 156 4_labour_miliband_snp_mr
5 driver - car - road - vehicle - driving 133 5_driver_car_road_vehicle
6 baby - hospital - cancer - birth - mother 133 6_baby_hospital_cancer_birth
7 school - student - teacher - pupil - class 125 7_school_student_teacher_pupil
8 flight - plane - passenger - airport - pilot 114 8_flight_plane_passenger_airport
9 masters - woods - augusta - spieth - mcilroy 112 9_masters_woods_augusta_spieth
10 fashion - dress - model - style - designer 107 10_fashion_dress_model_style
11 chocolate - food - egg - sugar - restaurant 98 11_chocolate_food_egg_sugar
12 clinton - hillary - clintons - president - campaign 89 12_clinton_hillary_clintons_president
13 police - murder - mr - miss - body 89 13_police_murder_mr_miss
14 lion - animal - elephant - zoo - wildlife 83 14_lion_animal_elephant_zoo
15 weight - food - eating - diet - size 82 15_weight_food_eating_diet
16 djokovic - murray - open - miami - berdych 75 16_djokovic_murray_open_miami
17 dog - cat - animal - owner - pet 75 17_dog_cat_animal_owner
18 police - vault - gang - thief - raid 74 18_police_vault_gang_thief
19 planet - solar - earth - surface - moon 65 19_planet_solar_earth_surface
20 gray - police - baltimore - officer - grays 64 20_gray_police_baltimore_officer
21 nepal - earthquake - kathmandu - everest - avalanche 58 21_nepal_earthquake_kathmandu_everest
22 fire - blaze - bradford - firefighter - flame 55 22_fire_blaze_bradford_firefighter
23 hamilton - rosberg - race - mercedes - prix 52 23_hamilton_rosberg_race_mercedes
24 prince - royal - queen - duchess - princess 52 24_prince_royal_queen_duchess
25 tax - labour - economy - mr - cameron 51 25_tax_labour_economy_mr
26 shot - police - shooting - brady - gun 48 26_shot_police_shooting_brady
27 anzac - gallipoli - war - australian - waterloo 47 27_anzac_gallipoli_war_australian
28 chan - sukumaran - execution - bali - indonesian 45 28_chan_sukumaran_execution_bali
29 migrant - boat - libya - mediterranean - italian 44 29_migrant_boat_libya_mediterranean
30 china - chinese - chinas - kun - organ 43 30_china_chinese_chinas_kun
31 iran - nuclear - deal - agreement - irans 43 31_iran_nuclear_deal_agreement
32 neanderthals - cave - human - specie - bone 43 32_neanderthals_cave_human_specie
33 shark - fish - whale - seal - water 41 33_shark_fish_whale_seal
34 mccoy - jockey - race - ride - sandown 41 34_mccoy_jockey_race_ride
35 yemen - saudi - houthi - houthis - rebel 39 35_yemen_saudi_houthi_houthis
36 ship - vessel - crew - boat - titanic 39 36_ship_vessel_crew_boat
37 nfl - manziel - game - quarterback - patriots 39 37_nfl_manziel_game_quarterback
38 bruce - jenner - bobbi - bobby - kris 38 38_bruce_jenner_bobbi_bobby
39 money - fraud - bank - account - court 38 39_money_fraud_bank_account
40 wars - star - film - movie - trailer 37 40_wars_star_film_movie
41 hernandez - lloyd - hernandezs - odin - murder 32 41_hernandez_lloyd_hernandezs_odin
42 law - religious - marriage - indiana - samesex 32 42_law_religious_marriage_indiana
43 child - langlais - death - murder - dellinger 31 43_child_langlais_death_murder
44 tsarnaev - boston - dzhokhar - tamerlan - death 31 44_tsarnaev_boston_dzhokhar_tamerlan
45 marathon - running - race - runner - run 31 45_marathon_running_race_runner
46 clarkson - gear - bbc - top - hammond 29 46_clarkson_gear_bbc_top
47 water - weather - temperature - drought - climate 29 47_water_weather_temperature_drought
48 point - nba - scored - playoff - rebound 29 48_point_nba_scored_playoff
49 marijuana - cannabis - drug - hemp - smoking 28 49_marijuana_cannabis_drug_hemp
50 slager - scott - officer - charleston - walter 28 50_slager_scott_officer_charleston
51 died - family - mother - inquest - child 28 51_died_family_mother_inquest
52 groening - camp - auschwitz - nazi - jews 27 52_groening_camp_auschwitz_nazi
53 alshabaab - garissa - kenya - kenyan - attack 26 53_alshabaab_garissa_kenya_kenyan
54 artist - paint - painted - colouring - art 26 54_artist_paint_painted_colouring
55 crucible - osullivan - frame - doherty - world 24 55_crucible_osullivan_frame_doherty
56 janner - lord - saunders - public - abuse 24 56_janner_lord_saunders_public
57 apple - watch - iphone - samsung - battery 23 57_apple_watch_iphone_samsung
58 korea - korean - kim - north - seoul 23 58_korea_korean_kim_north
59 tornado - storm - cloud - lightning - wind 21 59_tornado_storm_cloud_lightning
60 housing - tenant - property - buy - association 20 60_housing_tenant_property_buy
61 hughes - capitol - gyrocopter - secret - lawn 20 61_hughes_capitol_gyrocopter_secret
62 vaccine - vaccination - cough - whooping - autism 19 62_vaccine_vaccination_cough_whooping
63 putin - russian - russia - ukraine - moscow 19 63_putin_russian_russia_ukraine
64 boko - haram - nigeria - nigerian - buhari 19 64_boko_haram_nigeria_nigerian
65 south - johannesburg - africa - african - violence 19 65_south_johannesburg_africa_african
66 bates - harris - tulsa - deputy - taser 19 66_bates_harris_tulsa_deputy
67 aldi - tesco - cent - per - price 19 67_aldi_tesco_cent_per
68 bolt - phelps - ennishill - olympic - kipsiro 19 68_bolt_phelps_ennishill_olympic
69 cuba - castro - obama - cuban - president 18 69_cuba_castro_obama_cuban
70 murray - dunblane - sears - wedding - andy 18 70_murray_dunblane_sears_wedding
71 mchenry - weinstein - battilana - britt - towing 18 71_mchenry_weinstein_battilana_britt
72 nhs - gp - gps - ae - patient 18 72_nhs_gp_gps_ae
73 cancer - breast - prostate - gene - cell 18 73_cancer_breast_prostate_gene
74 emoji - app - user - facebook - use 17 74_emoji_app_user_facebook
75 melbourne - police - anzac - australian - australia 17 75_melbourne_police_anzac_australian
76 song - songs - no - album - chart 17 76_song_songs_no_album
77 sydney - storm - weather - flooding - hail 16 77_sydney_storm_weather_flooding
78 car - audi - motor - bentley - vehicle 15 78_car_audi_motor_bentley
79 rocket - space - spacex - launch - booster 15 79_rocket_space_spacex_launch
80 underground - land - cave - garnet - built 14 80_underground_land_cave_garnet
81 genocide - armenians - armenian - pope - ottoman 14 81_genocide_armenians_armenian_pope
82 hair - jamelia - labium - rita - cheryl 14 82_hair_jamelia_labium_rita
83 stephanie - scott - scotts - stanford - leeton 13 83_stephanie_scott_scotts_stanford
84 funeral - nelms - work - job - grandparent 13 84_funeral_nelms_work_job
85 alcohol - wine - drinking - oak - drink 13 85_alcohol_wine_drinking_oak
86 nuclear - reactor - radiation - plant - fukushima 12 86_nuclear_reactor_radiation_plant
87 luke - search - bushland - missing - eildon 12 87_luke_search_bushland_missing
88 snowden - nsa - agency - oliver - information 12 88_snowden_nsa_agency_oliver
89 brandt - dr - kimmy - franff - fredric 10 89_brandt_dr_kimmy_franff
90 tidal - music - radio - streaming - service 10 90_tidal_music_radio_streaming
91 population - immigrant - cent - per - immigration 10 91_population_immigrant_cent_per
92 brain - acetaminophen - meditation - cortisol - study 9 92_brain_acetaminophen_meditation_cortisol
93 god - church - dollar - catholic - schuller 8 93_god_church_dollar_catholic
94 phone - user - google - device - app 8 94_phone_user_google_device
95 cocaine - cutter - custom - seized - tsa 8 95_cocaine_cutter_custom_seized
96 pusok - deputy - officer - pusoks - mcmahon 7 96_pusok_deputy_officer_pusoks
97 stover - kost - rape - convicted - offender 7 97_stover_kost_rape_convicted
98 nauru - sexual - sex - genetic - convicted 7 98_nauru_sexual_sex_genetic
99 tsa - security - roberts - airport - employee 7 99_tsa_security_roberts_airport
100 eaves - beach - martistee - mckeithen - spring 7 100_eaves_beach_martistee_mckeithen
101 oclee - michelle - philippa - barrientos - mcwhirter 6 101_oclee_michelle_philippa_barrientos
102 redman - wisconsin - basketball - badgers - wildcats 6 102_redman_wisconsin_basketball_badgers
103 gransbury - biderman - funking - website - joke 6 103_gransbury_biderman_funking_website
104 richards - ariana - beverly - kim - hills 6 104_richards_ariana_beverly_kim
105 affleck - gates - renner - avengers - afflecks 5 105_affleck_gates_renner_avengers
106 skin - sun - protoporphyrin - cream - sunlight 5 106_skin_sun_protoporphyrin_cream

</details>

Training hyperparameters

Framework versions