bertopic text-classification region:us
---
library_name: bertopic
pipeline_tag: text-classification
tags:
- bertopic
---

# cnn_dailymail_6789_50000_25000_train

This is a [BERTopic](https://github.com/MaartenGr/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:

```python
from bertopic import BERTopic
topic_model = BERTopic.load("KingKazma/cnn_dailymail_6789_50000_25000_train")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 295
* Number of training documents: 50000

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | said - one - year - people - mr | 5 | -1_said_one_year_people | 
| 0 | league - player - cup - goal - club | 25951 | 0_league_player_cup_goal | 
| 1 | police - murder - shooting - shot - county | 4658 | 1_police_murder_shooting_shot | 
| 2 | apple - iphone - google - user - facebook | 1101 | 2_apple_iphone_google_user | 
| 3 | fashion - hair - look - dress - model | 739 | 3_fashion_hair_look_dress | 
| 4 | syria - isis - syrian - iraq - islamic | 651 | 4_syria_isis_syrian_iraq | 
| 5 | flight - plane - passenger - airport - aircraft | 555 | 5_flight_plane_passenger_airport | 
| 6 | space - earth - mars - nasa - planet | 553 | 6_space_earth_mars_nasa | 
| 7 | sex - sexual - school - victim - girl | 424 | 7_sex_sexual_school_victim | 
| 8 | obama - republicans - republican - president - democrats | 420 | 8_obama_republicans_republican_president | 
| 9 | hospital - cancer - baby - doctor - heart | 416 | 9_hospital_cancer_baby_doctor | 
| 10 | murray - wimbledon - tennis - djokovic - federer | 362 | 10_murray_wimbledon_tennis_djokovic | 
| 11 | film - movie - show - million - actor | 359 | 11_film_movie_show_million | 
| 12 | china - chinese - hong - chinas - kong | 337 | 12_china_chinese_hong_chinas | 
| 13 | prince - royal - duchess - queen - princess | 303 | 13_prince_royal_duchess_queen | 
| 14 | property - house - price - home - estate | 299 | 14_property_house_price_home | 
| 15 | ukraine - russian - russia - putin - ukrainian | 293 | 15_ukraine_russian_russia_putin | 
| 16 | hamilton - rosberg - race - prix - mercedes | 279 | 16_hamilton_rosberg_race_prix | 
| 17 | bear - animal - zoo - elephant - gorilla | 253 | 17_bear_animal_zoo_elephant | 
| 18 | dog - animal - cat - pet - owner | 243 | 18_dog_animal_cat_pet | 
| 19 | food - restaurant - drink - sugar - chef | 243 | 19_food_restaurant_drink_sugar | 
| 20 | korea - north - korean - kim - koreas | 239 | 20_korea_north_korean_kim | 
| 21 | mcilroy - golf - woods - pga - ryder | 229 | 21_mcilroy_golf_woods_pga | 
| 22 | painting - art - artist - auction - work | 229 | 22_painting_art_artist_auction | 
| 23 | weight - diet - fat - eating - size | 215 | 23_weight_diet_fat_eating | 
| 24 | labour - miliband - ukip - mr - party | 198 | 24_labour_miliband_ukip_mr | 
| 25 | olympic - gold - medal - games - olympics | 191 | 25_olympic_gold_medal_games | 
| 26 | ship - cruise - boat - coast - crew | 188 | 26_ship_cruise_boat_coast | 
| 27 | murder - stabbed - knife - police - mr | 178 | 27_murder_stabbed_knife_police | 
| 28 | sudan - alshabaab - somalia - kenya - kenyan | 176 | 28_sudan_alshabaab_somalia_kenya | 
| 29 | mexico - mexican - cartel - drug - border | 161 | 29_mexico_mexican_cartel_drug | 
| 30 | fraud - money - court - cash - bank | 161 | 30_fraud_money_court_cash | 
| 31 | iran - iranian - irans - nuclear - tehran | 158 | 31_iran_iranian_irans_nuclear | 
| 32 | snow - storm - weather - tornado - inch | 153 | 32_snow_storm_weather_tornado | 
| 33 | mayweather - fight - boxing - pacquiao - floyd | 153 | 33_mayweather_fight_boxing_pacquiao | 
| 34 | school - education - pupil - exam - ofsted | 148 | 34_school_education_pupil_exam | 
| 35 | ebola - virus - liberia - outbreak - leone | 141 | 35_ebola_virus_liberia_outbreak | 
| 36 | woman - men - partner - relationship - women | 134 | 36_woman_men_partner_relationship | 
| 37 | pakistan - pakistani - taliban - malala - pakistans | 132 | 37_pakistan_pakistani_taliban_malala | 
| 38 | shark - whale - dolphin - fish - sea | 130 | 38_shark_whale_dolphin_fish | 
| 39 | music - song - album - elvis - band | 129 | 39_music_song_album_elvis | 
| 40 | israeli - israel - gaza - palestinian - hamas | 125 | 40_israeli_israel_gaza_palestinian | 
| 41 | hacker - data - cyber - computer - sony | 125 | 41_hacker_data_cyber_computer | 
| 42 | hotel - resort - guest - room - suite | 118 | 42_hotel_resort_guest_room | 
| 43 | nhs - patient - hospital - care - patients | 112 | 43_nhs_patient_hospital_care | 
| 44 | fire - blaze - smoke - firefighter - flame | 109 | 44_fire_blaze_smoke_firefighter | 
| 45 | weather - rain - temperature - flood - flooding | 108 | 45_weather_rain_temperature_flood | 
| 46 | mountain - climber - avalanche - climb - ski | 105 | 46_mountain_climber_avalanche_climb | 
| 47 | car - vehicle - motor - engine - speed | 100 | 47_car_vehicle_motor_engine | 
| 48 | nfl - rice - quarterback - goodell - patriots | 100 | 48_nfl_rice_quarterback_goodell | 
| 49 | jackson - jacksons - bobbi - aeg - houston | 97 | 49_jackson_jacksons_bobbi_aeg | 
| 50 | tesco - christmas - shopper - shopping - sale | 93 | 50_tesco_christmas_shopper_shopping | 
| 51 | pope - vatican - francis - church - cardinal | 92 | 51_pope_vatican_francis_church | 
| 52 | thailand - thai - myanmar - bangkok - cambodia | 91 | 52_thailand_thai_myanmar_bangkok | 
| 53 | energy - price - gas - electricity - wind | 91 | 53_energy_price_gas_electricity | 
| 54 | horse - stakes - race - racing - jockey | 90 | 54_horse_stakes_race_racing | 
| 55 | chavez - venezuela - maduro - venezuelan - zelaya | 90 | 55_chavez_venezuela_maduro_venezuelan | 
| 56 | snowden - nsa - intelligence - surveillance - edward | 89 | 56_snowden_nsa_intelligence_surveillance | 
| 57 | lottery - jackpot - ticket - powerball - casino | 86 | 57_lottery_jackpot_ticket_powerball | 
| 58 | mammoth - fossil - neanderthals - bone - human | 83 | 58_mammoth_fossil_neanderthals_bone | 
| 59 | egyptian - egypt - cairo - egypts - brotherhood | 80 | 59_egyptian_egypt_cairo_egypts | 
| 60 | flu - virus - vaccine - measles - strain | 80 | 60_flu_virus_vaccine_measles | 
| 61 | lohan - probation - brown - lindsay - angeles | 76 | 61_lohan_probation_brown_lindsay | 
| 62 | greece - greek - eurozone - euro - bailout | 76 | 62_greece_greek_eurozone_euro | 
| 63 | gun - nra - newtown - background - mental | 75 | 63_gun_nra_newtown_background | 
| 64 | car - driver - road - lorry - vehicle | 74 | 64_car_driver_road_lorry | 
| 65 | ferguson - brown - wilson - louis - police | 73 | 65_ferguson_brown_wilson_louis | 
| 66 | tsarnaev - boston - dzhokhar - marathon - bombing | 72 | 66_tsarnaev_boston_dzhokhar_marathon | 
| 67 | hacking - brooks - news - coulson - murdoch | 71 | 67_hacking_brooks_news_coulson | 
| 68 | saudi - arabia - dubai - arab - woman | 71 | 68_saudi_arabia_dubai_arab | 
| 69 | bank - barclays - rbs - libor - bonus | 70 | 69_bank_barclays_rbs_libor | 
| 70 | nazi - camp - jews - auschwitz - hitler | 70 | 70_nazi_camp_jews_auschwitz | 
| 71 | afghan - afghanistan - taliban - kabul - province | 69 | 71_afghan_afghanistan_taliban_kabul | 
| 72 | marriage - samesex - gay - state - couple | 67 | 72_marriage_samesex_gay_state | 
| 73 | africa - african - continent - africas - kenya | 65 | 73_africa_african_continent_africas | 
| 74 | libya - gadhafi - libyan - tripoli - gadhafis | 65 | 74_libya_gadhafi_libyan_tripoli | 
| 75 | india - delhi - indian - rape - indias | 63 | 75_india_delhi_indian_rape | 
| 76 | cuba - cuban - castro - havana - cubans | 63 | 76_cuba_cuban_castro_havana | 
| 77 | roman - ancient - tomb - archaeologist - bc | 61 | 77_roman_ancient_tomb_archaeologist | 
| 78 | bali - sukumaran - chan - indonesia - indonesian | 58 | 78_bali_sukumaran_chan_indonesia | 
| 79 | christmas - toy - santa - tree - lego | 58 | 79_christmas_toy_santa_tree | 
| 80 | train - amtrak - crash - passenger - track | 57 | 80_train_amtrak_crash_passenger | 
| 81 | xbox - console - game - playstation - gaming | 55 | 81_xbox_console_game_playstation | 
| 82 | tsa - airport - security - screening - passenger | 55 | 82_tsa_airport_security_screening | 
| 83 | fire - wildfire - blaze - firefighter - forest | 55 | 83_fire_wildfire_blaze_firefighter | 
| 84 | cancer - breast - drug - lung - prostate | 54 | 84_cancer_breast_drug_lung | 
| 85 | boko - haram - nigeria - nigerian - nigerias | 52 | 85_boko_haram_nigeria_nigerian | 
| 86 | turkish - turkey - erdogan - turkeys - pkk | 52 | 86_turkish_turkey_erdogan_turkeys | 
| 87 | haiti - portauprince - haitian - earthquake - haitis | 51 | 87_haiti_portauprince_haitian_earthquake | 
| 88 | scotland - scottish - independence - salmond - vote | 50 | 88_scotland_scottish_independence_salmond | 
| 89 | rio - brazil - sao - paulo - janeiro | 50 | 89_rio_brazil_sao_paulo | 
| 90 | meat - food - beef - horse - halal | 48 | 90_meat_food_beef_horse | 
| 91 | zimmerman - zimmermans - trayvon - martin - george | 48 | 91_zimmerman_zimmermans_trayvon_martin | 
| 92 | pirate - ship - somali - somalia - vessel | 47 | 92_pirate_ship_somali_somalia | 
| 93 | eu - migrant - benefit - migration - uk | 47 | 93_eu_migrant_benefit_migration | 
| 94 | soldier - corporal - helmand - afghanistan - army | 46 | 94_soldier_corporal_helmand_afghanistan | 
| 95 | mandela - mandelas - south - nelson - african | 46 | 95_mandela_mandelas_south_nelson | 
| 96 | pistorius - steenkamp - reeva - oscar - nel | 46 | 96_pistorius_steenkamp_reeva_oscar | 
| 97 | immigration - immigrant - border - arizona - arpaio | 46 | 97_immigration_immigrant_border_arizona | 
| 98 | book - novel - author - lee - mockingbird | 46 | 98_book_novel_author_lee | 
| 99 | mugabe - zimbabwe - tsvangirai - zimbabwes - mugabes | 46 | 99_mugabe_zimbabwe_tsvangirai_zimbabwes | 
| 100 | smoking - tobacco - cigarette - ecigarettes - smoker | 46 | 100_smoking_tobacco_cigarette_ecigarettes | 
| 101 | plant - reactor - nuclear - fukushima - radiation | 46 | 101_plant_reactor_nuclear_fukushima | 
| 102 | nba - lin - lebron - james - cavaliers | 44 | 102_nba_lin_lebron_james | 
| 103 | guantanamo - cia - detainee - interrogation - torture | 44 | 103_guantanamo_cia_detainee_interrogation | 
| 104 | curriculum - todays - transcript - feedback - student | 43 | 104_curriculum_todays_transcript_feedback | 
| 105 | eu - cameron - european - referendum - brussels | 42 | 105_eu_cameron_european_referendum | 
| 106 | insurance - obamacare - health - care - coverage | 42 | 106_insurance_obamacare_health_care | 
| 107 | volcano - lava - eruption - ash - pahoa | 41 | 107_volcano_lava_eruption_ash | 
| 108 | china - japan - chinese - japanese - japans | 41 | 108_china_japan_chinese_japanese | 
| 109 | tower - trade - memorial - 911 - center | 41 | 109_tower_trade_memorial_911 | 
| 110 | marijuana - cannabis - pot - drug - colorado | 41 | 110_marijuana_cannabis_pot_drug | 
| 111 | war - dday - normandy - german - soldier | 40 | 111_war_dday_normandy_german | 
| 112 | typhoon - manila - philippines - storm - landslide | 40 | 112_typhoon_manila_philippines_storm | 
| 113 | yemen - sanaa - yemeni - drone - houthis | 39 | 113_yemen_sanaa_yemeni_drone | 
| 114 | skin - sunscreen - tanning - cancer - sun | 39 | 114_skin_sunscreen_tanning_cancer | 
| 115 | hasan - bales - fort - hood - soldier | 38 | 115_hasan_bales_fort_hood | 
| 116 | transcript - student - news - todays - cnn | 38 | 116_transcript_student_news_todays | 
| 117 | raf - pilot - aircraft - war - squadron | 37 | 117_raf_pilot_aircraft_war | 
| 118 | baseball - yankees - rodriguez - mlb - pitcher | 37 | 118_baseball_yankees_rodriguez_mlb | 
| 119 | earthquake - quake - magnitude - tsunami - tremor | 37 | 119_earthquake_quake_magnitude_tsunami | 
| 120 | bird - squirrel - serama - duck - fox | 36 | 120_bird_squirrel_serama_duck | 
| 121 | adebolajo - rigby - woolwich - lee - adebowale | 36 | 121_adebolajo_rigby_woolwich_lee | 
| 122 | hernandez - hernandezs - lloyd - odin - patriots | 36 | 122_hernandez_hernandezs_lloyd_odin | 
| 123 | cannabis - drug - cocaine - jailed - birmingham | 35 | 123_cannabis_drug_cocaine_jailed | 
| 124 | benghazi - attack - committee - libya - ambassador | 35 | 124_benghazi_attack_committee_libya | 
| 125 | abbott - gillard - minister - prime - tony | 34 | 125_abbott_gillard_minister_prime | 
| 126 | weiner - leathers - black - abedin - colagiovanni | 34 | 126_weiner_leathers_black_abedin | 
| 127 | oil - bp - spill - gulf - dispersants | 33 | 127_oil_bp_spill_gulf | 
| 128 | crime - police - force - officer - policing | 33 | 128_crime_police_force_officer | 
| 129 | miss - pageant - universe - beauty - contestant | 32 | 129_miss_pageant_universe_beauty | 
| 130 | kennedy - oswald - assassination - kennedys - 1963 | 32 | 130_kennedy_oswald_assassination_kennedys | 
| 131 | lanza - hook - sandy - school - newtown | 32 | 131_lanza_hook_sandy_school | 
| 132 | crash - driver - driving - car - adenhart | 31 | 132_crash_driver_driving_car | 
| 133 | spains - eta - spanish - madrid - spain | 31 | 133_spains_eta_spanish_madrid | 
| 134 | burglary - jailed - burglar - court - crown | 30 | 134_burglary_jailed_burglar_court | 
| 135 | bieber - justin - biebers - selena - singer | 30 | 135_bieber_justin_biebers_selena | 
| 136 | mccann - madeleine - mccanns - madeleines - gerry | 30 | 136_mccann_madeleine_mccanns_madeleines | 
| 137 | brain - anxiety - researcher - fmri - neuron | 30 | 137_brain_anxiety_researcher_fmri | 
| 138 | bbc - presenter - radio - clarkson - programme | 29 | 138_bbc_presenter_radio_clarkson | 
| 139 | knox - sollecito - kercher - meredith - knoxs | 29 | 139_knox_sollecito_kercher_meredith | 
| 140 | cosby - drugged - cosbys - comedian - bill | 28 | 140_cosby_drugged_cosbys_comedian | 
| 141 | fraternity - university - campus - student - smu | 28 | 141_fraternity_university_campus_student | 
| 142 | mafia - roma - italian - italy - rancadore | 27 | 142_mafia_roma_italian_italy | 
| 143 | hiv - aids - virus - infection - antiretroviral | 27 | 143_hiv_aids_virus_infection | 
| 144 | berlusconi - silvio - italian - berlusconis - bunga | 27 | 144_berlusconi_silvio_italian_berlusconis | 
| 145 | drone - unmanned - drones - aircraft - faa | 26 | 145_drone_unmanned_drones_aircraft | 
| 146 | paris - french - hebdo - dekhar - charlie | 26 | 146_paris_french_hebdo_dekhar | 
| 147 | antibiotic - infection - bacteria - antibiotics - necc | 26 | 147_antibiotic_infection_bacteria_antibiotics | 
| 148 | assange - wikileaks - embassy - sweden - julian | 26 | 148_assange_wikileaks_embassy_sweden | 
| 149 | twitter - abuse - online - criadoperez - bullying | 25 | 149_twitter_abuse_online_criadoperez | 
| 150 | veil - blair - france - burqa - ban | 25 | 150_veil_blair_france_burqa | 
| 151 | parking - yellow - council - motorist - line | 25 | 151_parking_yellow_council_motorist | 
| 152 | katie - married - wedding - demi - marriage | 24 | 152_katie_married_wedding_demi | 
| 153 | falklands - falkland - islands - argentina - argentine | 24 | 153_falklands_falkland_islands_argentina | 
| 154 | evans - ched - sheffield - club - rape | 24 | 154_evans_ched_sheffield_club | 
| 155 | branch - ambulance - died - skye - milligan | 24 | 155_branch_ambulance_died_skye | 
| 156 | ford - toronto - mayor - crack - rob | 24 | 156_ford_toronto_mayor_crack | 
| 157 | wedding - bride - bridesmaid - dress - couple | 24 | 157_wedding_bride_bridesmaid_dress | 
| 158 | salmonella - outbreak - bacteria - contaminated - food | 24 | 158_salmonella_outbreak_bacteria_contaminated | 
| 159 | climate - change - global - emission - warming | 23 | 159_climate_change_global_emission | 
| 160 | anthony - caylee - anthonys - casey - baez | 23 | 160_anthony_caylee_anthonys_casey | 
| 161 | philippines - philippine - ampatuan - mindanao - maguindanao | 23 | 161_philippines_philippine_ampatuan_mindanao | 
| 162 | scientology - church - pastor - driscoll - miscavige | 23 | 162_scientology_church_pastor_driscoll | 
| 163 | blasio - mayor - officer - batkid - nypd | 23 | 163_blasio_mayor_officer_batkid | 
| 164 | froome - tour - contador - stage - cavendish | 22 | 164_froome_tour_contador_stage | 
| 165 | irs - committee - issa - holder - lerner | 22 | 165_irs_committee_issa_holder | 
| 166 | bergdahl - bergdahls - taliban - bowe - army | 22 | 166_bergdahl_bergdahls_taliban_bowe | 
| 167 | monis - siege - cafe - lindt - haron | 22 | 167_monis_siege_cafe_lindt | 
| 168 | bulger - bulgers - flemmi - martorano - whitey | 22 | 168_bulger_bulgers_flemmi_martorano | 
| 169 | sri - tamil - lankan - lanka - tigers | 22 | 169_sri_tamil_lankan_lanka | 
| 170 | holiday - cent - per - brits - traveller | 22 | 170_holiday_cent_per_brits | 
| 171 | plant - gm - crop - food - space | 22 | 171_plant_gm_crop_food | 
| 172 | paedophile - cyril - nccl - abuse - inquiry | 22 | 172_paedophile_cyril_nccl_abuse | 
| 173 | sloot - der - peru - lima - peruvian | 21 | 173_sloot_der_peru_lima | 
| 174 | sterling - stiviano - nba - clippers - sterlings | 21 | 174_sterling_stiviano_nba_clippers | 
| 175 | breivik - utoya - oslo - breiviks - norway | 21 | 175_breivik_utoya_oslo_breiviks | 
| 176 | alcohol - drinking - liver - drink - gastroenterologist | 21 | 176_alcohol_drinking_liver_drink | 
| 177 | asylum - seeker - nauru - refugee - manus | 20 | 177_asylum_seeker_nauru_refugee | 
| 178 | kennedy - kennedys - mary - robert - jr | 20 | 178_kennedy_kennedys_mary_robert | 
| 179 | gascoigne - aiden - ghost - school - poole | 20 | 179_gascoigne_aiden_ghost_school | 
| 180 | russian - adoption - russia - child - adopted | 20 | 180_russian_adoption_russia_child | 
| 181 | reveller - event - night - carnage - drinking | 20 | 181_reveller_event_night_carnage | 
| 182 | armstrong - doping - armstrongs - usada - antidoping | 19 | 182_armstrong_doping_armstrongs_usada | 
| 183 | derick - birth - zoey - bianca - steph | 19 | 183_derick_birth_zoey_bianca | 
| 184 | strike - union - unite - rmt - tube | 19 | 184_strike_union_unite_rmt | 
| 185 | va - veteran - veterans - shinseki - phoenix | 19 | 185_va_veteran_veterans_shinseki | 
| 186 | immigration - reform - immigrant - obama - republicans | 19 | 186_immigration_reform_immigrant_obama | 
| 187 | ira - belfast - ireland - northern - bomb | 18 | 187_ira_belfast_ireland_northern | 
| 188 | council - garden - rubbish - neighbour - knotweed | 18 | 188_council_garden_rubbish_neighbour | 
| 189 | sinclair - sexual - assault - military - sinclairs | 18 | 189_sinclair_sexual_assault_military | 
| 190 | sandusky - penn - paterno - sanduskys - state | 18 | 190_sandusky_penn_paterno_sanduskys | 
| 191 | gay - russia - russian - sochi - propaganda | 18 | 191_gay_russia_russian_sochi | 
| 192 | trierweiler - hollande - gayet - valerie - hollandes | 18 | 192_trierweiler_hollande_gayet_valerie | 
| 193 | bosnian - srebrenica - mladic - serb - serbian | 18 | 193_bosnian_srebrenica_mladic_serb | 
| 194 | calais - migrant - lorry - port - illegal | 18 | 194_calais_migrant_lorry_port | 
| 195 | drug - ecstasy - wyvell - methadone - death | 17 | 195_drug_ecstasy_wyvell_methadone | 
| 196 | circumcision - fgm - genital - mutilation - circumcised | 17 | 196_circumcision_fgm_genital_mutilation | 
| 197 | mine - miner - coal - rescue - mining | 17 | 197_mine_miner_coal_rescue | 
| 198 | christie - christies - wildstein - jersey - governor | 17 | 198_christie_christies_wildstein_jersey | 
| 199 | rice - coach - rutgers - basketball - ware | 17 | 199_rice_coach_rutgers_basketball | 
| 200 | breach - card - credit - data - target | 17 | 200_breach_card_credit_data | 
| 201 | alzheimers - brain - study - stress - disease | 17 | 201_alzheimers_brain_study_stress | 
| 202 | hurricane - storm - parish - tropical - rain | 17 | 202_hurricane_storm_parish_tropical | 
| 203 | indias - india - delhi - modi - hazare | 17 | 203_indias_india_delhi_modi | 
| 204 | robot - asimo - robotics - robots - daler | 16 | 204_robot_asimo_robotics_robots | 
| 205 | tree - trees - cherry - bonsai - ash | 16 | 205_tree_trees_cherry_bonsai | 
| 206 | tattoo - tattooing - tattoos - tattooed - inked | 16 | 206_tattoo_tattooing_tattoos_tattooed | 
| 207 | tax - osborne - 40p - rate - chancellor | 16 | 207_tax_osborne_40p_rate | 
| 208 | mieses - bikers - crash - driver - lien | 16 | 208_mieses_bikers_crash_driver | 
| 209 | petraeus - broadwell - kelley - humphries - affair | 16 | 209_petraeus_broadwell_kelley_humphries | 
| 210 | wars - star - scifi - darth - film | 16 | 210_wars_star_scifi_darth | 
| 211 | dancing - ballet - pole - dance - dancer | 16 | 211_dancing_ballet_pole_dance | 
| 212 | church - archbishop - bishop - anglican - sentamu | 16 | 212_church_archbishop_bishop_anglican | 
| 213 | sotomayor - justice - ginsburg - voter - supreme | 15 | 213_sotomayor_justice_ginsburg_voter | 
| 214 | statin - aspirin - yeast - supplement - risk | 15 | 214_statin_aspirin_yeast_supplement | 
| 215 | road - driver - cent - traffic - aa | 15 | 215_road_driver_cent_traffic | 
| 216 | dewani - anni - shrien - dewanis - mngeni | 15 | 216_dewani_anni_shrien_dewanis | 
| 217 | poverty - income - homeless - homelessness - poor | 15 | 217_poverty_income_homeless_homelessness | 
| 218 | sharper - kolstad - stallworth - nfl - mcnabb | 15 | 218_sharper_kolstad_stallworth_nfl | 
| 219 | ice - climate - antarctic - greenland - warming | 15 | 219_ice_climate_antarctic_greenland | 
| 220 | jerusalem - temple - ancient - hebrew - jewish | 14 | 220_jerusalem_temple_ancient_hebrew | 
| 221 | veteran - veterans - cemetery - memorial - war | 14 | 221_veteran_veterans_cemetery_memorial | 
| 222 | li - teacher - school - china - province | 14 | 222_li_teacher_school_china | 
| 223 | postal - mail - tnt - royal - stamp | 14 | 223_postal_mail_tnt_royal | 
| 224 | spanish - spain - gibraltar - morocco - spains | 14 | 224_spanish_spain_gibraltar_morocco | 
| 225 | gonzalez - white - secret - fence - house | 14 | 225_gonzalez_white_secret_fence | 
| 226 | raid - store - shop - cash - theft | 13 | 226_raid_store_shop_cash | 
| 227 | laden - bin - al - qaeda - attack | 13 | 227_laden_bin_al_qaeda | 
| 228 | strausskahn - diallo - dominique - imf - strausskahns | 13 | 228_strausskahn_diallo_dominique_imf | 
| 229 | konrardy - nygaard - olsen - berk - marine | 13 | 229_konrardy_nygaard_olsen_berk | 
| 230 | adoption - gammy - gebregeorgis - surrogacy - thai | 13 | 230_adoption_gammy_gebregeorgis_surrogacy | 
| 231 | cruise - illness - ill - outbreak - sickness | 13 | 231_cruise_illness_ill_outbreak | 
| 232 | robertson - duck - dynasty - ae - phil | 12 | 232_robertson_duck_dynasty_ae | 
| 233 | occupy - protester - wall - protest - demonstrator | 12 | 233_occupy_protester_wall_protest | 
| 234 | rate - abortion - pregnancy - birth - teen | 12 | 234_rate_abortion_pregnancy_birth | 
| 235 | alhilli - saad - mollier - alhillis - zaid | 12 | 235_alhilli_saad_mollier_alhillis | 
| 236 | crash - scene - minibus - accident - davies | 12 | 236_crash_scene_minibus_accident | 
| 237 | hollande - sarkozy - hollandes - socialist - pen | 12 | 237_hollande_sarkozy_hollandes_socialist | 
| 238 | porn - filter - pornography - internet - iplayer | 12 | 238_porn_filter_pornography_internet | 
| 239 | 3d - printer - printing - thermomix - print | 12 | 239_3d_printer_printing_thermomix | 
| 240 | penguin - ness - loch - nessie - wildlife | 12 | 240_penguin_ness_loch_nessie | 
| 241 | reef - coral - marine - stoupin - corals | 11 | 241_reef_coral_marine_stoupin | 
| 242 | spider - insect - beetle - frog - spiders | 11 | 242_spider_insect_beetle_frog | 
| 243 | bletchley - enigma - war - turing - code | 11 | 243_bletchley_enigma_war_turing | 
| 244 | pollution - air - smog - beijing - quality | 11 | 244_pollution_air_smog_beijing | 
| 245 | parachute - dause - ernie - ebbrell - jump | 10 | 245_parachute_dause_ernie_ebbrell | 
| 246 | immigration - deportation - sham - iwueke - tate | 10 | 246_immigration_deportation_sham_iwueke | 
| 247 | harris - rolf - indecent - 5480 - 4481 | 10 | 247_harris_rolf_indecent_5480 | 
| 248 | factory - garment - bangladesh - dhaka - bangladeshi | 10 | 248_factory_garment_bangladesh_dhaka | 
| 249 | nobel - prize - peace - karman - gbowee | 10 | 249_nobel_prize_peace_karman | 
| 250 | ferry - sewol - jeju - ship - yoo | 10 | 250_ferry_sewol_jeju_ship | 
| 251 | manson - atkins - tate - parole - statman | 10 | 251_manson_atkins_tate_parole | 
| 252 | toyota - recall - toyotas - vehicle - acceleration | 9 | 252_toyota_recall_toyotas_vehicle | 
| 253 | mortgage - rate - bank - cent - per | 9 | 253_mortgage_rate_bank_cent | 
| 254 | smedley - rigby - ruth - coit - quesada | 9 | 254_smedley_rigby_ruth_coit | 
| 255 | afghanistan - afghan - troop - karzai - abdullah | 9 | 255_afghanistan_afghan_troop_karzai | 
| 256 | frozen - disney - elsa - cinderella - princess | 9 | 256_frozen_disney_elsa_cinderella | 
| 257 | driving - wilkins - waller - magistrates - drinkdriving | 9 | 257_driving_wilkins_waller_magistrates | 
| 258 | olympic - games - olympics - ceremony - london | 9 | 258_olympic_games_olympics_ceremony | 
| 259 | neolithic - skull - timber - reitan - buried | 8 | 259_neolithic_skull_timber_reitan | 
| 260 | philpott - mairead - willis - mick - fire | 8 | 260_philpott_mairead_willis_mick | 
| 261 | holmes - clements - theater - colorado - aurora | 8 | 261_holmes_clements_theater_colorado | 
| 262 | explosion - plant - fire - blast - fertilizer | 8 | 262_explosion_plant_fire_blast | 
| 263 | tokyo - games - olympic - ioc - sochi | 8 | 263_tokyo_games_olympic_ioc | 
| 264 | abortion - lobby - hobby - religious - supreme | 8 | 264_abortion_lobby_hobby_religious | 
| 265 | cece - tulisa - cheryl - elimination - lakoda | 8 | 265_cece_tulisa_cheryl_elimination | 
| 266 | dubai - mme - sheikh - uae - maktoum | 7 | 266_dubai_mme_sheikh_uae | 
| 267 | space - virgin - galactic - spaceshiptwo - branson | 7 | 267_space_virgin_galactic_spaceshiptwo | 
| 268 | oshie - hockey - shootout - russia - wagner | 7 | 268_oshie_hockey_shootout_russia | 
| 269 | moghadam - avalos - image - chaney - nude | 7 | 269_moghadam_avalos_image_chaney | 
| 270 | vell - roache - stuartcole - coronation - soap | 7 | 270_vell_roache_stuartcole_coronation | 
| 271 | uber - taxi - hailo - driver - company | 7 | 271_uber_taxi_hailo_driver | 
| 272 | mcdaniel - boo - mama - anna - honey | 6 | 272_mcdaniel_boo_mama_anna | 
| 273 | rail - crossing - badauskas - train - minnis | 6 | 273_rail_crossing_badauskas_train | 
| 274 | belghar - shafi - mevish - munir - ahmed | 6 | 274_belghar_shafi_mevish_munir | 
| 275 | fred - knapke - hodgkins - carole - liam | 6 | 275_fred_knapke_hodgkins_carole | 
| 276 | poppy - tower - war - memorial - ceramic | 6 | 276_poppy_tower_war_memorial | 
| 277 | chiquita - colombia - colombian - cabral - marijuana | 6 | 277_chiquita_colombia_colombian_cabral | 
| 278 | tb - virus - infection - measles - kalis | 6 | 278_tb_virus_infection_measles | 
| 279 | sloan - saldanha - care - alvarez - saldanhas | 6 | 279_sloan_saldanha_care_alvarez | 
| 280 | airboard - skyflash - hoverbike - catapult - skyprowler | 6 | 280_airboard_skyflash_hoverbike_catapult | 
| 281 | ciancia - tsa - airport - hernandez - gerardo | 6 | 281_ciancia_tsa_airport_hernandez | 
| 282 | heroin - addiction - opioids - addict - drug | 6 | 282_heroin_addiction_opioids_addict | 
| 283 | euthanasia - pathway - assisted - die - suicide | 6 | 283_euthanasia_pathway_assisted_die | 
| 284 | tower - elevator - lagoon - dubai - skyscraper | 6 | 284_tower_elevator_lagoon_dubai | 
| 285 | firouzian - bus - tan - king - luther | 6 | 285_firouzian_bus_tan_king | 
| 286 | carolyn - ian - fleming - morpurgo - couple | 5 | 286_carolyn_ian_fleming_morpurgo | 
| 287 | tunisia - arab - egypt - tunisian - friaa | 5 | 287_tunisia_arab_egypt_tunisian | 
| 288 | al - qaeda - libi - bin - laden | 5 | 288_al_qaeda_libi_bin | 
| 289 | ear - keim - hear - implant - charlotte | 5 | 289_ear_keim_hear_implant | 
| 290 | busch - driscoll - nascar - stewart - ward | 5 | 290_busch_driscoll_nascar_stewart | 
| 291 | driscoll - masked - auckland - mortar - facebook | 5 | 291_driscoll_masked_auckland_mortar | 
| 292 | drawer - bevan - avon - rothwell - leake | 5 | 292_drawer_bevan_avon_rothwell | 
| 293 | breastfeeding - milk - clowes - breast - pump | 5 | 293_breastfeeding_milk_clowes_breast |
  
</details>

## 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: 1.23.5
* 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
