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

# cnn_dailymail_108_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_108_50000_25000_train")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 327
* 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 - police - one - year - people | 5 | -1_said_police_one_year | 
| 0 | league - player - club - goal - cup | 25948 | 0_league_player_club_goal | 
| 1 | obama - republican - president - republicans - senate | 5040 | 1_obama_republican_president_republicans | 
| 2 | police - murder - shot - shooting - death | 1488 | 2_police_murder_shot_shooting | 
| 3 | boko - haram - sudan - somalia - nigeria | 658 | 3_boko_haram_sudan_somalia | 
| 4 | hospital - doctor - baby - cancer - mrs | 392 | 4_hospital_doctor_baby_cancer | 
| 5 | murray - wimbledon - federer - tennis - djokovic | 387 | 5_murray_wimbledon_federer_tennis | 
| 6 | fashion - hair - dress - style - model | 386 | 6_fashion_hair_dress_style | 
| 7 | space - earth - nasa - mars - planet | 383 | 7_space_earth_nasa_mars | 
| 8 | apple - iphone - device - google - apples | 368 | 8_apple_iphone_device_google | 
| 9 | dog - cat - animal - pet - dogs | 349 | 9_dog_cat_animal_pet | 
| 10 | hamilton - race - prix - rosberg - formula | 314 | 10_hamilton_race_prix_rosberg | 
| 11 | medal - gold - olympic - games - olympics | 273 | 11_medal_gold_olympic_games | 
| 12 | labour - ukip - miliband - mr - cameron | 269 | 12_labour_ukip_miliband_mr | 
| 13 | ship - boat - cruise - titanic - coast | 265 | 13_ship_boat_cruise_titanic | 
| 14 | golf - mcilroy - woods - ryder - round | 261 | 14_golf_mcilroy_woods_ryder | 
| 15 | prince - royal - duchess - queen - duke | 249 | 15_prince_royal_duchess_queen | 
| 16 | gun - ferguson - zimmerman - shooting - wilson | 232 | 16_gun_ferguson_zimmerman_shooting | 
| 17 | russian - ukraine - russia - putin - ukrainian | 229 | 17_russian_ukraine_russia_putin | 
| 18 | war - german - nazi - hitler - soldier | 224 | 18_war_german_nazi_hitler | 
| 19 | food - sugar - calorie - meal - menu | 217 | 19_food_sugar_calorie_meal | 
| 20 | shark - whale - fish - dolphin - water | 217 | 20_shark_whale_fish_dolphin | 
| 21 | nfl - game - baseball - bowl - quarterback | 215 | 21_nfl_game_baseball_bowl | 
| 22 | song - music - album - band - beatles | 200 | 22_song_music_album_band | 
| 23 | korea - north - korean - kim - koreas | 187 | 23_korea_north_korean_kim | 
| 24 | murder - stabbed - knife - court - police | 182 | 24_murder_stabbed_knife_court | 
| 25 | money - court - fraud - bank - cash | 181 | 25_money_court_fraud_bank | 
| 26 | chinese - china - bo - hong - chinas | 176 | 26_chinese_china_bo_hong | 
| 27 | facebook - user - app - social - twitter | 175 | 27_facebook_user_app_social | 
| 28 | sexual - sex - court - victim - indecent | 175 | 28_sexual_sex_court_victim | 
| 29 | fire - blaze - firefighter - smoke - flame | 172 | 29_fire_blaze_firefighter_smoke | 
| 30 | film - movie - wars - million - star | 166 | 30_film_movie_wars_million | 
| 31 | fight - mayweather - pacquiao - boxing - groves | 164 | 31_fight_mayweather_pacquiao_boxing | 
| 32 | plane - flight - pilot - passenger - airport | 161 | 32_plane_flight_pilot_passenger | 
| 33 | zoo - elephant - animal - lion - gorilla | 158 | 33_zoo_elephant_animal_lion | 
| 34 | mexico - mexican - cartel - drug - juarez | 156 | 34_mexico_mexican_cartel_drug | 
| 35 | painting - art - artist - work - artwork | 146 | 35_painting_art_artist_work | 
| 36 | school - teacher - student - sex - sexual | 146 | 36_school_teacher_student_sex | 
| 37 | chavez - venezuela - venezuelan - maduro - farc | 145 | 37_chavez_venezuela_venezuelan_maduro | 
| 38 | pakistan - pakistani - taliban - pakistans - islamabad | 137 | 38_pakistan_pakistani_taliban_pakistans | 
| 39 | iran - nuclear - iranian - irans - tehran | 136 | 39_iran_nuclear_iranian_irans | 
| 40 | tesco - store - shopper - christmas - sale | 130 | 40_tesco_store_shopper_christmas | 
| 41 | egypt - egyptian - mubarak - cairo - brotherhood | 130 | 41_egypt_egyptian_mubarak_cairo | 
| 42 | nhs - patient - care - hospital - health | 128 | 42_nhs_patient_care_hospital | 
| 43 | isis - iraq - iraqi - baghdad - syria | 125 | 43_isis_iraq_iraqi_baghdad | 
| 44 | show - letterman - odonnell - network - comedy | 113 | 44_show_letterman_odonnell_network | 
| 45 | ebola - liberia - virus - leone - sierra | 112 | 45_ebola_liberia_virus_leone | 
| 46 | property - house - estate - building - bedroom | 111 | 46_property_house_estate_building | 
| 47 | israeli - israel - gaza - palestinian - hamas | 108 | 47_israeli_israel_gaza_palestinian | 
| 48 | wine - alcohol - beer - drinking - drink | 108 | 48_wine_alcohol_beer_drinking | 
| 49 | weight - diet - size - stone - eating | 108 | 49_weight_diet_size_stone | 
| 50 | pope - francis - vatican - church - catholic | 107 | 50_pope_francis_vatican_church | 
| 51 | weather - rain - temperature - snow - flood | 103 | 51_weather_rain_temperature_snow | 
| 52 | syrian - syria - alassad - damascus - regime | 103 | 52_syrian_syria_alassad_damascus | 
| 53 | snow - storm - weather - inch - temperature | 102 | 53_snow_storm_weather_inch | 
| 54 | school - pupil - education - exam - schools | 102 | 54_school_pupil_education_exam | 
| 55 | horse - jockey - racing - zara - race | 100 | 55_horse_jockey_racing_zara | 
| 56 | marijuana - drug - cannabis - heroin - pot | 95 | 56_marijuana_drug_cannabis_heroin | 
| 57 | libyan - libya - gadhafi - tripoli - gadhafis | 93 | 57_libyan_libya_gadhafi_tripoli | 
| 58 | afghan - afghanistan - taliban - kabul - province | 85 | 58_afghan_afghanistan_taliban_kabul | 
| 59 | energy - price - petrol - litre - gas | 82 | 59_energy_price_petrol_litre | 
| 60 | climber - mountain - avalanche - everest - climbing | 82 | 60_climber_mountain_avalanche_everest | 
| 61 | mandela - mandelas - south - nelson - african | 76 | 61_mandela_mandelas_south_nelson | 
| 62 | transcript - student - todays - news - curriculum | 75 | 62_transcript_student_todays_news | 
| 63 | hacking - murdoch - brooks - news - coulson | 74 | 63_hacking_murdoch_brooks_news | 
| 64 | search - plane - flight - malaysia - ocean | 74 | 64_search_plane_flight_malaysia | 
| 65 | eu - european - britain - uk - immigration | 72 | 65_eu_european_britain_uk | 
| 66 | snowden - nsa - intelligence - surveillance - snowdens | 67 | 66_snowden_nsa_intelligence_surveillance | 
| 67 | delhi - india - rape - indian - woman | 67 | 67_delhi_india_rape_indian | 
| 68 | car - vehicle - jaguar - model - cars | 67 | 68_car_vehicle_jaguar_model | 
| 69 | eurozone - greece - euro - greek - debt | 67 | 69_eurozone_greece_euro_greek | 
| 70 | airline - ryanair - flight - passenger - airlines | 66 | 70_airline_ryanair_flight_passenger | 
| 71 | bank - barclays - lloyds - bonus - rbs | 65 | 71_bank_barclays_lloyds_bonus | 
| 72 | tsarnaev - boston - tamerlan - dzhokhar - bombing | 63 | 72_tsarnaev_boston_tamerlan_dzhokhar | 
| 73 | jackson - jacksons - murray - aeg - propofol | 61 | 73_jackson_jacksons_murray_aeg | 
| 74 | turkish - turkey - erdogan - turkeys - istanbul | 61 | 74_turkish_turkey_erdogan_turkeys | 
| 75 | lottery - ticket - jackpot - winning - powerball | 60 | 75_lottery_ticket_jackpot_winning | 
| 76 | fossil - dinosaur - neanderthals - mammoth - homo | 59 | 76_fossil_dinosaur_neanderthals_mammoth | 
| 77 | tax - pension - benefit - welfare - osborne | 59 | 77_tax_pension_benefit_welfare | 
| 78 | train - rail - derailed - track - crossing | 57 | 78_train_rail_derailed_track | 
| 79 | deportation - immigration - sham - uk - deported | 57 | 79_deportation_immigration_sham_uk | 
| 80 | oil - bp - gulf - spill - deepwater | 56 | 80_oil_bp_gulf_spill | 
| 81 | tobacco - smoking - cigarette - ecigarettes - nicotine | 56 | 81_tobacco_smoking_cigarette_ecigarettes | 
| 82 | billion - alumnus - worth - wealth - richest | 56 | 82_billion_alumnus_worth_wealth | 
| 83 | cuba - cuban - castro - havana - fidel | 55 | 83_cuba_cuban_castro_havana | 
| 84 | haiti - haitian - portauprince - earthquake - haitians | 54 | 84_haiti_haitian_portauprince_earthquake | 
| 85 | burial - archaeologist - tomb - skull - ancient | 52 | 85_burial_archaeologist_tomb_skull | 
| 86 | pistorius - steenkamp - reeva - oscar - nel | 52 | 86_pistorius_steenkamp_reeva_oscar | 
| 87 | bali - sandiford - indonesian - sukumaran - chan | 52 | 87_bali_sandiford_indonesian_sukumaran | 
| 88 | nba - basketball - lebron - james - miami | 51 | 88_nba_basketball_lebron_james | 
| 89 | driver - car - speed - driving - road | 51 | 89_driver_car_speed_driving | 
| 90 | reactor - nuclear - plant - radiation - fukushima | 50 | 90_reactor_nuclear_plant_radiation | 
| 91 | wedding - couple - married - bride - marriage | 49 | 91_wedding_couple_married_bride | 
| 92 | rio - sao - brazil - janeiro - paulo | 49 | 92_rio_sao_brazil_janeiro | 
| 93 | china - japanese - japan - chinese - island | 49 | 93_china_japanese_japan_chinese | 
| 94 | measles - vaccine - vaccination - mmr - autism | 48 | 94_measles_vaccine_vaccination_mmr | 
| 95 | police - robbery - officer - pc - gang | 47 | 95_police_robbery_officer_pc | 
| 96 | volcano - lava - eruption - ash - flow | 46 | 96_volcano_lava_eruption_ash | 
| 97 | novel - book - author - reading - poirot | 46 | 97_novel_book_author_reading | 
| 98 | crash - car - driver - accident - jenner | 45 | 98_crash_car_driver_accident | 
| 99 | ireland - ira - northern - belfast - sinn | 44 | 99_ireland_ira_northern_belfast | 
| 100 | island - beach - hoard - bimini - coin | 44 | 100_island_beach_hoard_bimini | 
| 101 | islamic - sharrouf - sydney - australia - elomar | 44 | 101_islamic_sharrouf_sydney_australia | 
| 102 | price - mortgage - cent - per - housing | 44 | 102_price_mortgage_cent_per | 
| 103 | armstrong - tour - lance - cycling - doping | 43 | 103_armstrong_tour_lance_cycling | 
| 104 | abbott - gillard - minister - prime - tony | 42 | 104_abbott_gillard_minister_prime | 
| 105 | fire - wildfire - firefighter - blaze - burned | 41 | 105_fire_wildfire_firefighter_blaze | 
| 106 | memorial - cemetery - veteran - vietnam - veterans | 41 | 106_memorial_cemetery_veteran_vietnam | 
| 107 | knox - sollecito - kercher - meredith - knoxs | 41 | 107_knox_sollecito_kercher_meredith | 
| 108 | charlie - hebdo - paris - kouachi - coulibaly | 39 | 108_charlie_hebdo_paris_kouachi | 
| 109 | education - student - teacher - school - teachers | 39 | 109_education_student_teacher_school | 
| 110 | hs2 - rail - train - tunnel - transport | 39 | 110_hs2_rail_train_tunnel | 
| 111 | climate - warming - global - change - emission | 38 | 111_climate_warming_global_change | 
| 112 | tornado - storm - oklahoma - twister - weather | 36 | 112_tornado_storm_oklahoma_twister | 
| 113 | mitchell - mp - rennard - lord - mr | 36 | 113_mitchell_mp_rennard_lord | 
| 114 | hiv - aids - infection - virus - testing | 36 | 114_hiv_aids_infection_virus | 
| 115 | miss - pageant - beauty - competition - universe | 36 | 115_miss_pageant_beauty_competition | 
| 116 | factory - bangladesh - garment - dhaka - building | 36 | 116_factory_bangladesh_garment_dhaka | 
| 117 | benghazi - attack - libya - stevens - ambassador | 35 | 117_benghazi_attack_libya_stevens | 
| 118 | earthquake - tsunami - quake - magnitude - warning | 35 | 118_earthquake_tsunami_quake_magnitude | 
| 119 | hurricane - storm - tropical - mph - wind | 34 | 119_hurricane_storm_tropical_mph | 
| 120 | bergdahl - guantanamo - bowe - detainee - taliban | 34 | 120_bergdahl_guantanamo_bowe_detainee | 
| 121 | pirate - ship - piracy - somali - somalia | 34 | 121_pirate_ship_piracy_somali | 
| 122 | flu - virus - mers - swine - vaccine | 33 | 122_flu_virus_mers_swine | 
| 123 | china - chinese - xi - dalai - chinas | 33 | 123_china_chinese_xi_dalai | 
| 124 | fraternity - kappa - university - campus - phi | 33 | 124_fraternity_kappa_university_campus | 
| 125 | typhoon - philippines - tacloban - storm - haiyan | 32 | 125_typhoon_philippines_tacloban_storm | 
| 126 | saudi - arabia - king - raif - alotaibi | 32 | 126_saudi_arabia_king_raif | 
| 127 | anthony - casey - anthonys - caylee - cindy | 32 | 127_anthony_casey_anthonys_caylee | 
| 128 | cosby - cosbys - drugged - allegation - comedian | 31 | 128_cosby_cosbys_drugged_allegation | 
| 129 | hotel - venice - hotels - properties - marriott | 31 | 129_hotel_venice_hotels_properties | 
| 130 | miner - mine - coal - mining - miners | 31 | 130_miner_mine_coal_mining | 
| 131 | church - archbishop - welby - bishop - canterbury | 31 | 131_church_archbishop_welby_bishop | 
| 132 | indias - delhi - india - indian - modi | 30 | 132_indias_delhi_india_indian | 
| 133 | woman - women - men - career - gap | 30 | 133_woman_women_men_career | 
| 134 | berlusconi - berlusconis - silvio - bunga - italian | 30 | 134_berlusconi_berlusconis_silvio_bunga | 
| 135 | al - qaeda - vinas - bin - laden | 30 | 135_al_qaeda_vinas_bin | 
| 136 | malawi - fgm - madonna - girl - makoni | 30 | 136_malawi_fgm_madonna_girl | 
| 137 | robot - 3d - printer - robots - robotics | 29 | 137_robot_3d_printer_robots | 
| 138 | soldier - afghanistan - helmand - afghan - corporal | 29 | 138_soldier_afghanistan_helmand_afghan | 
| 139 | sexual - assault - military - sinclair - cadet | 29 | 139_sexual_assault_military_sinclair | 
| 140 | bird - pigeon - squirrel - nest - birds | 29 | 140_bird_pigeon_squirrel_nest | 
| 141 | daley - jasmine - karen - married - kutcher | 28 | 141_daley_jasmine_karen_married | 
| 142 | thief - shop - cctv - stolen - raid | 28 | 142_thief_shop_cctv_stolen | 
| 143 | calais - migrant - port - lorry - ferry | 28 | 143_calais_migrant_port_lorry | 
| 144 | saleh - yemen - yemeni - sanaa - hadi | 28 | 144_saleh_yemen_yemeni_sanaa | 
| 145 | sloot - der - van - flores - holloway | 28 | 145_sloot_der_van_flores | 
| 146 | suu - kyi - myanmar - aung - kyis | 28 | 146_suu_kyi_myanmar_aung | 
| 147 | diamond - auction - sold - sothebys - jewellery | 27 | 147_diamond_auction_sold_sothebys | 
| 148 | tattoo - tattooing - tattoos - inked - hardy | 27 | 148_tattoo_tattooing_tattoos_inked | 
| 149 | madeleine - mccann - praia - luz - portuguese | 27 | 149_madeleine_mccann_praia_luz | 
| 150 | mladic - bosnian - serb - kosovo - serbia | 26 | 150_mladic_bosnian_serb_kosovo | 
| 151 | falklands - falkland - islands - argentina - malvinas | 26 | 151_falklands_falkland_islands_argentina | 
| 152 | philippines - philippine - sabah - aquino - cerantonio | 26 | 152_philippines_philippine_sabah_aquino | 
| 153 | hollande - trierweiler - sarkozy - hollandes - french | 26 | 153_hollande_trierweiler_sarkozy_hollandes | 
| 154 | bear - cub - wildlife - bears - zoo | 26 | 154_bear_cub_wildlife_bears | 
| 155 | va - veterans - veteran - shinseki - phoenix | 26 | 155_va_veterans_veteran_shinseki | 
| 156 | malala - taliban - pakistan - education - malalas | 26 | 156_malala_taliban_pakistan_education | 
| 157 | food - salmonella - recall - peanut - product | 25 | 157_food_salmonella_recall_peanut | 
| 158 | russian - plane - ukrainian - jet - ukraine | 25 | 158_russian_plane_ukrainian_jet | 
| 159 | breivik - oslo - utoya - breiviks - norwegian | 25 | 159_breivik_oslo_utoya_breiviks | 
| 160 | iraq - iraqi - isis - troop - military | 25 | 160_iraq_iraqi_isis_troop | 
| 161 | bangkok - yingluck - thaksin - thai - thailand | 25 | 161_bangkok_yingluck_thaksin_thai | 
| 162 | console - wii - xbox - game - nintendo | 25 | 162_console_wii_xbox_game | 
| 163 | internet - porn - pornography - online - filter | 25 | 163_internet_porn_pornography_online | 
| 164 | sandusky - penn - paterno - sanduskys - jerry | 25 | 164_sandusky_penn_paterno_sanduskys | 
| 165 | ice - glacier - antarctica - antarctic - melting | 25 | 165_ice_glacier_antarctica_antarctic | 
| 166 | khmer - cambodia - angkor - rouge - temple | 24 | 166_khmer_cambodia_angkor_rouge | 
| 167 | drug - cocaine - jailed - heroin - cannabis | 23 | 167_drug_cocaine_jailed_heroin | 
| 168 | yacht - superyacht - abramovich - eclipse - superyachts | 23 | 168_yacht_superyacht_abramovich_eclipse | 
| 169 | savile - bbc - jimmy - yewtree - saviles | 23 | 169_savile_bbc_jimmy_yewtree | 
| 170 | monis - hostage - siege - cafe - lindt | 23 | 170_monis_hostage_siege_cafe | 
| 171 | radio - bbc - listener - presenter - programme | 23 | 171_radio_bbc_listener_presenter | 
| 172 | obesity - obese - overweight - rate - weight | 23 | 172_obesity_obese_overweight_rate | 
| 173 | assange - wikileaks - embassy - sweden - julian | 23 | 173_assange_wikileaks_embassy_sweden | 
| 174 | dewani - anni - shrien - dewanis - tongo | 23 | 174_dewani_anni_shrien_dewanis | 
| 175 | iii - richard - leicester - king - remains | 22 | 175_iii_richard_leicester_king | 
| 176 | migrant - boat - gibraltar - lampedusa - spanish | 22 | 176_migrant_boat_gibraltar_lampedusa | 
| 177 | tsa - airport - knife - security - screening | 22 | 177_tsa_airport_knife_security | 
| 178 | accident - road - died - scene - riggien | 22 | 178_accident_road_died_scene | 
| 179 | toyota - recall - vehicle - automaker - car | 22 | 179_toyota_recall_vehicle_automaker | 
| 180 | strausskahn - diallo - strausskahns - sinclair - imf | 22 | 180_strausskahn_diallo_strausskahns_sinclair | 
| 181 | parking - council - warden - pickles - councils | 21 | 181_parking_council_warden_pickles | 
| 182 | cia - interrogation - torture - intelligence - cias | 21 | 182_cia_interrogation_torture_intelligence | 
| 183 | hasan - hood - fort - hasans - soldier | 21 | 183_hasan_hood_fort_hasans | 
| 184 | secret - agent - service - cartagena - white | 21 | 184_secret_agent_service_cartagena | 
| 185 | employee - customer - hostess - waitress - restaurant | 21 | 185_employee_customer_hostess_waitress | 
| 186 | christmas - tree - santa - santas - festive | 21 | 186_christmas_tree_santa_santas | 
| 187 | marathon - boston - runner - finish - race | 21 | 187_marathon_boston_runner_finish | 
| 188 | grey - shades - fifty - dornan - dakota | 20 | 188_grey_shades_fifty_dornan | 
| 189 | soldier - gibbs - military - deployment - afghanistan | 20 | 189_soldier_gibbs_military_deployment | 
| 190 | lohan - bynes - probation - lindsay - lohans | 20 | 190_lohan_bynes_probation_lindsay | 
| 191 | botox - cosmetic - surgery - facial - procedure | 20 | 191_botox_cosmetic_surgery_facial | 
| 192 | cancer - prostate - patient - treatment - drug | 20 | 192_cancer_prostate_patient_treatment | 
| 193 | spider - bite - widow - venom - bitten | 20 | 193_spider_bite_widow_venom | 
| 194 | petraeus - broadwell - kelley - paula - affair | 20 | 194_petraeus_broadwell_kelley_paula | 
| 195 | school - pupil - uniform - isolation - teacher | 19 | 195_school_pupil_uniform_isolation | 
| 196 | sex - relationship - lgbt - partner - men | 19 | 196_sex_relationship_lgbt_partner | 
| 197 | drug - possession - judelson - ricin - heroin | 19 | 197_drug_possession_judelson_ricin | 
| 198 | crime - police - officer - force - dizaei | 19 | 198_crime_police_officer_force | 
| 199 | hms - ship - navy - zumwalt - illustrious | 19 | 199_hms_ship_navy_zumwalt | 
| 200 | bieber - justin - biebers - jeremy - singer | 19 | 200_bieber_justin_biebers_jeremy | 
| 201 | sri - tamil - lanka - lankan - tigers | 19 | 201_sri_tamil_lanka_lankan | 
| 202 | sandy - hurricane - storm - jersey - katrina | 18 | 202_sandy_hurricane_storm_jersey | 
| 203 | hernandez - lloyd - hernandezs - odin - patriots | 18 | 203_hernandez_lloyd_hernandezs_odin | 
| 204 | liesheng - daredevil - yide - rope - tightrope | 18 | 204_liesheng_daredevil_yide_rope | 
| 205 | drug - ecstasy - mdma - dodgeon - spice | 18 | 205_drug_ecstasy_mdma_dodgeon | 
| 206 | aircraft - air - f35 - jet - fighter | 18 | 206_aircraft_air_f35_jet | 
| 207 | chemical - syria - syrian - weapon - regime | 18 | 207_chemical_syria_syrian_weapon | 
| 208 | bee - hive - swarm - insect - bees | 17 | 208_bee_hive_swarm_insect | 
| 209 | tibetan - tibet - tibetans - dalai - lama | 17 | 209_tibetan_tibet_tibetans_dalai | 
| 210 | hijab - veil - muslim - wear - muslims | 17 | 210_hijab_veil_muslim_wear | 
| 211 | ford - toronto - mayor - crack - rob | 17 | 211_ford_toronto_mayor_crack | 
| 212 | ring - diamond - jewel - jewellery - austen | 17 | 212_ring_diamond_jewel_jewellery | 
| 213 | dale - farm - lavender - council - eviction | 17 | 213_dale_farm_lavender_council | 
| 214 | skin - allergic - eb - allergy - leech | 17 | 214_skin_allergic_eb_allergy | 
| 215 | waste - plastic - bag - bin - landfill | 16 | 215_waste_plastic_bag_bin | 
| 216 | pole - expedition - antarctic - antarctica - scotts | 16 | 216_pole_expedition_antarctic_antarctica | 
| 217 | sony - north - pictures - korea - korean | 16 | 217_sony_north_pictures_korea | 
| 218 | driving - car - road - maxse - lynsey | 16 | 218_driving_car_road_maxse | 
| 219 | alzheimers - disease - dementia - drug - brain | 16 | 219_alzheimers_disease_dementia_drug | 
| 220 | sterling - clippers - donald - shelly - nba | 16 | 220_sterling_clippers_donald_shelly | 
| 221 | ferry - sewol - yoo - ship - crew | 16 | 221_ferry_sewol_yoo_ship | 
| 222 | statin - statins - cholesterol - yeast - aspirin | 15 | 222_statin_statins_cholesterol_yeast | 
| 223 | spains - rajoy - madrid - spanish - spain | 15 | 223_spains_rajoy_madrid_spanish | 
| 224 | jeffs - ranch - flds - fundamentalist - texas | 15 | 224_jeffs_ranch_flds_fundamentalist | 
| 225 | hazing - band - champion - marching - famu | 15 | 225_hazing_band_champion_marching | 
| 226 | ballet - dancer - dancing - dance - pole | 15 | 226_ballet_dancer_dancing_dance | 
| 227 | driving - pelly - drink - boynton - limit | 15 | 227_driving_pelly_drink_boynton | 
| 228 | tax - benefit - child - childcare - income | 15 | 228_tax_benefit_child_childcare | 
| 229 | tanning - skin - cancer - sunscreen - sun | 15 | 229_tanning_skin_cancer_sunscreen | 
| 230 | cocaine - frampton - drug - milani - suitcase | 15 | 230_cocaine_frampton_drug_milani | 
| 231 | vitamin - asthma - trudeau - fat - dementia | 14 | 231_vitamin_asthma_trudeau_fat | 
| 232 | harris - rolf - indecent - alwen - assault | 14 | 232_harris_rolf_indecent_alwen | 
| 233 | selfdriving - car - autonomous - driverless - google | 14 | 233_selfdriving_car_autonomous_driverless | 
| 234 | canadian - zehafbibeau - parliament - ottawa - cirillo | 14 | 234_canadian_zehafbibeau_parliament_ottawa | 
| 235 | rigby - fusilier - lee - woolwich - rigbys | 14 | 235_rigby_fusilier_lee_woolwich | 
| 236 | space - lunar - chinas - moon - china | 14 | 236_space_lunar_chinas_moon | 
| 237 | dubai - mcredmond - blake - dalelv - sex | 14 | 237_dubai_mcredmond_blake_dalelv | 
| 238 | blackwater - iraqi - contractor - wuterich - guard | 14 | 238_blackwater_iraqi_contractor_wuterich | 
| 239 | economy - growth - cent - per - gdp | 14 | 239_economy_growth_cent_per | 
| 240 | garrido - dugard - garridos - jaycee - parole | 13 | 240_garrido_dugard_garridos_jaycee | 
| 241 | circumcision - circumcised - hpv - study - foreskin | 13 | 241_circumcision_circumcised_hpv_study | 
| 242 | school - ofsted - trojan - education - birmingham | 13 | 242_school_ofsted_trojan_education | 
| 243 | scientology - miscavige - cruise - church - connor | 13 | 243_scientology_miscavige_cruise_church | 
| 244 | organic - fruit - food - fish - pcbs | 13 | 244_organic_fruit_food_fish | 
| 245 | bus - driver - crash - truck - highway | 13 | 245_bus_driver_crash_truck | 
| 246 | smog - pollution - beijing - haze - china | 13 | 246_smog_pollution_beijing_haze | 
| 247 | dotcom - megaupload - piracy - copyright - copyrighted | 13 | 247_dotcom_megaupload_piracy_copyright | 
| 248 | drone - drones - avenger - flying - dji | 12 | 248_drone_drones_avenger_flying | 
| 249 | antibiotic - bacteria - mrsa - cre - fda | 12 | 249_antibiotic_bacteria_mrsa_cre | 
| 250 | cyber - computer - cyberwar - stuxnet - attack | 12 | 250_cyber_computer_cyberwar_stuxnet | 
| 251 | afghanistan - afghan - karzai - taliban - troop | 12 | 251_afghanistan_afghan_karzai_taliban | 
| 252 | porn - dating - date - woman - men | 12 | 252_porn_dating_date_woman | 
| 253 | holiday - hotel - ill - resort - hygiene | 12 | 253_holiday_hotel_ill_resort | 
| 254 | bike - motorcycle - electric - speed - rider | 12 | 254_bike_motorcycle_electric_speed | 
| 255 | slumdog - okkhoy - bollywood - lala - india | 11 | 255_slumdog_okkhoy_bollywood_lala | 
| 256 | krim - ortega - leo - lulu - marina | 11 | 256_krim_ortega_leo_lulu | 
| 257 | water - reservoir - swonger - orme - epa | 11 | 257_water_reservoir_swonger_orme | 
| 258 | shafilea - ahmed - shafileas - alesha - trup | 11 | 258_shafilea_ahmed_shafileas_alesha | 
| 259 | wright - howells - vaisey - poynton - tom | 11 | 259_wright_howells_vaisey_poynton | 
| 260 | asylum - seeker - refugee - australia - manus | 11 | 260_asylum_seeker_refugee_australia | 
| 261 | williams - robin - puhar - suicide - mccready | 11 | 261_williams_robin_puhar_suicide | 
| 262 | eta - basque - spain - spanish - lorca | 11 | 262_eta_basque_spain_spanish | 
| 263 | wifi - hacker - santamarta - computer - signal | 11 | 263_wifi_hacker_santamarta_computer | 
| 264 | art - kung - fu - hong - kong | 10 | 264_art_kung_fu_hong | 
| 265 | game - sonic - bioshock - infinite - xbox | 10 | 265_game_sonic_bioshock_infinite | 
| 266 | violin - suzuki - piano - instrument - music | 10 | 266_violin_suzuki_piano_instrument | 
| 267 | hernandez - etan - patz - etans - fishbein | 10 | 267_hernandez_etan_patz_etans | 
| 268 | oil - coconut - skin - ramona - troyer | 10 | 268_oil_coconut_skin_ramona | 
| 269 | penguin - ddt - bird - chick - goose | 10 | 269_penguin_ddt_bird_chick | 
| 270 | cunningham - josie - nhs - 4800 - breast | 10 | 270_cunningham_josie_nhs_4800 | 
| 271 | cay - island - map - bahamas - london | 9 | 271_cay_island_map_bahamas | 
| 272 | poppy - legion - ceramic - tower - seller | 9 | 272_poppy_legion_ceramic_tower | 
| 273 | trade - towers - center - tower - colaio | 9 | 273_trade_towers_center_tower | 
| 274 | ghost - paranormal - haunted - castle - dickson | 9 | 274_ghost_paranormal_haunted_castle | 
| 275 | robbery - darville - immanuel - bank - punched | 9 | 275_robbery_darville_immanuel_bank | 
| 276 | nobel - prize - peace - jagland - liu | 9 | 276_nobel_prize_peace_jagland | 
| 277 | alhilli - mollier - maillaud - alhillis - saad | 9 | 277_alhilli_mollier_maillaud_alhillis | 
| 278 | brown - rihanna - chris - browns - drake | 9 | 278_brown_rihanna_chris_browns | 
| 279 | energy - oil - schwarzenegger - solar - fisker | 9 | 279_energy_oil_schwarzenegger_solar | 
| 280 | visitors - disney - annual - walt - park | 8 | 280_visitors_disney_annual_walt | 
| 281 | cordle - canzani - tomica - barbour - sheen | 8 | 281_cordle_canzani_tomica_barbour | 
| 282 | aid - 07 - budget - greening - development | 8 | 282_aid_07_budget_greening | 
| 283 | manning - mannings - wikileaks - bradley - coombs | 8 | 283_manning_mannings_wikileaks_bradley | 
| 284 | dow - market - stock - investor - debt | 8 | 284_dow_market_stock_investor | 
| 285 | robertson - duck - robertsons - dynasty - ae | 8 | 285_robertson_duck_robertsons_dynasty | 
| 286 | diabetes - cancer - drip - vitamin - obesity | 8 | 286_diabetes_cancer_drip_vitamin | 
| 287 | school - skirt - ashlyn - teacher - child | 8 | 287_school_skirt_ashlyn_teacher | 
| 288 | zimbabwe - zimbabwes - currency - mugabe - biti | 8 | 288_zimbabwe_zimbabwes_currency_mugabe | 
| 289 | hockey - sutter - savran - penguins - mumps | 8 | 289_hockey_sutter_savran_penguins | 
| 290 | tailgating - notre - tailgate - university - sioux | 8 | 290_tailgating_notre_tailgate_university | 
| 291 | routh - littlefield - kyle - rouths - kyles | 8 | 291_routh_littlefield_kyle_rouths | 
| 292 | chahal - chaney - hacker - chahals - celebrity | 7 | 292_chahal_chaney_hacker_chahals | 
| 293 | lighthouse - roundabout - chalet - hut - cottage | 7 | 293_lighthouse_roundabout_chalet_hut | 
| 294 | lego - toy - minifigures - bartneck - legos | 7 | 294_lego_toy_minifigures_bartneck | 
| 295 | bus - boyse - buggy - paryss - prom | 7 | 295_bus_boyse_buggy_paryss | 
| 296 | road - sarkar - jennie - clyst - garrett | 7 | 296_road_sarkar_jennie_clyst | 
| 297 | horse - meat - food - beef - horsemeat | 7 | 297_horse_meat_food_beef | 
| 298 | tarnawskyj - houghtaling - goff - gosnell - korbyn | 7 | 298_tarnawskyj_houghtaling_goff_gosnell | 
| 299 | breast - cancer - gene - mastectomy - preventative | 7 | 299_breast_cancer_gene_mastectomy | 
| 300 | card - krebs - credit - hodirevski - password | 7 | 300_card_krebs_credit_hodirevski | 
| 301 | ugandan - uganda - homosexuality - gay - homosexual | 7 | 301_ugandan_uganda_homosexuality_gay | 
| 302 | kangbashi - construction - building - ordos - buddha | 7 | 302_kangbashi_construction_building_ordos | 
| 303 | colligan - trifonovs - shahin - peers - salford | 7 | 303_colligan_trifonovs_shahin_peers | 
| 304 | medicine - salve - pain - pots - cancer | 7 | 304_medicine_salve_pain_pots | 
| 305 | iraq - isis - campbell - dossier - cameron | 6 | 305_iraq_isis_campbell_dossier | 
| 306 | sleep - sleeping - hour - hours - ptacek | 6 | 306_sleep_sleeping_hour_hours | 
| 307 | xinhua - sichuan - quake - province - houston | 6 | 307_xinhua_sichuan_quake_province | 
| 308 | sperm - pill - fertility - contraception - juno | 6 | 308_sperm_pill_fertility_contraception | 
| 309 | vandenburg - batey - vanderbilt - rape - vandenburgs | 6 | 309_vandenburg_batey_vanderbilt_rape | 
| 310 | fracking - shale - drilling - gas - balcombe | 6 | 310_fracking_shale_drilling_gas | 
| 311 | flu - swine - virus - pandemic - cdc | 6 | 311_flu_swine_virus_pandemic | 
| 312 | thatcher - lady - funeral - thatchers - ritz | 6 | 312_thatcher_lady_funeral_thatchers | 
| 313 | clarkson - plate - gear - bbc - presenter | 5 | 313_clarkson_plate_gear_bbc | 
| 314 | merkel - snowden - german - spying - merkels | 5 | 314_merkel_snowden_german_spying | 
| 315 | assisted - euthanasia - suicide - netherlands - patient | 5 | 315_assisted_euthanasia_suicide_netherlands | 
| 316 | sochi - games - skater - kozak - winter | 5 | 316_sochi_games_skater_kozak | 
| 317 | bbc - corporation - yentob - staff - bbcs | 5 | 317_bbc_corporation_yentob_staff | 
| 318 | cicinelli - ramos - thomas - channing - hartwig | 5 | 318_cicinelli_ramos_thomas_channing | 
| 319 | apartment - porsche - suite - building - nawaf | 5 | 319_apartment_porsche_suite_building | 
| 320 | restaurant - attica - airport - melbourne - sepia | 5 | 320_restaurant_attica_airport_melbourne | 
| 321 | fountain - phantom - rap - coronation - actor | 5 | 321_fountain_phantom_rap_coronation | 
| 322 | hutton - hamzah - mchale - byrne - levina | 5 | 322_hutton_hamzah_mchale_byrne | 
| 323 | breastfeeding - carene - breast - prediction - gender | 5 | 323_breastfeeding_carene_breast_prediction | 
| 324 | driscoll - church - penis - mcfarland - pastor | 5 | 324_driscoll_church_penis_mcfarland | 
| 325 | garden - plant - kew - wisteria - flower | 5 | 325_garden_plant_kew_wisteria |
  
</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: 1.22.4
* 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
