README.md

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

# xsum_6789_50000_25000_v1_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/xsum_6789_50000_25000_v1_train")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 255
* 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 - mr - police - people - would | 5 | -1_said_mr_police_people | 
| 0 | league - goal - win - game - foul | 24458 | 0_league_goal_win_game | 
| 1 | labour - eu - party - vote - referendum | 7343 | 1_labour_eu_party_vote | 
| 2 | olympic - athlete - race - sport - gold | 1358 | 2_olympic_athlete_race_sport | 
| 3 | cricket - wicket - england - test - batsman | 1144 | 3_cricket_wicket_england_test | 
| 4 | school - education - teacher - pupil - student | 781 | 4_school_education_teacher_pupil | 
| 5 | rail - transport - rmt - train - bridge | 482 | 5_rail_transport_rmt_train | 
| 6 | nhs - care - health - patient - hospital | 477 | 6_nhs_care_health_patient | 
| 7 | boko - haram - president - african - africa | 471 | 7_boko_haram_president_african | 
| 8 | syrian - syria - assad - rebel - iraq | 448 | 8_syrian_syria_assad_rebel | 
| 9 | fire - blaze - smoke - firefighter - rescue | 345 | 9_fire_blaze_smoke_firefighter | 
| 10 | murray - wimbledon - tennis - slam - seed | 290 | 10_murray_wimbledon_tennis_slam | 
| 11 | film - actor - star - movie - award | 266 | 11_film_actor_star_movie | 
| 12 | dup - sinn - fin - ireland - northern | 258 | 12_dup_sinn_fin_ireland | 
| 13 | fight - boxing - champion - title - fury | 257 | 13_fight_boxing_champion_title | 
| 14 | crash - road - collision - driver - car | 247 | 14_crash_road_collision_driver | 
| 15 | mercedes - hamilton - f1 - race - rosberg | 238 | 15_mercedes_hamilton_f1_race | 
| 16 | coastguard - lifeboat - rescue - boat - rnli | 235 | 16_coastguard_lifeboat_rescue_boat | 
| 17 | china - chinese - hong - kong - chinas | 230 | 17_china_chinese_hong_kong | 
| 18 | ukraine - russian - russia - ukrainian - putin | 221 | 18_ukraine_russian_russia_ukrainian | 
| 19 | taliban - pakistan - afghan - pakistani - afghanistan | 218 | 19_taliban_pakistan_afghan_pakistani | 
| 20 | mcilroy - golf - birdie - open - par | 218 | 20_mcilroy_golf_birdie_open | 
| 21 | dog - animal - dogs - cat - rspca | 208 | 21_dog_animal_dogs_cat | 
| 22 | data - security - nsa - computer - malware | 207 | 22_data_security_nsa_computer | 
| 23 | cancer - patient - treatment - disease - cell | 198 | 23_cancer_patient_treatment_disease | 
| 24 | maduro - venezuela - mexico - morales - president | 198 | 24_maduro_venezuela_mexico_morales | 
| 25 | energy - climate - gas - wind - carbon | 197 | 25_energy_climate_gas_wind | 
| 26 | sexual - indecent - court - assault - victim | 182 | 26_sexual_indecent_court_assault | 
| 27 | sale - store - retail - tesco - retailer | 174 | 27_sale_store_retail_tesco | 
| 28 | marriage - church - bishop - samesex - cardinal | 172 | 28_marriage_church_bishop_samesex | 
| 29 | album - song - music - band - chart | 170 | 29_album_song_music_band | 
| 30 | apple - samsung - phone - technology - mobile | 163 | 30_apple_samsung_phone_technology | 
| 31 | trump - republican - clinton - republicans - mr | 156 | 31_trump_republican_clinton_republicans | 
| 32 | yn - ar - wedi - ei - mae | 148 | 32_yn_ar_wedi_ei | 
| 33 | ebola - virus - vaccine - outbreak - zika | 148 | 33_ebola_virus_vaccine_outbreak | 
| 34 | planet - particle - earth - space - universe | 143 | 34_planet_particle_earth_space | 
| 35 | flood - flooding - water - weather - rain | 139 | 35_flood_flooding_water_weather | 
| 36 | migrant - refugee - asylum - hungary - migrants | 138 | 36_migrant_refugee_asylum_hungary | 
| 37 | korea - north - korean - kim - missile | 130 | 37_korea_north_korean_kim | 
| 38 | paris - french - attack - france - police | 122 | 38_paris_french_attack_france | 
| 39 | memorial - war - battle - soldier - regiment | 120 | 39_memorial_war_battle_soldier | 
| 40 | plane - flight - aircraft - pilot - airport | 112 | 40_plane_flight_aircraft_pilot | 
| 41 | man - det - incident - wearing - police | 111 | 41_man_det_incident_wearing | 
| 42 | art - painting - artist - exhibition - gallery | 109 | 42_art_painting_artist_exhibition | 
| 43 | growth - rate - economy - inflation - bank | 106 | 43_growth_rate_economy_inflation | 
| 44 | prison - prisoner - prisons - offender - prisoners | 104 | 44_prison_prisoner_prisons_offender | 
| 45 | bank - banking - barclays - hsbc - rbs | 103 | 45_bank_banking_barclays_hsbc | 
| 46 | earthquake - quake - nepal - magnitude - hurricane | 101 | 46_earthquake_quake_nepal_magnitude | 
| 47 | shooting - police - officer - black - gun | 100 | 47_shooting_police_officer_black | 
| 48 | greece - greek - eurozone - bailout - greeces | 99 | 48_greece_greek_eurozone_bailout | 
| 49 | housing - price - property - house - home | 94 | 49_housing_price_property_house | 
| 50 | morsi - egypt - brotherhood - egyptian - cairo | 93 | 50_morsi_egypt_brotherhood_egyptian | 
| 51 | airport - heathrow - runway - flight - gatwick | 92 | 51_airport_heathrow_runway_flight | 
| 52 | murder - arrested - suspicion - custody - postmortem | 92 | 52_murder_arrested_suspicion_custody | 
| 53 | zoo - tiger - animal - elephant - rhino | 90 | 53_zoo_tiger_animal_elephant | 
| 54 | festival - event - music - edinburgh - organiser | 90 | 54_festival_event_music_edinburgh | 
| 55 | book - novel - author - prize - writer | 89 | 55_book_novel_author_prize | 
| 56 | snooker - osullivan - frame - world - gerwen | 88 | 56_snooker_osullivan_frame_world | 
| 57 | unsupported - updated - playback - device - media | 87 | 57_unsupported_updated_playback_device | 
| 58 | india - indias - delhi - indian - woman | 86 | 58_india_indias_delhi_indian | 
| 59 | trust - death - care - hospital - baby | 86 | 59_trust_death_care_hospital | 
| 60 | bbc - licence - s4c - fee - wales | 84 | 60_bbc_licence_s4c_fee | 
| 61 | prince - queen - royal - duchess - duke | 78 | 61_prince_queen_royal_duchess | 
| 62 | index - benchmark - nikkei - chinas - growth | 78 | 62_index_benchmark_nikkei_chinas | 
| 63 | abuse - police - child - sexual - exploitation | 77 | 63_abuse_police_child_sexual | 
| 64 | belfast - ira - finucane - murder - family | 76 | 64_belfast_ira_finucane_murder | 
| 65 | council - site - development - building - regeneration | 74 | 65_council_site_development_building | 
| 66 | obesity - sugar - food - obese - drink | 73 | 66_obesity_sugar_food_obese | 
| 67 | murder - court - heard - knife - trial | 72 | 67_murder_court_heard_knife | 
| 68 | steel - tata - talbot - plant - port | 71 | 68_steel_tata_talbot_plant | 
| 69 | bird - wildlife - birds - rspb - conservation | 67 | 69_bird_wildlife_birds_rspb | 
| 70 | drug - cannabis - heroin - drugs - marijuana | 64 | 70_drug_cannabis_heroin_drugs | 
| 71 | pen - macron - fillon - le - french | 61 | 71_pen_macron_fillon_le | 
| 72 | sp - nasdaq - dow - rose - index | 61 | 72_sp_nasdaq_dow_rose | 
| 73 | israel - israeli - palestinian - palestinians - hamas | 59 | 73_israel_israeli_palestinian_palestinians | 
| 74 | ftse - shares - share - pound - index | 59 | 74_ftse_shares_share_pound | 
| 75 | updated - gmt - 2017 - bst - last | 57 | 75_updated_gmt_2017_bst | 
| 76 | broadband - bt - ofcom - openreach - customer | 57 | 76_broadband_bt_ofcom_openreach | 
| 77 | vw - emission - car - volkswagen - diesel | 57 | 77_vw_emission_car_volkswagen | 
| 78 | iran - nuclear - irans - iranian - rouhani | 56 | 78_iran_nuclear_irans_iranian | 
| 79 | cushnahan - nama - ireland - northern - ni | 55 | 79_cushnahan_nama_ireland_northern | 
| 80 | alcohol - drinking - drink - wine - minimum | 53 | 80_alcohol_drinking_drink_wine | 
| 81 | fraud - money - court - judge - account | 53 | 81_fraud_money_court_judge | 
| 82 | pope - vatican - francis - church - catholic | 53 | 82_pope_vatican_francis_church | 
| 83 | pollution - air - emission - nitrogen - no2 | 52 | 83_pollution_air_emission_nitrogen | 
| 84 | pokemon - game - console - nintendo - vr | 52 | 84_pokemon_game_console_nintendo | 
| 85 | driver - road - camera - driving - speed | 52 | 85_driver_road_camera_driving | 
| 86 | waste - recycling - bag - plastic - food | 52 | 86_waste_recycling_bag_plastic | 
| 87 | farc - peace - eln - rebel - colombian | 50 | 87_farc_peace_eln_rebel | 
| 88 | berlusconi - pp - rajoy - spains - catalan | 50 | 88_berlusconi_pp_rajoy_spains | 
| 89 | thailand - thai - king - yingluck - thailands | 49 | 89_thailand_thai_king_yingluck | 
| 90 | quantum - computer - machine - computing - ai | 46 | 90_quantum_computer_machine_computing | 
| 91 | kosovo - bosnian - serbia - serb - srebrenica | 45 | 91_kosovo_bosnian_serbia_serb | 
| 92 | drug - cannabis - cocaine - drugs - court | 45 | 92_drug_cannabis_cocaine_drugs | 
| 93 | rousseff - petrobras - temer - brazils - corruption | 45 | 93_rousseff_petrobras_temer_brazils | 
| 94 | yemen - houthis - hadi - houthi - saudi | 44 | 94_yemen_houthis_hadi_houthi | 
| 95 | tax - budget - chancellor - cut - spending | 44 | 95_tax_budget_chancellor_cut | 
| 96 | train - tram - driver - raib - rail | 44 | 96_train_tram_driver_raib | 
| 97 | fbi - comey - trump - clinton - email | 44 | 97_fbi_comey_trump_clinton | 
| 98 | drone - aircraft - drones - aviation - unmanned | 43 | 98_drone_aircraft_drones_aviation | 
| 99 | smoking - tobacco - cigarette - ecigarettes - smoker | 42 | 99_smoking_tobacco_cigarette_ecigarettes | 
| 100 | hillsborough - disaster - liverpool - 1989 - crush | 41 | 100_hillsborough_disaster_liverpool_1989 | 
| 101 | council - local - cut - budget - tax | 40 | 101_council_local_cut_budget | 
| 102 | google - facebook - user - video - search | 40 | 102_google_facebook_user_video | 
| 103 | syria - islamic - family - son - iraq | 39 | 103_syria_islamic_family_son | 
| 104 | missing - search - body - police - seen | 38 | 104_missing_search_body_police | 
| 105 | airline - airbus - airlines - aer - boeing | 38 | 105_airline_airbus_airlines_aer | 
| 106 | car - psa - vehicle - gm - battery | 36 | 106_car_psa_vehicle_gm | 
| 107 | fish - salmon - fishing - water - fishery | 36 | 107_fish_salmon_fishing_water | 
| 108 | oil - gas - decommissioning - field - sea | 36 | 108_oil_gas_decommissioning_field | 
| 109 | policing - police - constable - officer - spa | 35 | 109_policing_police_constable_officer | 
| 110 | fire - cladding - grenfell - tower - block | 34 | 110_fire_cladding_grenfell_tower | 
| 111 | nuclear - reactor - fukushima - plant - radiation | 33 | 111_nuclear_reactor_fukushima_plant | 
| 112 | tree - woodland - trees - oak - forest | 32 | 112_tree_woodland_trees_oak | 
| 113 | milk - dairy - farmer - farmers - farming | 32 | 113_milk_dairy_farmer_farmers | 
| 114 | abortion - woman - termination - ireland - northern | 32 | 114_abortion_woman_termination_ireland | 
| 115 | whale - dolphin - whales - sperm - orca | 32 | 115_whale_dolphin_whales_sperm | 
| 116 | nauru - australia - asylum - australian - seeker | 31 | 116_nauru_australia_asylum_australian | 
| 117 | driving - clarke - car - causing - crash | 31 | 117_driving_clarke_car_causing | 
| 118 | stolen - police - bike - haldane - robbery | 31 | 118_stolen_police_bike_haldane | 
| 119 | meat - horsemeat - milk - food - product | 31 | 119_meat_horsemeat_milk_food | 
| 120 | wage - living - pay - minimum - worker | 30 | 120_wage_living_pay_minimum | 
| 121 | belfast - flag - parade - parades - loyalist | 30 | 121_belfast_flag_parade_parades | 
| 122 | terrorism - arrested - arrest - suspicion - police | 29 | 122_terrorism_arrested_arrest_suspicion | 
| 123 | manchester - protest - ford - police - london | 29 | 123_manchester_protest_ford_police | 
| 124 | uber - driver - taxi - ubers - kalanick | 28 | 124_uber_driver_taxi_ubers | 
| 125 | calais - camp - migrant - jungle - asylum | 28 | 125_calais_camp_migrant_jungle | 
| 126 | music - streaming - spotify - album - artist | 28 | 126_music_streaming_spotify_album | 
| 127 | childrens - ofsted - child - council - improvement | 28 | 127_childrens_ofsted_child_council | 
| 128 | erdogan - turkish - turkey - coup - istanbul | 28 | 128_erdogan_turkish_turkey_coup | 
| 129 | cuba - cuban - castro - cubans - havana | 28 | 129_cuba_cuban_castro_cubans | 
| 130 | libya - gaddafi - libyan - tripoli - gaddafis | 27 | 130_libya_gaddafi_libyan_tripoli | 
| 131 | oil - barrel - opec - price - saudi | 26 | 131_oil_barrel_opec_price | 
| 132 | trident - nuclear - submarine - renewal - defence | 26 | 132_trident_nuclear_submarine_renewal | 
| 133 | pistorius - steenkamp - reeva - toilet - intruder | 26 | 133_pistorius_steenkamp_reeva_toilet | 
| 134 | transgender - gay - marriage - law - samesex | 26 | 134_transgender_gay_marriage_law | 
| 135 | space - astronaut - peake - tim - iss | 25 | 135_space_astronaut_peake_tim | 
| 136 | pte - inquest - lcpl - cpl - soldier | 25 | 136_pte_inquest_lcpl_cpl | 
| 137 | cox - jo - mp - batley - mrs | 24 | 137_cox_jo_mp_batley | 
| 138 | jackpot - lottery - ticket - camelot - prize | 24 | 138_jackpot_lottery_ticket_camelot | 
| 139 | pottery - roman - excavation - stone - site | 24 | 139_pottery_roman_excavation_stone | 
| 140 | wikipedia - woman - women - makeup - female | 24 | 140_wikipedia_woman_women_makeup | 
| 141 | energy - price - supplier - customer - gas | 23 | 141_energy_price_supplier_customer | 
| 142 | dinosaur - specimen - fossil - neanderthals - museum | 23 | 142_dinosaur_specimen_fossil_neanderthals | 
| 143 | yamaha - rossi - marquez - lorenzo - ducati | 23 | 143_yamaha_rossi_marquez_lorenzo | 
| 144 | execution - death - drug - lethal - executions | 22 | 144_execution_death_drug_lethal | 
| 145 | tesla - car - selfdriving - vehicle - autonomous | 22 | 145_tesla_car_selfdriving_vehicle | 
| 146 | famine - drought - somalia - food - aid | 22 | 146_famine_drought_somalia_food | 
| 147 | inquiry - abuse - survivor - goddard - inquirys | 21 | 147_inquiry_abuse_survivor_goddard | 
| 148 | mh370 - plane - search - flight - ocean | 21 | 148_mh370_plane_search_flight | 
| 149 | coin - museum - hoard - treasure - ring | 21 | 149_coin_museum_hoard_treasure | 
| 150 | assange - wikileaks - extradition - embassy - assanges | 21 | 150_assange_wikileaks_extradition_embassy | 
| 151 | ride - alton - smiler - towers - merlin | 20 | 151_ride_alton_smiler_towers | 
| 152 | fm - radio - tv - freedom - medium | 19 | 152_fm_radio_tv_freedom | 
| 153 | pension - annuity - retirement - income - pensions | 19 | 153_pension_annuity_retirement_income | 
| 154 | homelessness - homeless - housing - rough - council | 19 | 154_homelessness_homeless_housing_rough | 
| 155 | facebook - news - fake - medium - social | 19 | 155_facebook_news_fake_medium | 
| 156 | trade - tpp - nafta - us - mexico | 19 | 156_trade_tpp_nafta_us | 
| 157 | whisky - distillery - beer - scotch - bottle | 19 | 157_whisky_distillery_beer_scotch | 
| 158 | court - trigg - heard - ms - eli | 19 | 158_court_trigg_heard_ms | 
| 159 | nba - curry - lebron - warriors - cleveland | 19 | 159_nba_curry_lebron_warriors | 
| 160 | ferry - calmac - serco - ferries - contract | 18 | 160_ferry_calmac_serco_ferries | 
| 161 | hms - ship - navy - shipbuilding - warship | 18 | 161_hms_ship_navy_shipbuilding | 
| 162 | syria - strike - iraq - mps - military | 18 | 162_syria_strike_iraq_mps | 
| 163 | childcare - child - parent - inheritance - meal | 18 | 163_childcare_child_parent_inheritance | 
| 164 | junior - doctor - bma - contract - doctors | 18 | 164_junior_doctor_bma_contract | 
| 165 | 1916 - rising - irish - easter - ireland | 18 | 165_1916_rising_irish_easter | 
| 166 | condor - guernsey - ship - poole - port | 17 | 166_condor_guernsey_ship_poole | 
| 167 | hussain - terrorism - terrorist - heard - court | 17 | 167_hussain_terrorism_terrorist_heard | 
| 168 | unemployment - ons - rate - employment - growth | 17 | 168_unemployment_ons_rate_employment | 
| 169 | suu - kyi - nld - aung - thein | 16 | 169_suu_kyi_nld_aung | 
| 170 | eurotunnel - calais - french - eurostar - train | 16 | 170_eurotunnel_calais_french_eurostar | 
| 171 | bike - cycling - cycle - cyclist - parking | 15 | 171_bike_cycling_cycle_cyclist | 
| 172 | breath - driving - drinkdriving - limit - driver | 15 | 172_breath_driving_drinkdriving_limit | 
| 173 | everest - avalanche - mountain - sherpa - icefall | 15 | 173_everest_avalanche_mountain_sherpa | 
| 174 | reef - coral - vent - seabed - marine | 15 | 174_reef_coral_vent_seabed | 
| 175 | army - defence - mod - reserve - recruitment | 15 | 175_army_defence_mod_reserve | 
| 176 | explosion - tianjin - bomb - blast - bethnal | 15 | 176_explosion_tianjin_bomb_blast | 
| 177 | mayor - devolution - combined - greater - region | 15 | 177_mayor_devolution_combined_greater | 
| 178 | tax - company - uk - cayman - profit | 15 | 178_tax_company_uk_cayman | 
| 179 | muslims - ban - muslim - us - order | 15 | 179_muslims_ban_muslim_us | 
| 180 | growth - output - sector - scotlands - scottish | 15 | 180_growth_output_sector_scotlands | 
| 181 | suicide - acne - judith - life - mental | 14 | 181_suicide_acne_judith_life | 
| 182 | bp - spill - oil - rig - deepwater | 14 | 182_bp_spill_oil_rig | 
| 183 | xinjiang - uighur - uighurs - urumqi - chinese | 14 | 183_xinjiang_uighur_uighurs_urumqi | 
| 184 | refugee - syrians - syria - syrian - refugees | 14 | 184_refugee_syrians_syria_syrian | 
| 185 | rea - sykes - davies - fish - race | 14 | 185_rea_sykes_davies_fish | 
| 186 | mortgage - lending - debt - insolvency - lender | 13 | 186_mortgage_lending_debt_insolvency | 
| 187 | barnes - pilot - helicopter - crash - fog | 13 | 187_barnes_pilot_helicopter_crash | 
| 188 | rhodes - statue - igbo - college - oriel | 13 | 188_rhodes_statue_igbo_college | 
| 189 | edf - hinkley - nuclear - plant - reactor | 13 | 189_edf_hinkley_nuclear_plant | 
| 190 | sweeney - church - leonard - alder - megans | 13 | 190_sweeney_church_leonard_alder | 
| 191 | duterte - philippines - mindanao - dutertes - martial | 13 | 191_duterte_philippines_mindanao_dutertes | 
| 192 | ferry - ship - yoo - sank - sewol | 13 | 192_ferry_ship_yoo_sank | 
| 193 | norovirus - diarrhoea - hospital - virus - patient | 13 | 193_norovirus_diarrhoea_hospital_virus | 
| 194 | art - arts - culture - theatre - funding | 13 | 194_art_arts_culture_theatre | 
| 195 | pipeline - dakota - oil - sioux - project | 13 | 195_pipeline_dakota_oil_sioux | 
| 196 | climate - temperature - warming - global - ocean | 13 | 196_climate_temperature_warming_global | 
| 197 | leg - solar - piccard - impulse - borschberg | 12 | 197_leg_solar_piccard_impulse | 
| 198 | gun - zimmerman - roof - fbi - shooting | 12 | 198_gun_zimmerman_roof_fbi | 
| 199 | copyright - infringement - megaupload - pirated - piracy | 12 | 199_copyright_infringement_megaupload_pirated | 
| 200 | bee - hive - beekeeper - honey - tunibee | 12 | 200_bee_hive_beekeeper_honey | 
| 201 | bombardier - cseries - belfast - bombardiers - learjet | 11 | 201_bombardier_cseries_belfast_bombardiers | 
| 202 | trudeau - canada - canadian - harper - prentice | 11 | 202_trudeau_canada_canadian_harper | 
| 203 | object - reopened - evacuated - bomb - street | 11 | 203_object_reopened_evacuated_bomb | 
| 204 | autism - mental - child - health - autistic | 11 | 204_autism_mental_child_health | 
| 205 | regiment - lcpl - helmand - afghanistan - soldier | 11 | 205_regiment_lcpl_helmand_afghanistan | 
| 206 | tunisia - attack - sousse - hotel - essid | 11 | 206_tunisia_attack_sousse_hotel | 
| 207 | press - leveson - foi - ipso - newspaper | 11 | 207_press_leveson_foi_ipso | 
| 208 | raf - aircraft - base - mildenhall - squadron | 11 | 208_raf_aircraft_base_mildenhall | 
| 209 | language - welsh - literature - huws - meri | 11 | 209_language_welsh_literature_huws | 
| 210 | concert - manchester - grande - ariana - arena | 11 | 210_concert_manchester_grande_ariana | 
| 211 | lubitz - cockpit - lufthansa - copilot - germanwings | 11 | 211_lubitz_cockpit_lufthansa_copilot | 
| 212 | facebook - tweet - gamergate - content - user | 10 | 212_facebook_tweet_gamergate_content | 
| 213 | mine - miner - underground - fyfield - mining | 10 | 213_mine_miner_underground_fyfield | 
| 214 | ira - sinn - fin - cahill - ireland | 10 | 214_ira_sinn_fin_cahill | 
| 215 | gear - clarkson - hammond - show - clarksons | 10 | 215_gear_clarkson_hammond_show | 
| 216 | tree - trees - felling - sheffield - diseased | 10 | 216_tree_trees_felling_sheffield | 
| 217 | forbes - richest - billionaire - list - billionaires | 9 | 217_forbes_richest_billionaire_list | 
| 218 | pier - structure - bewl - birnbeck - restore | 9 | 218_pier_structure_bewl_birnbeck | 
| 219 | bbcscotlandpics - scotlandpicturesbbccouk - picture - selection - instagram | 9 | 219_bbcscotlandpics_scotlandpicturesbbccouk_picture_selection | 
| 220 | chemical - tianjin - blast - cyanide - sodium | 9 | 220_chemical_tianjin_blast_cyanide | 
| 221 | lever - ranganathan - gray - spinal - mire | 9 | 221_lever_ranganathan_gray_spinal | 
| 222 | internet - icann - cac - user - china | 9 | 222_internet_icann_cac_user | 
| 223 | chandelier - museum - bute - museums - abmu | 8 | 223_chandelier_museum_bute_museums | 
| 224 | poultry - bird - flu - outbreak - avian | 8 | 224_poultry_bird_flu_outbreak | 
| 225 | school - parent - thot - dress - circus | 8 | 225_school_parent_thot_dress | 
| 226 | gambling - casino - machine - betting - machines | 8 | 226_gambling_casino_machine_betting | 
| 227 | ticket - venue - theatre - ticketing - tickets | 8 | 227_ticket_venue_theatre_ticketing | 
| 228 | cardiff - solstice - arriva - train - station | 8 | 228_cardiff_solstice_arriva_train | 
| 229 | hacking - brooks - editor - sun - news | 7 | 229_hacking_brooks_editor_sun | 
| 230 | sats - gnome - 11 - santa - cam | 7 | 230_sats_gnome_11_santa | 
| 231 | robot - biomimicry - benyus - robots - robotics | 7 | 231_robot_biomimicry_benyus_robots | 
| 232 | parkrun - parking - park - laugharne - charge | 7 | 232_parkrun_parking_park_laugharne | 
| 233 | organ - transplant - donor - donation - optout | 7 | 233_organ_transplant_donor_donation | 
| 234 | cav - bowers - ramadhan - aerospace - grills | 7 | 234_cav_bowers_ramadhan_aerospace | 
| 235 | call - scotland - bilston - police - hmics | 6 | 235_call_scotland_bilston_police | 
| 236 | sao - water - munduruku - tapajos - paulo | 6 | 236_sao_water_munduruku_tapajos | 
| 237 | eurovision - song - contest - redzepova - entry | 6 | 237_eurovision_song_contest_redzepova | 
| 238 | livingstone - antisemitism - labour - mann - comment | 6 | 238_livingstone_antisemitism_labour_mann | 
| 239 | book - publishing - ebook - asi - digital | 6 | 239_book_publishing_ebook_asi | 
| 240 | befriending - elaine - frsb - older - fundraising | 6 | 240_befriending_elaine_frsb_older | 
| 241 | strathaven - tipper - scene - police - humbie | 6 | 241_strathaven_tipper_scene_police | 
| 242 | bay - cardiff - swansea - region - investment | 5 | 242_bay_cardiff_swansea_region | 
| 243 | cheese - food - outbreak - coli - flicks | 5 | 243_cheese_food_outbreak_coli | 
| 244 | witheridge - miller - thai - koh - tao | 5 | 244_witheridge_miller_thai_koh | 
| 245 | yorkshire - tour - depart - cycling - verity | 5 | 245_yorkshire_tour_depart_cycling | 
| 246 | airline - lufthansa - franceklm - air - flight | 5 | 246_airline_lufthansa_franceklm_air | 
| 247 | caffel - honourbased - forensic - warning - gill | 5 | 247_caffel_honourbased_forensic_warning | 
| 248 | torreele - quebec - bissonnette - polish - boissoneault | 5 | 248_torreele_quebec_bissonnette_polish | 
| 249 | lash - advert - ad - skin - asa | 5 | 249_lash_advert_ad_skin | 
| 250 | fgm - girl - practice - subjected - woman | 5 | 250_fgm_girl_practice_subjected | 
| 251 | parkland - wepre - heritage - margam - arnold | 5 | 251_parkland_wepre_heritage_margam | 
| 252 | coal - aberfan - colliery - gedling - thoresby | 5 | 252_coal_aberfan_colliery_gedling | 
| 253 | exoffenders - pupil - gwynne - yemms - school | 5 | 253_exoffenders_pupil_gwynne_yemms |
  
</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