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

# xsum_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/xsum_108_50000_25000_train")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 312
* 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 - people - one - would | 5 | -1_said_mr_people_one | 
| 0 | film - music - show - song - album | 28639 | 0_film_music_show_song | 
| 1 | olympic - gold - medal - sport - athlete | 1259 | 1_olympic_gold_medal_sport | 
| 2 | labour - eu - party - referendum - vote | 1178 | 2_labour_eu_party_referendum | 
| 3 | foul - box - kick - footed - corner | 1082 | 3_foul_box_kick_footed | 
| 4 | cricket - wicket - england - test - t20 | 894 | 4_cricket_wicket_england_test | 
| 5 | rugby - wales - scarlets - blues - ospreys | 779 | 5_rugby_wales_scarlets_blues | 
| 6 | school - education - teacher - pupil - student | 495 | 6_school_education_teacher_pupil | 
| 7 | boko - haram - african - alshabab - president | 454 | 7_boko_haram_african_alshabab | 
| 8 | rail - transport - train - bridge - rmt | 452 | 8_rail_transport_train_bridge | 
| 9 | nhs - patient - health - care - hospital | 447 | 9_nhs_patient_health_care | 
| 10 | club - football - stadium - league - premier | 395 | 10_club_football_stadium_league | 
| 11 | murray - wimbledon - tennis - seed - djokovic | 310 | 11_murray_wimbledon_tennis_seed | 
| 12 | appearance - dedicated - transfer - page - season | 290 | 12_appearance_dedicated_transfer_page | 
| 13 | fire - blaze - smoke - firefighter - rescue | 289 | 13_fire_blaze_smoke_firefighter | 
| 14 | energy - climate - gas - electricity - oil | 276 | 14_energy_climate_gas_electricity | 
| 15 | mercedes - hamilton - race - f1 - lap | 271 | 15_mercedes_hamilton_race_f1 | 
| 16 | space - earth - planet - mission - moon | 249 | 16_space_earth_planet_mission | 
| 17 | trump - clinton - republican - trumps - mr | 240 | 17_trump_clinton_republican_trumps | 
| 18 | sexual - victim - indecent - court - sex | 239 | 18_sexual_victim_indecent_court | 
| 19 | syrian - syria - rebel - aleppo - assad | 225 | 19_syrian_syria_rebel_aleppo | 
| 20 | coastguard - lifeboat - rescue - water - rnli | 206 | 20_coastguard_lifeboat_rescue_water | 
| 21 | fight - boxing - champion - mayweather - boxer | 202 | 21_fight_boxing_champion_mayweather | 
| 22 | road - crash - driver - collision - car | 197 | 22_road_crash_driver_collision | 
| 23 | flood - flooding - weather - warning - rain | 194 | 23_flood_flooding_weather_warning | 
| 24 | sinn - dup - fin - party - ireland | 179 | 24_sinn_dup_fin_party | 
| 25 | taliban - pakistan - afghan - afghanistan - pakistani | 178 | 25_taliban_pakistan_afghan_afghanistan | 
| 26 | madrid - real - kick - barcelona - assisted | 177 | 26_madrid_real_kick_barcelona | 
| 27 | tottenham - chelsea - manchester - arsenal - league | 176 | 27_tottenham_chelsea_manchester_arsenal | 
| 28 | mcilroy - golf - birdie - round - par | 174 | 28_mcilroy_golf_birdie_round | 
| 29 | china - chinese - hong - kong - beijing | 172 | 29_china_chinese_hong_kong | 
| 30 | dog - animal - cat - dogs - pet | 170 | 30_dog_animal_cat_dogs | 
| 31 | arrested - murder - postmortem - police - suspicion | 168 | 31_arrested_murder_postmortem_police | 
| 32 | yn - ar - wedi - ei - bod | 150 | 32_yn_ar_wedi_ei | 
| 33 | saudi - qatar - arabia - libya - egypt | 149 | 33_saudi_qatar_arabia_libya | 
| 34 | african - cup - africa - caf - nations | 147 | 34_african_cup_africa_caf | 
| 35 | data - security - user - information - tor | 147 | 35_data_security_user_information | 
| 36 | council - site - development - planning - building | 146 | 36_council_site_development_planning | 
| 37 | shooting - police - officer - gun - black | 139 | 37_shooting_police_officer_gun | 
| 38 | court - murder - heard - crown - trial | 129 | 38_court_murder_heard_crown | 
| 39 | korea - north - korean - kim - nuclear | 124 | 39_korea_north_korean_kim | 
| 40 | earthquake - quake - nepal - kathmandu - landslide | 124 | 40_earthquake_quake_nepal_kathmandu | 
| 41 | index - china - chinas - benchmark - market | 116 | 41_index_china_chinas_benchmark | 
| 42 | painting - artist - art - museum - auction | 116 | 42_painting_artist_art_museum | 
| 43 | sale - store - tesco - retail - sainsburys | 112 | 43_sale_store_tesco_retail | 
| 44 | india - indian - modi - bjp - gandhi | 111 | 44_india_indian_modi_bjp | 
| 45 | airport - heathrow - runway - airports - gatwick | 110 | 45_airport_heathrow_runway_airports | 
| 46 | abuse - ipcc - police - inquiry - allegation | 101 | 46_abuse_ipcc_police_inquiry | 
| 47 | israel - israeli - palestinian - palestinians - gaza | 98 | 47_israel_israeli_palestinian_palestinians | 
| 48 | derry - donegal - tyrone - 01 - antrim | 98 | 48_derry_donegal_tyrone_01 | 
| 49 | bird - rspb - birds - wildlife - eagle | 95 | 49_bird_rspb_birds_wildlife | 
| 50 | belfast - ira - ireland - mcguinness - irish | 95 | 50_belfast_ira_ireland_mcguinness | 
| 51 | apple - samsung - phone - smartphone - android | 95 | 51_apple_samsung_phone_smartphone | 
| 52 | steel - tata - plant - talbot - job | 93 | 52_steel_tata_plant_talbot | 
| 53 | ukraine - russian - russia - ukrainian - putin | 92 | 53_ukraine_russian_russia_ukrainian | 
| 54 | war - battle - battalion - soldier - regiment | 91 | 54_war_battle_battalion_soldier | 
| 55 | cancer - treatment - breast - drug - patient | 91 | 55_cancer_treatment_breast_drug | 
| 56 | replacements - wigan - try - hull - warrington | 90 | 56_replacements_wigan_try_hull | 
| 57 | man - det - police - incident - attack | 89 | 57_man_det_police_incident | 
| 58 | snooker - frame - ding - osullivan - selby | 89 | 58_snooker_frame_ding_osullivan | 
| 59 | migrant - asylum - refugee - greece - turkey | 89 | 59_migrant_asylum_refugee_greece | 
| 60 | unsupported - updated - playback - device - media | 86 | 60_unsupported_updated_playback_device | 
| 61 | council - budget - cut - local - housing | 85 | 61_council_budget_cut_local | 
| 62 | price - mortgage - property - housing - house | 82 | 62_price_mortgage_property_housing | 
| 63 | prince - duke - duchess - royal - queen | 81 | 63_prince_duke_duchess_royal | 
| 64 | crime - police - policing - officer - force | 80 | 64_crime_police_policing_officer | 
| 65 | paris - french - brussels - attack - attacks | 80 | 65_paris_french_brussels_attack | 
| 66 | uber - driver - taxi - car - vehicle | 77 | 66_uber_driver_taxi_car | 
| 67 | greece - greek - eurozone - bailout - greeces | 75 | 67_greece_greek_eurozone_bailout | 
| 68 | mexico - drug - guzman - cartel - mexican | 74 | 68_mexico_drug_guzman_cartel | 
| 69 | broadband - bt - openreach - ofcom - customer | 72 | 69_broadband_bt_openreach_ofcom | 
| 70 | pope - vatican - cardinal - church - francis | 67 | 70_pope_vatican_cardinal_church | 
| 71 | ftse - share - index - pound - fell | 67 | 71_ftse_share_index_pound | 
| 72 | updated - bst - gmt - 2017 - 2016 | 65 | 72_updated_bst_gmt_2017 | 
| 73 | archaeologist - excavation - archaeological - site - discovery | 65 | 73_archaeologist_excavation_archaeological_site | 
| 74 | zoo - animal - cub - hunting - lion | 63 | 74_zoo_animal_cub_hunting | 
| 75 | drug - cocaine - cannabis - drugs - supply | 63 | 75_drug_cocaine_cannabis_drugs | 
| 76 | bank - banking - account - customer - barclays | 62 | 76_bank_banking_account_customer | 
| 77 | pen - macron - fillon - french - le | 61 | 77_pen_macron_fillon_french | 
| 78 | prison - prisoner - prisons - hmp - inmate | 59 | 78_prison_prisoner_prisons_hmp | 
| 79 | bomb - disposal - evacuated - police - device | 59 | 79_bomb_disposal_evacuated_police | 
| 80 | child - childrens - care - young - parent | 57 | 80_child_childrens_care_young | 
| 81 | bishop - church - cardinal - archbishop - diocese | 57 | 81_bishop_church_cardinal_archbishop | 
| 82 | missing - police - family - search - disappearance | 56 | 82_missing_police_family_search | 
| 83 | dow - nasdaq - sp - fell - rose | 54 | 83_dow_nasdaq_sp_fell | 
| 84 | migrant - boat - libya - mediterranean - italian | 54 | 84_migrant_boat_libya_mediterranean | 
| 85 | iran - nuclear - irans - iranian - iaea | 54 | 85_iran_nuclear_irans_iranian | 
| 86 | maduro - venezuela - opposition - venezuelan - venezuelas | 52 | 86_maduro_venezuela_opposition_venezuelan | 
| 87 | gay - transgender - marriage - abortion - law | 52 | 87_gay_transgender_marriage_abortion | 
| 88 | waste - recycling - bag - landfill - recycled | 52 | 88_waste_recycling_bag_landfill | 
| 89 | pollution - air - no2 - nitrogen - diesel | 51 | 89_pollution_air_no2_nitrogen | 
| 90 | fish - fishing - reef - marine - sea | 49 | 90_fish_fishing_reef_marine | 
| 91 | whale - porpoise - dolphin - seal - animal | 49 | 91_whale_porpoise_dolphin_seal | 
| 92 | yemen - houthis - hadi - houthi - saudi | 49 | 92_yemen_houthis_hadi_houthi | 
| 93 | eurozone - ecb - bank - qe - inflation | 49 | 93_eurozone_ecb_bank_qe | 
| 94 | fracking - shale - gas - cuadrilla - energy | 48 | 94_fracking_shale_gas_cuadrilla | 
| 95 | museum - gallery - castle - museums - art | 48 | 95_museum_gallery_castle_museums | 
| 96 | rate - inflation - growth - price - economist | 48 | 96_rate_inflation_growth_price | 
| 97 | terrorism - iqbal - ziamani - heard - hussain | 48 | 97_terrorism_iqbal_ziamani_heard | 
| 98 | abortion - woman - pregnancy - northern - ireland | 47 | 98_abortion_woman_pregnancy_northern | 
| 99 | antibiotic - resistance - vaccine - infection - disease | 46 | 99_antibiotic_resistance_vaccine_infection | 
| 100 | smoking - ecigarettes - tobacco - smoker - smoke | 44 | 100_smoking_ecigarettes_tobacco_smoker | 
| 101 | refugee - asylum - seeker - refugees - syrian | 43 | 101_refugee_asylum_seeker_refugees | 
| 102 | car - ford - plant - nissan - engine | 43 | 102_car_ford_plant_nissan | 
| 103 | syria - iraq - strike - mps - military | 43 | 103_syria_iraq_strike_mps | 
| 104 | ice - climate - warming - glacier - temperature | 43 | 104_ice_climate_warming_glacier | 
| 105 | wasps - replacements - capt - gloucester - try | 42 | 105_wasps_replacements_capt_gloucester | 
| 106 | vr - game - headset - console - nintendo | 42 | 106_vr_game_headset_console | 
| 107 | farc - peace - rebel - colombian - santos | 42 | 107_farc_peace_rebel_colombian | 
| 108 | wales - coleman - bale - belgium - tournament | 42 | 108_wales_coleman_bale_belgium | 
| 109 | tax - credit - universal - income - cut | 41 | 109_tax_credit_universal_income | 
| 110 | ireland - border - northern - brexit - eu | 38 | 110_ireland_border_northern_brexit | 
| 111 | inquest - connor - ira - soldier - officer | 37 | 111_inquest_connor_ira_soldier | 
| 112 | vw - emission - diesel - volkswagen - car | 37 | 112_vw_emission_diesel_volkswagen | 
| 113 | reactor - nuclear - radiation - radioactive - plant | 37 | 113_reactor_nuclear_radiation_radioactive | 
| 114 | ebola - outbreak - liberia - leone - sierra | 37 | 114_ebola_outbreak_liberia_leone | 
| 115 | mayor - council - devolution - combined - authority | 36 | 115_mayor_council_devolution_combined | 
| 116 | rousseff - petrobras - impeachment - temer - brazils | 36 | 116_rousseff_petrobras_impeachment_temer | 
| 117 | auschwitz - jews - nazi - camp - holocaust | 36 | 117_auschwitz_jews_nazi_camp | 
| 118 | fifa - blatter - platini - fifas - sepp | 36 | 118_fifa_blatter_platini_fifas | 
| 119 | farmer - milk - farmers - dairy - farm | 36 | 119_farmer_milk_farmers_dairy | 
| 120 | bosnian - kosovo - serbia - montenegro - serbs | 35 | 120_bosnian_kosovo_serbia_montenegro | 
| 121 | drug - cannabis - heroin - substance - drugs | 35 | 121_drug_cannabis_heroin_substance | 
| 122 | driving - crash - causing - court - road | 35 | 122_driving_crash_causing_court | 
| 123 | zika - virus - mosquito - microcephaly - spread | 34 | 123_zika_virus_mosquito_microcephaly | 
| 124 | stolen - robbery - dark - theft - det | 34 | 124_stolen_robbery_dark_theft | 
| 125 | aircraft - spitfire - raf - flying - vulcan | 34 | 125_aircraft_spitfire_raf_flying | 
| 126 | russia - fan - fifa - racism - football | 33 | 126_russia_fan_fifa_racism | 
| 127 | whyte - rangers - findlay - ticketus - hmrc | 33 | 127_whyte_rangers_findlay_ticketus | 
| 128 | wage - pay - minimum - rate - unemployment | 32 | 128_wage_pay_minimum_rate | 
| 129 | picture - please - englands - pictures - englandsbigpicture | 32 | 129_picture_please_englands_pictures | 
| 130 | fire - cladding - tower - grenfell - block | 32 | 130_fire_cladding_tower_grenfell | 
| 131 | speed - driver - camera - speeding - road | 32 | 131_speed_driver_camera_speeding | 
| 132 | train - rail - raib - crash - driver | 31 | 132_train_rail_raib_crash | 
| 133 | labor - turnbull - abbott - lyons - australian | 31 | 133_labor_turnbull_abbott_lyons | 
| 134 | music - spotify - streaming - youtube - artist | 31 | 134_music_spotify_streaming_youtube | 
| 135 | nama - pimco - cerberus - cushnahan - namas | 30 | 135_nama_pimco_cerberus_cushnahan | 
| 136 | drone - aircraft - drones - uavs - aviation | 30 | 136_drone_aircraft_drones_uavs | 
| 137 | catalan - rajoy - spanish - eta - catalonia | 30 | 137_catalan_rajoy_spanish_eta | 
| 138 | charity - kids - batmanghelidjh - fundraising - yentob | 30 | 138_charity_kids_batmanghelidjh_fundraising | 
| 139 | hillsborough - disaster - inquest - duckenfield - 1989 | 29 | 139_hillsborough_disaster_inquest_duckenfield | 
| 140 | cuba - cuban - castro - cubans - cubas | 29 | 140_cuba_cuban_castro_cubans | 
| 141 | yingluck - thaksin - thai - shinawatra - thailands | 29 | 141_yingluck_thaksin_thai_shinawatra | 
| 142 | calais - migrant - eurotunnel - lorry - french | 28 | 142_calais_migrant_eurotunnel_lorry | 
| 143 | extremism - extremist - prevent - tpims - terrorism | 28 | 143_extremism_extremist_prevent_tpims | 
| 144 | trudeau - canadian - canada - trudeaus - canadians | 28 | 144_trudeau_canadian_canada_trudeaus | 
| 145 | ferry - condor - vessel - ferries - cowes | 27 | 145_ferry_condor_vessel_ferries | 
| 146 | lottery - gambling - jackpot - ticket - euromillions | 26 | 146_lottery_gambling_jackpot_ticket | 
| 147 | bank - growth - inflation - forecast - rate | 26 | 147_bank_growth_inflation_forecast | 
| 148 | organ - transplant - donor - donation - blood | 26 | 148_organ_transplant_donor_donation | 
| 149 | nba - cavaliers - curry - cleveland - warriors | 26 | 149_nba_cavaliers_curry_cleveland | 
| 150 | camp - unaccompanied - calais - child - migrant | 25 | 150_camp_unaccompanied_calais_child | 
| 151 | germany - asylum - refugee - german - cologne | 25 | 151_germany_asylum_refugee_german | 
| 152 | marriage - gay - samesex - ashers - equality | 25 | 152_marriage_gay_samesex_ashers | 
| 153 | nauru - asylum - australia - manus - seeker | 25 | 153_nauru_asylum_australia_manus | 
| 154 | oil - barrel - price - opec - prices | 25 | 154_oil_barrel_price_opec | 
| 155 | pistorius - steenkamp - reeva - toilet - intruder | 25 | 155_pistorius_steenkamp_reeva_toilet | 
| 156 | obesity - overweight - obese - child - health | 25 | 156_obesity_overweight_obese_child | 
| 157 | swansea - circuit - wales - welsh - skates | 24 | 157_swansea_circuit_wales_welsh | 
| 158 | england - hodgson - rooney - kane - englands | 24 | 158_england_hodgson_rooney_kane | 
| 159 | lukaku - bielsa - chelsea - mourinho - club | 24 | 159_lukaku_bielsa_chelsea_mourinho | 
| 160 | dinosaur - fossil - feather - frog - egg | 24 | 160_dinosaur_fossil_feather_frog | 
| 161 | scheme - foster - rhi - dup - subsidy | 24 | 161_scheme_foster_rhi_dup | 
| 162 | bhs - pension - scheme - chappell - ppf | 24 | 162_bhs_pension_scheme_chappell | 
| 163 | crash - plane - a27 - air - shoreham | 23 | 163_crash_plane_a27_air | 
| 164 | libor - hayes - bank - hsbc - rate | 23 | 164_libor_hayes_bank_hsbc | 
| 165 | duterte - philippines - drug - oil - palm | 23 | 165_duterte_philippines_drug_oil | 
| 166 | arrested - suspicion - terrorism - police - aged | 23 | 166_arrested_suspicion_terrorism_police | 
| 167 | sugar - drink - food - fruit - sugary | 23 | 167_sugar_drink_food_fruit | 
| 168 | africans - africa - selection - photo - baya | 23 | 168_africans_africa_selection_photo | 
| 169 | cruise - hms - harbour - ship - queen | 23 | 169_cruise_hms_harbour_ship | 
| 170 | trade - tpp - lumber - canada - china | 23 | 170_trade_tpp_lumber_canada | 
| 171 | ivory - elephant - rhino - poaching - horn | 23 | 171_ivory_elephant_rhino_poaching | 
| 172 | nfl - patriots - yall - quarterback - touchdown | 22 | 172_nfl_patriots_yall_quarterback | 
| 173 | horsemeat - product - beef - food - cheese | 21 | 173_horsemeat_product_beef_food | 
| 174 | plane - mh370 - flight - search - debris | 21 | 174_plane_mh370_flight_search | 
| 175 | everest - climber - mountain - summit - sherpa | 20 | 175_everest_climber_mountain_summit | 
| 176 | robot - ai - robots - machine - human | 20 | 176_robot_ai_robots_machine | 
| 177 | pension - advice - annuity - pot - pensions | 20 | 177_pension_advice_annuity_pot | 
| 178 | flight - airport - passenger - plane - aircraft | 20 | 178_flight_airport_passenger_plane | 
| 179 | solar - impulse - leg - piccard - plane | 20 | 179_solar_impulse_leg_piccard | 
| 180 | airbus - airline - aircraft - a380 - airlines | 20 | 180_airbus_airline_aircraft_a380 | 
| 181 | rohingya - rakhine - myanmar - rohingyas - buddhist | 20 | 181_rohingya_rakhine_myanmar_rohingyas | 
| 182 | suu - kyi - nld - aung - myanmar | 20 | 182_suu_kyi_nld_aung | 
| 183 | women - 100women - 100 - inspirational - stereotype | 20 | 183_women_100women_100_inspirational | 
| 184 | republic - ireland - poland - hungary - georgia | 20 | 184_republic_ireland_poland_hungary | 
| 185 | science - research - ukri - funding - scientific | 20 | 185_science_research_ukri_funding | 
| 186 | erdogan - turkish - gulen - coup - turkey | 19 | 186_erdogan_turkish_gulen_coup | 
| 187 | manchester - attack - exercise - security - terror | 19 | 187_manchester_attack_exercise_security | 
| 188 | esports - sport - app - bbc - live | 19 | 188_esports_sport_app_bbc | 
| 189 | breivik - oslo - breiviks - utoeya - norway | 18 | 189_breivik_oslo_breiviks_utoeya | 
| 190 | birth - teenage - baby - mental - infant | 18 | 190_birth_teenage_baby_mental | 
| 191 | fraud - scam - account - bank - scams | 18 | 191_fraud_scam_account_bank | 
| 192 | alzheimers - dementia - disease - brain - iodine | 18 | 192_alzheimers_dementia_disease_brain | 
| 193 | ducati - yamaha - marquez - spa - rossi | 17 | 193_ducati_yamaha_marquez_spa | 
| 194 | nsa - snowden - intelligence - cia - us | 17 | 194_nsa_snowden_intelligence_cia | 
| 195 | pkk - kurdish - turkish - turkey - kurds | 17 | 195_pkk_kurdish_turkish_turkey | 
| 196 | ban - order - trump - us - trumps | 17 | 196_ban_order_trump_us | 
| 197 | tree - ash - dieback - woodland - disease | 17 | 197_tree_ash_dieback_woodland | 
| 198 | mine - miner - miners - coal - underground | 17 | 198_mine_miner_miners_coal | 
| 199 | eu - financial - business - european - london | 16 | 199_eu_financial_business_european | 
| 200 | romania - ponta - romanian - romanias - decree | 16 | 200_romania_ponta_romanian_romanias | 
| 201 | rugby - season - tuitavake - nrl - pirates | 16 | 201_rugby_season_tuitavake_nrl | 
| 202 | unite - union - strike - action - pay | 16 | 202_unite_union_strike_action | 
| 203 | ashley - sports - direct - shirebrook - warehouse | 16 | 203_ashley_sports_direct_shirebrook | 
| 204 | giants - braehead - period - flyers - stars | 16 | 204_giants_braehead_period_flyers | 
| 205 | pfi - swinney - scottish - council - government | 16 | 205_pfi_swinney_scottish_council | 
| 206 | cow - beef - slaughter - meat - crop | 15 | 206_cow_beef_slaughter_meat | 
| 207 | ford - carmaker - fiat - gm - chrysler | 15 | 207_ford_carmaker_fiat_gm | 
| 208 | ilott - court - mrs - judge - mother | 15 | 208_ilott_court_mrs_judge | 
| 209 | cosby - cosbys - constand - comedian - drugged | 14 | 209_cosby_cosbys_constand_comedian | 
| 210 | tv - medium - internetworldstats - jazeera - network | 14 | 210_tv_medium_internetworldstats_jazeera | 
| 211 | ira - psni - ombudsman - kingsmills - wallace | 14 | 211_ira_psni_ombudsman_kingsmills | 
| 212 | playback - supported - media - device - guide | 14 | 212_playback_supported_media_device | 
| 213 | argentina - ghana - bosnia - herzegovina - croatia | 13 | 213_argentina_ghana_bosnia_herzegovina | 
| 214 | syria - brekke - ulhaq - muthana - faulkner | 13 | 214_syria_brekke_ulhaq_muthana | 
| 215 | care - social - council - cap - cost | 13 | 215_care_social_council_cap | 
| 216 | loneliness - veteran - veterans - mental - dyslexia | 13 | 216_loneliness_veteran_veterans_mental | 
| 217 | hinkley - edf - nuclear - plant - project | 13 | 217_hinkley_edf_nuclear_plant | 
| 218 | assange - ecuador - snowden - wikileaks - sweden | 13 | 218_assange_ecuador_snowden_wikileaks | 
| 219 | faw - cardiff - stadium - wales - champions | 13 | 219_faw_cardiff_stadium_wales | 
| 220 | prediction - lawros - lawro - match - correct | 13 | 220_prediction_lawros_lawro_match | 
| 221 | russian - putin - russia - language - trump | 13 | 221_russian_putin_russia_language | 
| 222 | funeral - burial - cremation - cemetery - crematorium | 13 | 222_funeral_burial_cremation_cemetery | 
| 223 | bevan - hospital - baby - borasinski - lambert | 13 | 223_bevan_hospital_baby_borasinski | 
| 224 | badger - tb - cull - cattle - bovine | 12 | 224_badger_tb_cull_cattle | 
| 225 | swansea - sunderland - swans - guidolin - swanseas | 12 | 225_swansea_sunderland_swans_guidolin | 
| 226 | afd - merkels - cdu - merkel - spd | 12 | 226_afd_merkels_cdu_merkel | 
| 227 | sousse - attack - tunisia - tunisian - rezgui | 12 | 227_sousse_attack_tunisia_tunisian | 
| 228 | porn - name - venables - image - fogle | 12 | 228_porn_name_venables_image | 
| 229 | childcare - nursery - carers - fouryearolds - child | 12 | 229_childcare_nursery_carers_fouryearolds | 
| 230 | chinese - film - hollywood - wanda - movie | 12 | 230_chinese_film_hollywood_wanda | 
| 231 | fgm - genital - girl - mutilation - nagarwala | 12 | 231_fgm_genital_girl_mutilation | 
| 232 | scourfield - mills - fraud - duffin - fraudulent | 12 | 232_scourfield_mills_fraud_duffin | 
| 233 | mexico - mexicans - trump - mexican - wall | 12 | 233_mexico_mexicans_trump_mexican | 
| 234 | palmyra - temple - ancient - ruin - cultural | 11 | 234_palmyra_temple_ancient_ruin | 
| 235 | factory - garment - bangladesh - worker - rana | 11 | 235_factory_garment_bangladesh_worker | 
| 236 | rink - muirhead - sweden - medal - muirheads | 11 | 236_rink_muirhead_sweden_medal | 
| 237 | hurricane - storm - texas - tornado - category | 11 | 237_hurricane_storm_texas_tornado | 
| 238 | shahid - sabri - shahids - shah - pakistan | 11 | 238_shahid_sabri_shahids_shah | 
| 239 | chapecoense - sudamericana - copa - plane - crash | 11 | 239_chapecoense_sudamericana_copa_plane | 
| 240 | bee - hornet - neonicotinoids - hive - tunibee | 10 | 240_bee_hornet_neonicotinoids_hive | 
| 241 | malaria - virus - anthrax - parasite - infection | 10 | 241_malaria_virus_anthrax_parasite | 
| 242 | beer - brewdog - ab - brewery - inbev | 10 | 242_beer_brewdog_ab_brewery | 
| 243 | tesla - teslas - musk - electric - model | 10 | 243_tesla_teslas_musk_electric | 
| 244 | borrowing - budget - obr - forecast - debt | 10 | 244_borrowing_budget_obr_forecast | 
| 245 | russian - plane - missile - mh17 - jit | 10 | 245_russian_plane_missile_mh17 | 
| 246 | a48 - traffic - morriston - reopened - carriageway | 10 | 246_a48_traffic_morriston_reopened | 
| 247 | army - mod - reserve - defence - recruitment | 9 | 247_army_mod_reserve_defence | 
| 248 | driving - driver - dixon - wheel - alcohol | 9 | 248_driving_driver_dixon_wheel | 
| 249 | rahman - hamlets - lutfur - mawrey - mayor | 9 | 249_rahman_hamlets_lutfur_mawrey | 
| 250 | newsquest - johnston - editorial - herald - newspaper | 9 | 250_newsquest_johnston_editorial_herald | 
| 251 | gerwen - wade - van - anderson - wright | 9 | 251_gerwen_wade_van_anderson | 
| 252 | clown - clowning - name - surname - clowns | 9 | 252_clown_clowning_name_surname | 
| 253 | cyberbullying - bullying - child - online - bully | 9 | 253_cyberbullying_bullying_child_online | 
| 254 | potters - grabban - bournemouth - stoke - martina | 8 | 254_potters_grabban_bournemouth_stoke | 
| 255 | note - banknote - polymer - bank - notes | 8 | 255_note_banknote_polymer_bank | 
| 256 | alcohol - drink - drinking - unit - alcoholrelated | 8 | 256_alcohol_drink_drinking_unit | 
| 257 | expedition - polar - scotts - antarctic - pole | 8 | 257_expedition_polar_scotts_antarctic | 
| 258 | mps - snp - bill - scotland - commons | 8 | 258_mps_snp_bill_scotland | 
| 259 | pte - vallely - deepcut - inquest - wound | 8 | 259_pte_vallely_deepcut_inquest | 
| 260 | beach - bathing - water - beaches - quality | 8 | 260_beach_bathing_water_beaches | 
| 261 | fake - news - yahoo - facebook - micro | 8 | 261_fake_news_yahoo_facebook | 
| 262 | ad - google - berec - googles - adblocking | 7 | 262_ad_google_berec_googles | 
| 263 | tram - croydon - addington - seary - chinnery | 7 | 263_tram_croydon_addington_seary | 
| 264 | berlusconi - fascist - italian - renzi - monti | 7 | 264_berlusconi_fascist_italian_renzi | 
| 265 | coulson - hacking - phone - news - voicemail | 7 | 265_coulson_hacking_phone_news | 
| 266 | advice - disability - pip - disabled - career | 7 | 266_advice_disability_pip_disabled | 
| 267 | cbos - legal - pspo - antisocial - behaviour | 7 | 267_cbos_legal_pspo_antisocial | 
| 268 | coal - mine - kellingley - daw - colliery | 7 | 268_coal_mine_kellingley_daw | 
| 269 | villa - aston - everton - funes - gestede | 7 | 269_villa_aston_everton_funes | 
| 270 | lifestart - hazel - debbie - loreto - clare | 7 | 270_lifestart_hazel_debbie_loreto | 
| 271 | humza - firearm - chauhan - gun - rai | 6 | 271_humza_firearm_chauhan_gun | 
| 272 | trollope - cardiff - bluebirds - whittingham - morrison | 6 | 272_trollope_cardiff_bluebirds_whittingham | 
| 273 | shepherd - monoxide - christi - boiler - fankhauser | 6 | 273_shepherd_monoxide_christi_boiler | 
| 274 | hp - kodak - hewlettpackard - fujitsu - fitbit | 6 | 274_hp_kodak_hewlettpackard_fujitsu | 
| 275 | xinjiang - cu - kunming - uighur - rua | 6 | 275_xinjiang_cu_kunming_uighur | 
| 276 | monis - australia - australian - sydney - sharrouf | 6 | 276_monis_australia_australian_sydney | 
| 277 | inquiry - emmerson - inquirys - abuse - jay | 6 | 277_inquiry_emmerson_inquirys_abuse | 
| 278 | burkini - dufourmantelle - headscarf - french - secularism | 6 | 278_burkini_dufourmantelle_headscarf_french | 
| 279 | argentina - fernandez - macri - hedge - argentinas | 6 | 279_argentina_fernandez_macri_hedge | 
| 280 | essar - ship - furnace - ruihai - xinhua | 6 | 280_essar_ship_furnace_ruihai | 
| 281 | distillery - whisky - dairy - tullibardine - ardbeg | 6 | 281_distillery_whisky_dairy_tullibardine | 
| 282 | mccallion - kendrick - defendant - sultana - solicitor | 6 | 282_mccallion_kendrick_defendant_sultana | 
| 283 | execution - lethal - drug - inmate - midazolam | 6 | 283_execution_lethal_drug_inmate | 
| 284 | equality - lgbti - prejudice - register - constance | 6 | 284_equality_lgbti_prejudice_register | 
| 285 | facebook - user - instagram - systrom - clip | 6 | 285_facebook_user_instagram_systrom | 
| 286 | tax - cayman - havens - company - multinationals | 6 | 286_tax_cayman_havens_company | 
| 287 | rig - transocean - hawk - dalmore - aground | 6 | 287_rig_transocean_hawk_dalmore | 
| 288 | richardsonwalsh - gb - netted - netherlands - equalised | 6 | 288_richardsonwalsh_gb_netted_netherlands | 
| 289 | vale - smurthwaite - ribeiro - page - norman | 6 | 289_vale_smurthwaite_ribeiro_page | 
| 290 | bma - junior - doctor - jdc - contract | 6 | 290_bma_junior_doctor_jdc | 
| 291 | hip - prasad - clodagh - lockedin - spine | 5 | 291_hip_prasad_clodagh_lockedin | 
| 292 | stonehaven - eccles - wyndthorpe - cullompton - inchmichael | 5 | 292_stonehaven_eccles_wyndthorpe_cullompton | 
| 293 | ngoepe - pitcher - cubs - bumgarner - giants | 5 | 293_ngoepe_pitcher_cubs_bumgarner | 
| 294 | mowbray - pieters - hogan - league - forestieri | 5 | 294_mowbray_pieters_hogan_league | 
| 295 | 1500 - gmt - ham - sunderland - preston | 5 | 295_1500_gmt_ham_sunderland | 
| 296 | vocational - experience - unemployment - placement - work | 5 | 296_vocational_experience_unemployment_placement | 
| 297 | mcclaren - loan - blues - ince - club | 5 | 297_mcclaren_loan_blues_ince | 
| 298 | ambulance - pedestrians - vehicle - crew - kinfauns | 5 | 298_ambulance_pedestrians_vehicle_crew | 
| 299 | ride - merlin - smiler - alton - carriage | 5 | 299_ride_merlin_smiler_alton | 
| 300 | ski - snowsports - cairngorm - snow - mountain | 5 | 300_ski_snowsports_cairngorm_snow | 
| 301 | mossack - fonseca - offshore - document - tax | 5 | 301_mossack_fonseca_offshore_document | 
| 302 | rape - child - exemption - thewliss - clause | 5 | 302_rape_child_exemption_thewliss | 
| 303 | udinese - dijk - defender - season - battocchio | 5 | 303_udinese_dijk_defender_season | 
| 304 | hatton - jewellery - burglary - biggs - burglars | 5 | 304_hatton_jewellery_burglary_biggs | 
| 305 | cornell - conley - mohamud - allegedly - raoufi | 5 | 305_cornell_conley_mohamud_allegedly | 
| 306 | balloon - konyukhov - landed - glow - connor | 5 | 306_balloon_konyukhov_landed_glow | 
| 307 | crickitt - gbangbola - saunders - leahys - insulin | 5 | 307_crickitt_gbangbola_saunders_leahys | 
| 308 | water - pipeline - thames - river - sewage | 5 | 308_water_pipeline_thames_river | 
| 309 | appeal - dennehy - boota - sinclair - sentencing | 5 | 309_appeal_dennehy_boota_sinclair | 
| 310 | cottrez - gbangbola - sunaria - zanes - inquest | 5 | 310_cottrez_gbangbola_sunaria_zanes |
  
</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
