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

# MARTINI_enrich_BERTopic_gatewaypunditofficial

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("AIDA-UPM/MARTINI_enrich_BERTopic_gatewaypunditofficial")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 209
* Number of training documents: 29050

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | giuliani - republicans - fauci - washington - mccarthy | 20 | -1_giuliani_republicans_fauci_washington | 
| 0 | tucker - newsmax - bongino - fired - primetime | 16766 | 0_tucker_newsmax_bongino_fired | 
| 1 | gaza - hamas - palestinians - israelis - terrorists | 330 | 1_gaza_hamas_palestinians_israelis | 
| 2 | taliban - kabul - bombers - blinken - evacuated | 277 | 2_taliban_kabul_bombers_blinken | 
| 3 | bannon - steve - deplorables - electors - misinformer | 252 | 3_bannon_steve_deplorables_electors | 
| 4 | musk - twitter - dorsey - orwellian - suppressed | 216 | 4_musk_twitter_dorsey_orwellian | 
| 5 | donald - live - caucus - iowa - keynote | 213 | 5_donald_live_caucus_iowa | 
| 6 | wisconsin - voter - robocall - mayors - rolf | 206 | 6_wisconsin_voter_robocall_mayors | 
| 7 | scotus - sotomayor - overturning - abortionist - protesters | 181 | 7_scotus_sotomayor_overturning_abortionist | 
| 8 | michigan - fraudulent - ballots - investigators - benson | 177 | 8_michigan_fraudulent_ballots_investigators | 
| 9 | arizona - gubernatorial - karrin - gabbard - endorsed | 176 | 9_arizona_gubernatorial_karrin_gabbard | 
| 10 | kamala - veep - laughs - colbert - awkwardly | 165 | 10_kamala_veep_laughs_colbert | 
| 11 | gunowners - ammunition - cicilline - remington - amendment | 164 | 11_gunowners_ammunition_cicilline_remington | 
| 12 | collapses - died - sudden - cardiac - athlete | 152 | 12_collapses_died_sudden_cardiac | 
| 13 | karine - reporters - ajay - beyonce - asked | 145 | 13_karine_reporters_ajay_beyonce | 
| 14 | trudeau - ottawa - crackdown - alberta - freeland | 140 | 14_trudeau_ottawa_crackdown_alberta | 
| 15 | bolsonaro - dilma - silva - cuba - dictatorships | 139 | 15_bolsonaro_dilma_silva_cuba | 
| 16 | maricopa - ballots - signature - fraudulent - appeal | 132 | 16_maricopa_ballots_signature_fraudulent | 
| 17 | prisoners - gitmo - detainee - january - j6 | 122 | 17_prisoners_gitmo_detainee_january | 
| 18 | vaccinated - myocarditis - astrazeneca - guillain - coroner | 119 | 18_vaccinated_myocarditis_astrazeneca_guillain | 
| 19 | mumbles - stumbles - teleprompter - vilsack - incoherently | 119 | 19_mumbles_stumbles_teleprompter_vilsack | 
| 20 | hurricane - wildfires - maui - sirens - fema | 116 | 20_hurricane_wildfires_maui_sirens | 
| 21 | marjorie - swatting - impeachment - swalwell - turley | 116 | 21_marjorie_swatting_impeachment_swalwell | 
| 22 | fani - prosecutor - indictments - willis - georgia | 114 | 22_fani_prosecutor_indictments_willis | 
| 23 | passenger - pilots - plane - jetblue - midflight | 112 | 23_passenger_pilots_plane_jetblue | 
| 24 | epstein - ghislaine - lewinsky - jpmorgan - trafficked | 109 | 24_epstein_ghislaine_lewinsky_jpmorgan | 
| 25 | totalvote - vulnerabilities - pennsylvania - certified - illegitimate | 109 | 25_totalvote_vulnerabilities_pennsylvania_certified | 
| 26 | fauci - virologists - coronaviruses - bioweapon - darpa | 108 | 26_fauci_virologists_coronaviruses_bioweapon | 
| 27 | gallup - democrats - reelection - lowest - disapprove | 105 | 27_gallup_democrats_reelection_lowest | 
| 28 | novavax - modrna - immunogenicity - booster - foia | 102 | 28_novavax_modrna_immunogenicity_booster | 
| 29 | fetterman - barnette - incommunicado - stenographer - depression | 100 | 29_fetterman_barnette_incommunicado_stenographer | 
| 30 | swimmer - transgender - riley - navratilova - contestants | 99 | 30_swimmer_transgender_riley_navratilova | 
| 31 | mueller - prosecutors - smith - appellate - expedited | 94 | 31_mueller_prosecutors_smith_appellate | 
| 32 | cheney - nevertrumper - committee - testified - subpoena | 93 | 32_cheney_nevertrumper_committee_testified | 
| 33 | desantis - ron - governor - dethrone - iowa | 93 | 33_desantis_ron_governor_dethrone | 
| 34 | blackface - professors - boghossian - silverman - loyola | 93 | 34_blackface_professors_boghossian_silverman | 
| 35 | donetsk - kharkov - ukrainians - khmelnytsky - chernihiv | 92 | 35_donetsk_kharkov_ukrainians_khmelnytsky | 
| 36 | houthi - soleimani - yemen - militants - missiles | 90 | 36_houthi_soleimani_yemen_militants | 
| 37 | russiagate - dossier - comey - danchenko - steele | 89 | 37_russiagate_dossier_comey_danchenko | 
| 38 | arizona - gubernatorial - hobbs - vetoed - redlines | 88 | 38_arizona_gubernatorial_hobbs_vetoed | 
| 39 | madoff - prosecution - binance - bribed - ftxx | 88 | 39_madoff_prosecution_binance_bribed | 
| 40 | budweiser - mulvaney - boycott - pepsi - tanked | 86 | 40_budweiser_mulvaney_boycott_pepsi | 
| 41 | pontiff - bishops - catholic - monsignor - patriarchate | 85 | 41_pontiff_bishops_catholic_monsignor | 
| 42 | bidenflation - trillion - pelosi - deficit - spend | 85 | 42_bidenflation_trillion_pelosi_deficit | 
| 43 | capitol - mccarthy - megaphone - unindicted - footage | 82 | 43_capitol_mccarthy_megaphone_unindicted | 
| 44 | transgender - veto - medicaid - hysterectomies - kentucky | 80 | 44_transgender_veto_medicaid_hysterectomies | 
| 45 | mayor - illegals - hooverville - yorkers - sanctuary | 78 | 45_mayor_illegals_hooverville_yorkers | 
| 46 | doj - declassified - breitbart - corrupt - melania | 77 | 46_doj_declassified_breitbart_corrupt | 
| 47 | maine - trumpfrom - thegatewaypundit - ballot - disqualified | 77 | 47_maine_trumpfrom_thegatewaypundit_ballot | 
| 48 | prosecutors - bragg - manhattan - soros - trumped | 76 | 48_prosecutors_bragg_manhattan_soros | 
| 49 | lindell - mike - frankspeech - weaponizing - cybersecurity | 76 | 49_lindell_mike_frankspeech_weaponizing | 
| 50 | wayne - root - huckabee - uniting - winners | 75 | 50_wayne_root_huckabee_uniting | 
| 51 | judge - lawsuit - letitia - manhattan - gag | 75 | 51_judge_lawsuit_letitia_manhattan | 
| 52 | chicagoans - mayor - lighfoot - toledo - woodlawn | 74 | 52_chicagoans_mayor_lighfoot_toledo | 
| 53 | facebook - hashtags - censorship - paywall - onlyfans | 72 | 53_facebook_hashtags_censorship_paywall | 
| 54 | globalists - davos - kissinger - onleo - wold | 72 | 54_globalists_davos_kissinger_onleo | 
| 55 | murdered - officer - michael - capitol - shooting | 71 | 55_murdered_officer_michael_capitol | 
| 56 | ice - creeps - groped - chocolate - jill | 71 | 56_ice_creeps_groped_chocolate | 
| 57 | shootings - victims - mall - injured - collierville | 67 | 57_shootings_victims_mall_injured | 
| 58 | jfk - robert - assassinated - declassified - interviewing | 66 | 58_jfk_robert_assassinated_declassified | 
| 59 | shoplifters - robbing - smash - macy - rolex | 64 | 59_shoplifters_robbing_smash_macy | 
| 60 | fbi - whistleblowers - extremists - christopher - interrogated | 64 | 60_fbi_whistleblowers_extremists_christopher | 
| 61 | unvaccinated - exemption - navy - mandated - religious | 64 | 61_unvaccinated_exemption_navy_mandated | 
| 62 | maricopa - ballots - uncounted - county - disenfranchised | 63 | 62_maricopa_ballots_uncounted_county | 
| 63 | spy - china - pentagon - balloon - unmanned | 63 | 63_spy_china_pentagon_balloon | 
| 64 | thunberg - greta - protest - ecoterrorists - glastonbury | 63 | 64_thunberg_greta_protest_ecoterrorists | 
| 65 | headlines - cramer - votifynow - beyond - muckraker | 62 | 65_headlines_cramer_votifynow_beyond | 
| 66 | chinagate - bidens - bribery - partners - million | 62 | 66_chinagate_bidens_bribery_partners | 
| 67 | hungary - vetoes - nato - ukrainian - warsaw | 61 | 67_hungary_vetoes_nato_ukrainian | 
| 68 | oathkeepers - stewart - seditious - defendant - correctional | 61 | 68_oathkeepers_stewart_seditious_defendant | 
| 69 | subway - manhattan - assaults - stabbed - samurai | 61 | 69_subway_manhattan_assaults_stabbed | 
| 70 | vaccine - california - mandatory - maskless - reopens | 60 | 70_vaccine_california_mandatory_maskless | 
| 71 | protesters - cops - riot - grenades - barricades | 60 | 71_protesters_cops_riot_grenades | 
| 72 | illegals - border - brownsville - invade - tapachula | 59 | 72_illegals_border_brownsville_invade | 
| 73 | taiwan - pacific - warships - kamikaze - jinping | 59 | 73_taiwan_pacific_warships_kamikaze | 
| 74 | charging - gas - buses - supercharged - generators | 58 | 74_charging_gas_buses_supercharged | 
| 75 | haley - neoconservative - carolina - secede - nickname | 57 | 75_haley_neoconservative_carolina_secede | 
| 76 | billions - zelensky - aid - missile - surplus | 57 | 76_billions_zelensky_aid_missile | 
| 77 | maricopa - auditors - subpoena - rejects - unheard | 54 | 77_maricopa_auditors_subpoena_rejects | 
| 78 | windham - selectman - houseelectionlawcommittee - recount - amended | 54 | 78_windham_selectman_houseelectionlawcommittee_recount | 
| 79 | library - pornographic - publishers - educators - lgbt | 53 | 79_library_pornographic_publishers_educators | 
| 80 | snowden - interviewed - redacted - stolen - documents | 53 | 80_snowden_interviewed_redacted_stolen | 
| 81 | mcconnell - romney - senators - heckling - kentucky | 53 | 81_mcconnell_romney_senators_heckling | 
| 82 | hamas - protesters - zuccotti - vandalize - synagogue | 53 | 82_hamas_protesters_zuccotti_vandalize | 
| 83 | tlaib - hamas - antisemite - israelis - rashida | 52 | 83_tlaib_hamas_antisemite_israelis | 
| 84 | prosecutors - delaware - plea - goldman - sweetheart | 52 | 84_prosecutors_delaware_plea_goldman | 
| 85 | texas - deportation - governor - cbp - impeachable | 51 | 85_texas_deportation_governor_cbp | 
| 86 | fdic - bailout - keybank - svb - pegged | 51 | 86_fdic_bailout_keybank_svb | 
| 87 | macron - france - depardieu - droite - riots | 51 | 87_macron_france_depardieu_droite | 
| 88 | silver - retirements - blackrock - protect - currencies | 51 | 88_silver_retirements_blackrock_protect | 
| 89 | romney - dnc - chairwoman - lynne - radicalized | 50 | 89_romney_dnc_chairwoman_lynne | 
| 90 | bidenflation - cpi - prices - highest - increases | 49 | 90_bidenflation_cpi_prices_highest | 
| 91 | disney - woke - dwarves - mermaid - winnie | 49 | 91_disney_woke_dwarves_mermaid | 
| 92 | illegals - border - migrant - invasion - nogales | 49 | 92_illegals_border_migrant_invasion | 
| 93 | pelosi - sfpd - attacker - david - hammer | 48 | 93_pelosi_sfpd_attacker_david | 
| 94 | masks - fauci - unvaccinated - mandated - updates | 48 | 94_masks_fauci_unvaccinated_mandated | 
| 95 | pence - mike - nevertrumpers - turncoat - pretends | 48 | 95_pence_mike_nevertrumpers_turncoat | 
| 96 | zelensky - volodymyr - klitschko - counteroffensive - mobilize | 46 | 96_zelensky_volodymyr_klitschko_counteroffensive | 
| 97 | impeaching - texas - phelan - acquit - spearheaded | 45 | 97_impeaching_texas_phelan_acquit | 
| 98 | ivermectin - hydroxychloroquine - india - prophylaxis - efficacy | 44 | 98_ivermectin_hydroxychloroquine_india_prophylaxis | 
| 99 | impeachment - mccarthy - witnesses - subpoenaing - nixon | 44 | 99_impeachment_mccarthy_witnesses_subpoenaing | 
| 100 | recap - podcast - dems - gabbard - katie | 44 | 100_recap_podcast_dems_gabbard | 
| 101 | carville - mistrial - jane - accuser - magazine | 44 | 101_carville_mistrial_jane_accuser | 
| 102 | flynn - traitors - obama - brady - misdemeanors | 43 | 102_flynn_traitors_obama_brady | 
| 103 | gatewaypundit - website - subscribers - vpn - aggregator | 43 | 103_gatewaypundit_website_subscribers_vpn | 
| 104 | ballots - gwinnett - recount - counties - scanned | 43 | 104_ballots_gwinnett_recount_counties | 
| 105 | rupaul - preschoolers - sexualized - stripper - performances | 41 | 105_rupaul_preschoolers_sexualized_stripper | 
| 106 | prosecutor - soros - gardner - missouri - mccloskey | 41 | 106_prosecutor_soros_gardner_missouri | 
| 107 | hillary - maddow - oscars - chappaqua - flaunts | 41 | 107_hillary_maddow_oscars_chappaqua | 
| 108 | olympics - women - anthem - unpatriotic - knocked | 40 | 108_olympics_women_anthem_unpatriotic | 
| 109 | palin - reelection - murkowski - missouri - defeats | 40 | 109_palin_reelection_murkowski_missouri | 
| 110 | polls - desantis - battleground - independents - dominates | 39 | 110_polls_desantis_battleground_independents | 
| 111 | cocaine - bongino - white - discovered - colombia | 38 | 111_cocaine_bongino_white_discovered | 
| 112 | indoctrinating - anarchist - superintendent - classroom - subvert | 38 | 112_indoctrinating_anarchist_superintendent_classroom | 
| 113 | nordstream - sabotaged - pipeline - sputnik - bombings | 38 | 113_nordstream_sabotaged_pipeline_sputnik | 
| 114 | ohio - explosion - derailments - fema - toxic | 37 | 114_ohio_explosion_derailments_fema | 
| 115 | kavanaugh - doj - appointees - prosecute - marshals | 37 | 115_kavanaugh_doj_appointees_prosecute | 
| 116 | countersues - kenosha - gallagher - guilty - doxxed | 37 | 116_countersues_kenosha_gallagher_guilty | 
| 117 | missouri - plaintiffs - censorship - joehoft - blackrock | 37 | 117_missouri_plaintiffs_censorship_joehoft | 
| 118 | republicans - subpoenas - committees - investigate - whitaker | 36 | 118_republicans_subpoenas_committees_investigate | 
| 119 | waukesha - christmas - killers - massacre - darrell | 36 | 119_waukesha_christmas_killers_massacre | 
| 120 | outbreaks - nipah - cholera - parechovirus - deadliest | 36 | 120_outbreaks_nipah_cholera_parechovirus | 
| 121 | beef - ceo - mrna - injected - tyson | 36 | 121_beef_ceo_mrna_injected | 
| 122 | arizona - wendy - rogers - electors - decertify | 36 | 122_arizona_wendy_rogers_electors | 
| 123 | dementia - presidents - forgetfulness - lapses - ronny | 35 | 123_dementia_presidents_forgetfulness_lapses | 
| 124 | hamadeh - arizona - mayes - elected - appeals | 35 | 124_hamadeh_arizona_mayes_elected | 
| 125 | hotwifeexperience - scandal - democrat - lewd - virginia | 34 | 125_hotwifeexperience_scandal_democrat_lewd | 
| 126 | italians - giambruno - eu - albania - chancellor | 34 | 126_italians_giambruno_eu_albania | 
| 127 | cuomo - deaths - nursing - undercounted - howard | 33 | 127_cuomo_deaths_nursing_undercounted | 
| 128 | argentina - millei - peronists - privatizations - libertarian | 33 | 128_argentina_millei_peronists_privatizations | 
| 129 | kerry - john - emissions - davos - flying | 33 | 129_kerry_john_emissions_davos | 
| 130 | fbi - capitol - informants - infiltrated - january | 32 | 130_fbi_capitol_informants_infiltrated | 
| 131 | crackhead - smokes - hooker - strippers - barry | 32 | 131_crackhead_smokes_hooker_strippers | 
| 132 | vaccinated - propaganda - ambassadors - shots - jonas | 32 | 132_vaccinated_propaganda_ambassadors_shots | 
| 133 | mypillows - pillowcases - overstock - discounted - featherbed | 31 | 133_mypillows_pillowcases_overstock_discounted | 
| 134 | mypillow - aches - miracle - discounted - upgrade | 31 | 134_mypillow_aches_miracle_discounted | 
| 135 | senators - pennsylvania - mastriano - impeach - subpoena | 31 | 135_senators_pennsylvania_mastriano_impeach | 
| 136 | wayne - countdown - allyn - thegatewaypundit - rnc | 31 | 136_wayne_countdown_allyn_thegatewaypundit | 
| 137 | prince - royal - meghan - harry - andrew | 31 | 137_prince_royal_meghan_harry | 
| 138 | georgia - stacey - abrams - podesta - defunding | 31 | 138_georgia_stacey_abrams_podesta | 
| 139 | congresswoman - demings - rioters - jackson - supremacist | 31 | 139_congresswoman_demings_rioters_jackson | 
| 140 | nashville - murderer - gunshot - transgender - audrey | 31 | 140_nashville_murderer_gunshot_transgender | 
| 141 | lockdown - unvaxxed - australian - wellcamp - mandatory | 31 | 141_lockdown_unvaxxed_australian_wellcamp | 
| 142 | milley - mattis - treasonous - vindman - coup | 30 | 142_milley_mattis_treasonous_vindman | 
| 143 | borrowers - bailout - forbearance - unconstitutional - warren | 30 | 143_borrowers_bailout_forbearance_unconstitutional | 
| 144 | whistleblowers - prosecute - david - hunter - cbs | 30 | 144_whistleblowers_prosecute_david_hunter | 
| 145 | bidenomics - unemployment - reports - april - misses | 30 | 145_bidenomics_unemployment_reports_april | 
| 146 | outages - texas - energies - heatwave - turbine | 30 | 146_outages_texas_energies_heatwave | 
| 147 | homeless - addicts - francisco - schizophrenic - denver | 30 | 147_homeless_addicts_francisco_schizophrenic | 
| 148 | murders - idaho - khoberger - quadruple - brianna | 29 | 148_murders_idaho_khoberger_quadruple | 
| 149 | fauci - senator - tyrants - megyn - moron | 29 | 149_fauci_senator_tyrants_megyn | 
| 150 | discounts - mypillow - tgp - webstore - shirts | 29 | 150_discounts_mypillow_tgp_webstore | 
| 151 | congressman - expel - santos - voted - idiots | 28 | 151_congressman_expel_santos_voted | 
| 152 | climate - arctic - conspiracists - hydrocarbons - liar | 28 | 152_climate_arctic_conspiracists_hydrocarbons | 
| 153 | vaccinated - paxlovid - boosted - test - megyn | 28 | 153_vaccinated_paxlovid_boosted_test | 
| 154 | pelosi - heckled - hypocrites - chavez - tyrannical | 28 | 154_pelosi_heckled_hypocrites_chavez | 
| 155 | impeachment - senators - whistleblowers - voted - cassidy | 28 | 155_impeachment_senators_whistleblowers_voted | 
| 156 | colorado - griswold - secretary - recount - illegally | 27 | 156_colorado_griswold_secretary_recount | 
| 157 | pelosi - nancy - benny - johnson - fraudsters | 27 | 157_pelosi_nancy_benny_johnson | 
| 158 | jordan - jim - turncoat - caucus - holdouts | 27 | 158_jordan_jim_turncoat_caucus | 
| 159 | cuomo - melissa - resigned - allegations - sexually | 27 | 159_cuomo_melissa_resigned_allegations | 
| 160 | pharmageddon - ivermectin - prescribed - emergency - aspirin | 27 | 160_pharmageddon_ivermectin_prescribed_emergency | 
| 161 | brexit - mitsotakis - sunak - chancellor - westminster | 26 | 161_brexit_mitsotakis_sunak_chancellor | 
| 162 | deaths - vaccinated - millennials - dowd - staggering | 26 | 162_deaths_vaccinated_millennials_dowd | 
| 163 | barrels - petroleum - reserves - refill - depleting | 26 | 163_barrels_petroleum_reserves_refill | 
| 164 | sentenced - seditious - proud - nordean - boys | 26 | 164_sentenced_seditious_proud_nordean | 
| 165 | uvalde - shootings - columbine - marshals - murderer | 26 | 165_uvalde_shootings_columbine_marshals | 
| 166 | halftime - quarterback - anthem - juneteenth - rihanna | 26 | 166_halftime_quarterback_anthem_juneteenth | 
| 167 | delaware - presidency - vacationing - spend - saturday | 26 | 167_delaware_presidency_vacationing_spend | 
| 168 | jailed - jake - j6 - lang - patriot | 26 | 168_jailed_jake_j6_lang | 
| 169 | gates - pandemics - reinvented - blackrock - kenya | 26 | 169_gates_pandemics_reinvented_blackrock | 
| 170 | obama - drowned - chef - oceangate - sasha | 26 | 170_obama_drowned_chef_oceangate | 
| 171 | moonshots - chandrayaan - spacecraft - soyuz - landed | 26 | 171_moonshots_chandrayaan_spacecraft_soyuz | 
| 172 | defund - policing - demmings - clyburn - murders | 25 | 172_defund_policing_demmings_clyburn | 
| 173 | bidens - emails - unsealed - laptop - deleted | 25 | 173_bidens_emails_unsealed_laptop | 
| 174 | judges - obama - tanya - unconstitutional - silenced | 25 | 174_judges_obama_tanya_unconstitutional | 
| 175 | aldean - town - singer - scumbags - patriotic | 25 | 175_aldean_town_singer_scumbags | 
| 176 | blinken - disinformation - spy - signed - laptop | 25 | 176_blinken_disinformation_spy_signed | 
| 177 | ufo - pentagon - pilots - decommissioned - alaska | 24 | 177_ufo_pentagon_pilots_decommissioned | 
| 178 | supremacist - msnbc - whoopi - joy - idiot | 24 | 178_supremacist_msnbc_whoopi_joy | 
| 179 | lara - billboard - spotify - rapper - download | 24 | 179_lara_billboard_spotify_rapper | 
| 180 | youtube - censor - deleted - bongino - subscribers | 23 | 180_youtube_censor_deleted_bongino | 
| 181 | nato - ukraine - nazis - stoltenberg - vladimir | 23 | 181_nato_ukraine_nazis_stoltenberg | 
| 182 | soros - george - funded - ngos - worldwide | 23 | 182_soros_george_funded_ngos | 
| 183 | arizona - representative - watermark - treason - decertify | 23 | 183_arizona_representative_watermark_treason | 
| 184 | presidential - elected - rigged - kremlin - newsmax | 23 | 184_presidential_elected_rigged_kremlin | 
| 185 | lauren - buttigieg - congresswoman - muckrakers - blackmailed | 23 | 185_lauren_buttigieg_congresswoman_muckrakers | 
| 186 | congressman - jamaal - alarm - expel - cannon | 22 | 186_congressman_jamaal_alarm_expel | 
| 187 | schumer - candidates - arizona - endorses - brnovich | 22 | 187_schumer_candidates_arizona_endorses | 
| 188 | raffensperger - georgia - ballots - corrupt - auditor | 22 | 188_raffensperger_georgia_ballots_corrupt | 
| 189 | minneapolis - floyd - courthouse - protesters - acquitted | 22 | 189_minneapolis_floyd_courthouse_protesters | 
| 190 | fentanyl - overdose - seized - phoenix - hydroxychloroquine | 22 | 190_fentanyl_overdose_seized_phoenix | 
| 191 | pelosi - january - jayapal - testifies - guardsmen | 22 | 191_pelosi_january_jayapal_testifies | 
| 192 | kennedy - senator - scotus - louisiana - bamboozled | 22 | 192_kennedy_senator_scotus_louisiana | 
| 193 | roger - stone - nydia - sharpton - hacked | 22 | 193_roger_stone_nydia_sharpton | 
| 194 | mccarthy - republicans - speaker - gimenez - impossible | 21 | 194_mccarthy_republicans_speaker_gimenez | 
| 195 | died - bartiromo - servicemen - kabul - mom | 21 | 195_died_bartiromo_servicemen_kabul | 
| 196 | antifa - rioters - militants - blackout - bellingham | 21 | 196_antifa_rioters_militants_blackout | 
| 197 | biowarfare - ukraine - labs - qanon - flu | 21 | 197_biowarfare_ukraine_labs_qanon | 
| 198 | buttigieg - palestine - ohio - residents - blasts | 21 | 198_buttigieg_palestine_ohio_residents | 
| 199 | cheney - wyoming - liz - reelect - warmonger | 21 | 199_cheney_wyoming_liz_reelect | 
| 200 | jackson - scotus - murkowski - overturned - nominated | 20 | 200_jackson_scotus_murkowski_overturned | 
| 201 | congress - censured - paulina - liar - mccarthy | 20 | 201_congress_censured_paulina_liar | 
| 202 | gas - prices - skyrocketing - senator - brazilians | 20 | 202_gas_prices_skyrocketing_senator | 
| 203 | police - killed - roseanne - assaulting - boyland | 20 | 203_police_killed_roseanne_assaulting | 
| 204 | harvard - campus - semitism - penn - hamas | 20 | 204_harvard_campus_semitism_penn | 
| 205 | cheney - republicans - chairmanship - turncoat - unhinged | 20 | 205_cheney_republicans_chairmanship_turncoat | 
| 206 | bidenflation - rates - recession - predicts - investors | 20 | 206_bidenflation_rates_recession_predicts | 
| 207 | gas - prices - highest - dollar - bidenomics | 20 | 207_gas_prices_highest_dollar |
  
</details>

## Training hyperparameters

* calculate_probabilities: True
* language: None
* 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
* zeroshot_min_similarity: 0.7
* zeroshot_topic_list: None

## Framework versions

* Numpy: 1.26.4
* HDBSCAN: 0.8.40
* UMAP: 0.5.7
* Pandas: 2.2.3
* Scikit-Learn: 1.5.2
* Sentence-transformers: 3.3.1
* Transformers: 4.46.3
* Numba: 0.60.0
* Plotly: 5.24.1
* Python: 3.10.12
