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

# MARTINI_enrich_BERTopic_ThePatriotAU

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_ThePatriotAU")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 336
* Number of training documents: 53715

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | doj - fauci - mandates - democrats - corrupt | 20 | -1_doj_fauci_mandates_democrats | 
| 0 | generalflynn - limbaugh - michael - bless - corrupted | 33166 | 0_generalflynn_limbaugh_michael_bless | 
| 1 | twitter - musk - shadowbanning - dorsey - unbanned | 346 | 1_twitter_musk_shadowbanning_dorsey | 
| 2 | maricopa - ballots - recount - auditors - county | 328 | 2_maricopa_ballots_recount_auditors | 
| 3 | taliban - zawahiri - benghazi - milley - killed | 263 | 3_taliban_zawahiri_benghazi_milley | 
| 4 | speakermccarthy - republicans - clyburn - voted - quorum | 255 | 4_speakermccarthy_republicans_clyburn_voted | 
| 5 | memeonlygirl - twatter - bahahahaha - dragged - farting | 252 | 5_memeonlygirl_twatter_bahahahaha_dragged | 
| 6 | transsexual - dysphoria - medicalization - detransitioning - mastectomies | 237 | 6_transsexual_dysphoria_medicalization_detransitioning | 
| 7 | congressional - republicans - deficits - stopgap - trillion | 223 | 7_congressional_republicans_deficits_stopgap | 
| 8 | satan - revelation - ephesians - overcometh - saviour | 195 | 8_satan_revelation_ephesians_overcometh | 
| 9 | iowa - keynote - cpac - livestream - 2023 | 193 | 9_iowa_keynote_cpac_livestream | 
| 10 | bolsonaro - dilma - janeiro - sampaio - salvador | 189 | 10_bolsonaro_dilma_janeiro_sampaio | 
| 11 | prayers - bless - healed - miracle - brother | 186 | 11_prayers_bless_healed_miracle | 
| 12 | wisvote - madison - sheboygan - mayors - maladministration | 184 | 12_wisvote_madison_sheboygan_mayors | 
| 13 | roosevelt - reelected - djt - greatest - insurrectionists | 168 | 13_roosevelt_reelected_djt_greatest | 
| 14 | biowarfare - mariupol - russia - kharkov - dod | 162 | 14_biowarfare_mariupol_russia_kharkov | 
| 15 | hamas - netanyahu - photojournalists - terrorists - lebanon | 162 | 15_hamas_netanyahu_photojournalists_terrorists | 
| 16 | illegals - juarez - border - migrant - smugglers | 149 | 16_illegals_juarez_border_migrant | 
| 17 | fbi - russigate - declassified - raided - documents | 147 | 17_fbi_russigate_declassified_raided | 
| 18 | ukraine - pentagon - funding - billions - munitions | 144 | 18_ukraine_pentagon_funding_billions | 
| 19 | spying - blimp - china - pentagon - shootdowns | 144 | 19_spying_blimp_china_pentagon | 
| 20 | jpmorgan - billionaire - lawsuits - jane - zuckerman | 141 | 20_jpmorgan_billionaire_lawsuits_jane | 
| 21 | presidency - morons - teleprompter - fetterman - dogfaced | 139 | 21_presidency_morons_teleprompter_fetterman | 
| 22 | ballots - gwinnett - recount - raffensperger - counties | 138 | 22_ballots_gwinnett_recount_raffensperger | 
| 23 | hydroxychloroquine - ivermectin - remdesivir - merck - fenbendazole | 138 | 23_hydroxychloroquine_ivermectin_remdesivir_merck | 
| 24 | blockfi - cftc - ponzi - bail - defrauding | 135 | 24_blockfi_cftc_ponzi_bail | 
| 25 | fbi - whistleblowers - splc - judiciarygop - extremists | 134 | 25_fbi_whistleblowers_splc_judiciarygop | 
| 26 | impeachments - gingrich - mccarthy - nixon - chairmen | 132 | 26_impeachments_gingrich_mccarthy_nixon | 
| 27 | chatgpt - ai - cyborgs - kurzweil - glenn | 131 | 27_chatgpt_ai_cyborgs_kurzweil | 
| 28 | declassify - presidents - folders - wilmington - searched | 130 | 28_declassify_presidents_folders_wilmington | 
| 29 | davos - globalist - guterres - kissinger - lenin | 129 | 29_davos_globalist_guterres_kissinger | 
| 30 | macron - parisians - protests - martinique - marxisme | 129 | 30_macron_parisians_protests_martinique | 
| 31 | supremecourt - obergefell - overturned - abortionists - mccorvey | 126 | 31_supremecourt_obergefell_overturned_abortionists | 
| 32 | ghislaine - mistrial - accusers - jurors - epstein | 124 | 32_ghislaine_mistrial_accusers_jurors | 
| 33 | prosecution - pleaded - gun - misdemeanor - constitutionally | 123 | 33_prosecution_pleaded_gun_misdemeanor | 
| 34 | impeachments - indicted - blagojevich - powerbrokers - lawsuits | 122 | 34_impeachments_indicted_blagojevich_powerbrokers | 
| 35 | banks - jpmorgan - fdic - bailout - depositors | 121 | 35_banks_jpmorgan_fdic_bailout | 
| 36 | soros - philanthropist - g3orge - megadonor - nonprofit | 121 | 36_soros_philanthropist_g3orge_megadonor | 
| 37 | clinton - podesta - subpoenas - sussman - hoax | 118 | 37_clinton_podesta_subpoenas_sussman | 
| 38 | qanon - reposted - boom - april - q1033 | 115 | 38_qanon_reposted_boom_april | 
| 39 | jfk - assassinated - mcveigh - lennon - declassification | 115 | 39_jfk_assassinated_mcveigh_lennon | 
| 40 | comey - danchenko - manafort - dossier - steele | 114 | 40_comey_danchenko_manafort_dossier | 
| 41 | unvaxed - mandates - presidentbiden - gorsuch - repealing | 112 | 41_unvaxed_mandates_presidentbiden_gorsuch | 
| 42 | gunshots - massacres - victims - manhunt - louisville | 111 | 42_gunshots_massacres_victims_manhunt | 
| 43 | zuckerberg - exposefb - antitrust - google - mikebenzcyber | 110 | 43_zuckerberg_exposefb_antitrust_google | 
| 44 | detainees - j6patriotnews - gulag - tortured - jake | 107 | 44_detainees_j6patriotnews_gulag_tortured | 
| 45 | traffickers - whistleblower - defundcps - minors - jonbenet | 106 | 45_traffickers_whistleblower_defundcps_minors | 
| 46 | karrin - gabbard - rigged - newsmax - savage | 105 | 46_karrin_gabbard_rigged_newsmax | 
| 47 | bidenlaptopmedia - scandals - marco - applebaum - cyberforensics | 103 | 47_bidenlaptopmedia_scandals_marco_applebaum | 
| 48 | pollchief - china - compromised - ems - hongzhengtech | 103 | 48_pollchief_china_compromised_ems | 
| 49 | speakerjohnson - mccarthy - congresspeople - january - cctv | 101 | 49_speakerjohnson_mccarthy_congresspeople_january | 
| 50 | donetsk - mariupol - zaporizhia - kherson - zakharova | 100 | 50_donetsk_mariupol_zaporizhia_kherson | 
| 51 | cnnlol - warnermedia - resigned - primetime - meredith | 99 | 51_cnnlol_warnermedia_resigned_primetime | 
| 52 | pelosi - subpoenaing - testimony - january - panel | 98 | 52_pelosi_subpoenaing_testimony_january | 
| 53 | fentanyl - narcotics - naloxone - overdose - tapentadol | 95 | 53_fentanyl_narcotics_naloxone_overdose | 
| 54 | disney - blockbusters - abc - hellywood - daredevil | 95 | 54_disney_blockbusters_abc_hellywood | 
| 55 | bidens - goldman - associates - kazkommertsbank - simmonscooper | 94 | 55_bidens_goldman_associates_kazkommertsbank | 
| 56 | vaers - deaths - myocarditis - hospitalizations - strokes | 93 | 56_vaers_deaths_myocarditis_hospitalizations | 
| 57 | theeqchamber - diddy - tonight - johnny - dlive | 92 | 57_theeqchamber_diddy_tonight_johnny | 
| 58 | blinken - colluded - spies - signatories - disinformation | 91 | 58_blinken_colluded_spies_signatories | 
| 59 | pilots - flightaware - cockpit - airplanes - lufthansa | 90 | 59_pilots_flightaware_cockpit_airplanes | 
| 60 | lindelltv - mike - smartmatic - franksspeech - dennis | 90 | 60_lindelltv_mike_smartmatic_franksspeech | 
| 61 | vaccinated - clyburn - test - superspreader - symptoms | 89 | 61_vaccinated_clyburn_test_superspreader | 
| 62 | maricopa - appeals - gubernatorial - katie - disenfranchisement | 89 | 62_maricopa_appeals_gubernatorial_katie | 
| 63 | epps - capitol - fedsurrection - perjured - january | 89 | 63_epps_capitol_fedsurrection_perjured | 
| 64 | chinavirus - outbreak - leaked - virologist - bwi | 88 | 64_chinavirus_outbreak_leaked_virologist | 
| 65 | kennedy2024 - dnc - bobby - theblaze - subcommittee | 87 | 65_kennedy2024_dnc_bobby_theblaze | 
| 66 | michigan - ballots - migrassrootsalliance - registrants - unautorized | 87 | 66_michigan_ballots_migrassrootsalliance_registrants | 
| 67 | capitol - policewoman - rioters - unmasked - cctv | 87 | 67_capitol_policewoman_rioters_unmasked | 
| 68 | refinery - fires - explosion - hazardous - propane | 86 | 68_refinery_fires_explosion_hazardous | 
| 69 | bidens - gopoversight - laundering - james - checks | 86 | 69_bidens_gopoversight_laundering_james | 
| 70 | impeaching - deportation - dhs - secretary - mcallen | 86 | 70_impeaching_deportation_dhs_secretary | 
| 71 | murdoch - tuckercarlson - foxleaks - fired - viewers | 86 | 71_murdoch_tuckercarlson_foxleaks_fired | 
| 72 | desantis - trumpers - ron - twitterverse - bombast | 85 | 72_desantis_trumpers_ron_twitterverse | 
| 73 | lewinsky - defamed - counterclaim - jury - carrol | 85 | 73_lewinsky_defamed_counterclaim_jury | 
| 74 | whistleblowers - irs - testify - weiss - daly | 85 | 74_whistleblowers_irs_testify_weiss | 
| 75 | bidenflation - inflation - cpi - shrinkflation - groceries | 84 | 75_bidenflation_inflation_cpi_shrinkflation | 
| 76 | prince - ghislaine - buckingham - settlement - newsnight | 84 | 76_prince_ghislaine_buckingham_settlement | 
| 77 | fauci - virologists - bioweaponers - redfield - unredacted | 83 | 77_fauci_virologists_bioweaponers_redfield | 
| 78 | impeachment - texas - acquitted - representatives - phelan | 82 | 78_impeachment_texas_acquitted_representatives | 
| 79 | epstein - lewinsky - blackmailed - mossad - spacey | 79 | 79_epstein_lewinsky_blackmailed_mossad | 
| 80 | transgender - banning - missouri - minors - medicaid | 78 | 80_transgender_banning_missouri_minors | 
| 81 | x22 - report - ep - 2792b - 2889b_ | 78 | 81_x22_report_ep_2792b | 
| 82 | maui - wahiawa - fires - blackout - oceanside | 77 | 82_maui_wahiawa_fires_blackout | 
| 83 | ufo - pentagon - antigravity - retrieved - rtnews | 77 | 83_ufo_pentagon_antigravity_retrieved | 
| 84 | fbi - informants - capitol - bombgate - infiltrated | 77 | 84_fbi_informants_capitol_bombgate | 
| 85 | resignations - undersecretary - kamala - vice - mcgahn | 75 | 85_resignations_undersecretary_kamala_vice | 
| 86 | carjackings - homicides - robberies - cops - mayors | 75 | 86_carjackings_homicides_robberies_cops | 
| 87 | nycmayor - migrant - adams - evicted - yorkers | 75 | 87_nycmayor_migrant_adams_evicted | 
| 88 | fbi - twittergate - censorship - meta - suppress | 74 | 88_fbi_twittergate_censorship_meta | 
| 89 | chicagoans - mayors - maywood - beetlejuice - gunshots | 74 | 89_chicagoans_mayors_maywood_beetlejuice | 
| 90 | mkultra - jim - caviezel - holllywood - kidnapped | 74 | 90_mkultra_jim_caviezel_holllywood | 
| 91 | docket - maralago - magistrate - unsealed - warrants | 74 | 91_docket_maralago_magistrate_unsealed | 
| 92 | farmercitizenmovement - netherlands - protests - blockades - vlaardingerbroek | 73 | 92_farmercitizenmovement_netherlands_protests_blockades | 
| 93 | wikileaks - extradited - julian - appeal - belmarsh | 73 | 93_wikileaks_extradited_julian_appeal | 
| 94 | handguns - ccw - albuquerque - prohibits - constitutional | 73 | 94_handguns_ccw_albuquerque_prohibits | 
| 95 | buttigieg - derailments - amtrak - ohio - pothole | 72 | 95_buttigieg_derailments_amtrak_ohio | 
| 96 | indoctrination - curriculum - gadsden - superintendent - mcauliffe | 71 | 96_indoctrination_curriculum_gadsden_superintendent | 
| 97 | lgbtqxyz - schoolers - faggot - sexualized - indoctrination | 70 | 97_lgbtqxyz_schoolers_faggot_sexualized | 
| 98 | mcconnell - democrats - senate - sabotaged - trillion | 70 | 98_mcconnell_democrats_senate_sabotaged | 
| 99 | desantis - republican - pollsters - nonincumbent - 2024 | 69 | 99_desantis_republican_pollsters_nonincumbent | 
| 100 | hurricane - tornadoes - floodwaters - tampa - forecasters | 69 | 100_hurricane_tornadoes_floodwaters_tampa | 
| 101 | reelected - redistricting - tiebreaker - ramirez - 218th | 69 | 101_reelected_redistricting_tiebreaker_ramirez | 
| 102 | foxnews - christie - debates - desanctimonious - grrrgreat | 69 | 102_foxnews_christie_debates_desanctimonious | 
| 103 | fednow - banksters - cryptocurrencies - cbdcs - trillions | 67 | 103_fednow_banksters_cryptocurrencies_cbdcs | 
| 104 | tonight - johnnyqarmedia - an0n - 1legpatriot - spitballin | 67 | 104_tonight_johnnyqarmedia_an0n_1legpatriot | 
| 105 | kash - prosecution - unamerican - conspirators - nunes | 66 | 105_kash_prosecution_unamerican_conspirators | 
| 106 | derailment - ohio - dioxins - contaminated - sludge | 65 | 106_derailment_ohio_dioxins_contaminated | 
| 107 | hickenlooper - scotus - ballot - disqualified - insurrectionist | 64 | 107_hickenlooper_scotus_ballot_disqualified | 
| 108 | fakenews - propagandists - thegatewaypundit - journos - mislead | 63 | 108_fakenews_propagandists_thegatewaypundit_journos | 
| 109 | abortions - demonrats - outlawed - mccorvey - maine | 63 | 109_abortions_demonrats_outlawed_mccorvey | 
| 110 | pelosi - sfpd - paulie - assaulted - sledgehammer | 62 | 110_pelosi_sfpd_paulie_assaulted | 
| 111 | pelosi - pentagon - guardsmen - denied - january | 61 | 111_pelosi_pentagon_guardsmen_denied | 
| 112 | jianwang - yangping - arrested - spies - uyghur | 61 | 112_jianwang_yangping_arrested_spies | 
| 113 | cheney - wyoming - congresswoman - liz - deplorable | 60 | 113_cheney_wyoming_congresswoman_liz | 
| 114 | explosions - wtc - skyscraper - collapsed - aeroplanes | 60 | 114_explosions_wtc_skyscraper_collapsed | 
| 115 | scotus - ruling - concurring - clarence - harper | 60 | 115_scotus_ruling_concurring_clarence | 
| 116 | traffickers - arrested - deputies - minors - operation | 60 | 116_traffickers_arrested_deputies_minors | 
| 117 | purgingtiktok - tencent - prohibit - chinafication - cyberespionage | 60 | 117_purgingtiktok_tencent_prohibit_chinafication | 
| 118 | memorialize - veterans - honor - valiantly - gratitude | 59 | 118_memorialize_veterans_honor_valiantly | 
| 119 | prosecutions - willis - fanigate - bradley - keisha | 59 | 119_prosecutions_willis_fanigate_bradley | 
| 120 | nordstream - sabotaged - pipelines - bombings - leakage | 58 | 120_nordstream_sabotaged_pipelines_bombings | 
| 121 | pelosi - securities - fisher - 22million - ban | 58 | 121_pelosi_securities_fisher_22million | 
| 122 | taiwan - missiles - warship - bohai - tensions | 57 | 122_taiwan_missiles_warship_bohai | 
| 123 | voting - hackable - vulnerabilities - diebold - computerized | 57 | 123_voting_hackable_vulnerabilities_diebold | 
| 124 | tiananmen - lockdowns - protests - xinjiang - zhengzhou | 56 | 124_tiananmen_lockdowns_protests_xinjiang | 
| 125 | poroshenko - bribed - prosecutor - cronyism - zlochesvsky | 56 | 125_poroshenko_bribed_prosecutor_cronyism | 
| 126 | autoworkers - automaker - ford - trucks - fascists | 56 | 126_autoworkers_automaker_ford_trucks | 
| 127 | tlaib - hamas - rashida - antisemitic - censuring | 56 | 127_tlaib_hamas_rashida_antisemitic | 
| 128 | dollarization - yuan - petrodollar - sanctions - ruble | 55 | 128_dollarization_yuan_petrodollar_sanctions | 
| 129 | fartwell - swalwell - nuke - congressman - banging | 55 | 129_fartwell_swalwell_nuke_congressman | 
| 130 | vaccine - thimerosal - injected - poison - shots | 55 | 130_vaccine_thimerosal_injected_poison | 
| 131 | donaldjtrump - apps - samsung - hulu - retruthed | 53 | 131_donaldjtrump_apps_samsung_hulu | 
| 132 | convicted - raniere - rape - weinstein - trafficker | 53 | 132_convicted_raniere_rape_weinstein | 
| 133 | subscribe - substack - apostle - discipleship - cates | 53 | 133_subscribe_substack_apostle_discipleship | 
| 134 | texas - governors - federalizing - border - migrants | 53 | 134_texas_governors_federalizing_border | 
| 135 | cuomo - covidselect - subcommittee - westchester - undercounted | 53 | 135_cuomo_covidselect_subcommittee_westchester | 
| 136 | pandemics - nations - ratification - geneva - superstate | 53 | 136_pandemics_nations_ratification_geneva | 
| 137 | 1biden - emails - poroshenko - unredacted - robinware456 | 53 | 137_1biden_emails_poroshenko_unredacted | 
| 138 | wikileaks - hacked - ofseth - downloaded - disk | 53 | 138_wikileaks_hacked_ofseth_downloaded | 
| 139 | myanmar - aung - junta - overthrowing - burkina | 53 | 139_myanmar_aung_junta_overthrowing | 
| 140 | doj - prosecutor - whistleblowers - delaware - investigatory | 52 | 140_doj_prosecutor_whistleblowers_delaware | 
| 141 | patriots - cups - monday - start - goooood | 52 | 141_patriots_cups_monday_start | 
| 142 | budweiser - mulvaney - boycotters - influencer - distributor | 52 | 142_budweiser_mulvaney_boycotters_influencer | 
| 143 | hookers - fucking - hallie - pornhub - seduced | 52 | 143_hookers_fucking_hallie_pornhub | 
| 144 | telegram - scammers - bots - spam - imposters | 52 | 144_telegram_scammers_bots_spam | 
| 145 | wiretaps - indictment - memos - corcoran - mattgaetz | 51 | 145_wiretaps_indictment_memos_corcoran | 
| 146 | defendants - georgia - arraignment - racketeering - fani | 51 | 146_defendants_georgia_arraignment_racketeering | 
| 147 | deportation - border - amnesty - cartels - illegal | 50 | 147_deportation_border_amnesty_cartels | 
| 148 | id2020 - biometric - undp - passports - vaccine | 50 | 148_id2020_biometric_undp_passports | 
| 149 | rallies - hyped - patriots - saturday - goooooo | 50 | 149_rallies_hyped_patriots_saturday | 
| 150 | pyongyang - kim - warhead - icbms - fukushima | 50 | 150_pyongyang_kim_warhead_icbms | 
| 151 | baldwin - cinematographer - shooting - manslaughter - prosecutors | 49 | 151_baldwin_cinematographer_shooting_manslaughter | 
| 152 | australiatimes - melbourne - lockdowns - nsw - queensland | 49 | 152_australiatimes_melbourne_lockdowns_nsw | 
| 153 | kenosha - shootings - rioter - ziminski - misdemeanor | 48 | 153_kenosha_shootings_rioter_ziminski | 
| 154 | conviction - manslaughter - hennepin - coroner - fentanyl | 48 | 154_conviction_manslaughter_hennepin_coroner | 
| 155 | electionfraud20 - 2000mules - souza - thefoxhole - trailer | 47 | 155_electionfraud20_2000mules_souza_thefoxhole | 
| 156 | pfizerleak - falsified - 5billion - dowd - painkillers | 47 | 156_pfizerleak_falsified_5billion_dowd | 
| 157 | twitterspeak - deplatformed - counterspeech - us2020_xfn_enforcement - employees | 46 | 157_twitterspeak_deplatformed_counterspeech_us2020_xfn_enforcement | 
| 158 | hannity - newsmaxtv - interviewed - airtimes - 7pm | 46 | 158_hannity_newsmaxtv_interviewed_airtimes | 
| 159 | facemasks - c19science - epidemiologist - harmful - exhaled | 46 | 159_facemasks_c19science_epidemiologist_harmful | 
| 160 | indictments - danchenko - sussman - conspired - papadopoulos | 46 | 160_indictments_danchenko_sussman_conspired | 
| 161 | airstrikes - hezbollah - iraq - pentagon - drones | 46 | 161_airstrikes_hezbollah_iraq_pentagon | 
| 162 | protestors - palestifa - nypd - parade - nantucket | 46 | 162_protestors_palestifa_nypd_parade | 
| 163 | georgia - hershel - incumbents - reverendwarnock - securemyabsenteeballot | 46 | 163_georgia_hershel_incumbents_reverendwarnock | 
| 164 | sotomayor - klobuchar - kejan - sworn - pedophiles | 46 | 164_sotomayor_klobuchar_kejan_sworn | 
| 165 | borrowers - yellen - colleges - veto - refunding | 46 | 165_borrowers_yellen_colleges_veto | 
| 166 | trudeau - freeland - dissidents - minister - truckers | 46 | 166_trudeau_freeland_dissidents_minister | 
| 167 | gallup - voters - repubs - reelection - independents | 45 | 167_gallup_voters_repubs_reelection | 
| 168 | resigns - democrat - reelection - delegates - debbie | 45 | 168_resigns_democrat_reelection_delegates | 
| 169 | rallies - indictments - ghislaine - seth - cokegate | 45 | 169_rallies_indictments_ghislaine_seth | 
| 170 | zelenskiy - volodymyr - lithuania - davos - warmongering | 45 | 170_zelenskiy_volodymyr_lithuania_davos | 
| 171 | leaked - pentagon - vindman - airman - documents | 44 | 171_leaked_pentagon_vindman_airman | 
| 172 | royal - buckingham - coronation - monarchies - balmoral | 44 | 172_royal_buckingham_coronation_monarchies | 
| 173 | impeachment - subpoenaed - committees - newsmax - james | 44 | 173_impeachment_subpoenaed_committees_newsmax | 
| 174 | gates - vaccines - biontech - bmgf - bilharzia | 44 | 174_gates_vaccines_biontech_bmgf | 
| 175 | prosecutors - appellate - unconstitutionality - gagged - restrictions | 44 | 175_prosecutors_appellate_unconstitutionality_gagged | 
| 176 | nazis - mariupol - zelensky - azov - battalion | 44 | 176_nazis_mariupol_zelensky_azov | 
| 177 | archbishop - vigano - nuncio - antiglobalist - heretical | 43 | 177_archbishop_vigano_nuncio_antiglobalist | 
| 178 | congressional - bowman - jamaal - misdemeanor - expunged | 42 | 178_congressional_bowman_jamaal_misdemeanor | 
| 179 | rigged - doocy - retweeted - sedition - 2020 | 42 | 179_rigged_doocy_retweeted_sedition | 
| 180 | bannon - bail - steve - sentencing - subpoena | 42 | 180_bannon_bail_steve_sentencing | 
| 181 | warplane - lockheed - crashed - helicopters - flew | 42 | 181_warplane_lockheed_crashed_helicopters | 
| 182 | earthquakes - aftershocks - supervolcano - kilauea - iceland | 42 | 182_earthquakes_aftershocks_supervolcano_kilauea | 
| 183 | pfizer - vaccinate - infants - bivalent - dose | 42 | 183_pfizer_vaccinate_infants_bivalent | 
| 184 | hunter - hirsh - gallerist - georges - purchasers | 42 | 184_hunter_hirsh_gallerist_georges | 
| 185 | taxpayers - agency - revenue - ira - repeal | 41 | 185_taxpayers_agency_revenue_ira | 
| 186 | followers - hashtag - trending - replies - shoutout | 41 | 186_followers_hashtag_trending_replies | 
| 187 | desantis - florida - mandates - vaccine - prohibit | 40 | 187_desantis_florida_mandates_vaccine | 
| 188 | x22 - report - ep - 2927b - trapped | 40 | 188_x22_report_ep_2927b | 
| 189 | guns - disarm - amendment - thevigilantfox - impeachable | 40 | 189_guns_disarm_amendment_thevigilantfox | 
| 190 | feinstein - newsom - dianne - resigns - nominees | 40 | 190_feinstein_newsom_dianne_resigns | 
| 191 | james - okeefemediagroup - investigative - founder - falsehoods | 40 | 191_james_okeefemediagroup_investigative_founder | 
| 192 | irs - realclearinvestigations - littlejohn - accountant - guilty | 40 | 192_irs_realclearinvestigations_littlejohn_accountant | 
| 193 | prosecuting - judiciarypress - manhattan - victims - brutally | 40 | 193_prosecuting_judiciarypress_manhattan_victims | 
| 194 | injunction - censorship - ruling - uncoverdc - missouri | 40 | 194_injunction_censorship_ruling_uncoverdc | 
| 195 | hochul - nypd - upstate - kirsten - reparations | 40 | 195_hochul_nypd_upstate_kirsten | 
| 196 | daca - deported - scotus - moratorium - injunctive | 39 | 196_daca_deported_scotus_moratorium | 
| 197 | died - sinead - anne - degeneres - ambulance | 39 | 197_died_sinead_anne_degeneres | 
| 198 | cocaine - smuggled - white - discoveries - sniff | 38 | 198_cocaine_smuggled_white_discoveries | 
| 199 | fisa - surveil - reauthorization - warrantless - liberties | 38 | 199_fisa_surveil_reauthorization_warrantless | 
| 200 | milley - soleimani - corporal - resignation - awarded | 38 | 200_milley_soleimani_corporal_resignation | 
| 201 | freemasons - monument - guidestone - phallic - egyptian | 37 | 201_freemasons_monument_guidestone_phallic | 
| 202 | balenciaga - kardashian - madonna - mannequins - henri | 37 | 202_balenciaga_kardashian_madonna_mannequins | 
| 203 | kidnappers - whitmer - michigan - informant - brandenburgforgovernor | 37 | 203_kidnappers_whitmer_michigan_informant | 
| 204 | waukesha - darrell - murdered - dakota - carjacking | 37 | 204_waukesha_darrell_murdered_dakota | 
| 205 | hungary - balazs - eurocrats - vladimir - sanctions | 36 | 205_hungary_balazs_eurocrats_vladimir | 
| 206 | georgia - abrams - gubernatorial - stacey - maskless | 36 | 206_georgia_abrams_gubernatorial_stacey | 
| 207 | police - capitol - gunned - babbitt - exonerated | 36 | 207_police_capitol_gunned_babbitt | 
| 208 | donaldjtrump - mclaughlin - june - bedminster - reinstated | 36 | 208_donaldjtrump_mclaughlin_june_bedminster | 
| 209 | derailment - spills - hazardous - dakota - mudslide | 36 | 209_derailment_spills_hazardous_dakota | 
| 210 | nashville - killings - shooter - tranifesto - aiden | 36 | 210_nashville_killings_shooter_tranifesto | 
| 211 | qaida - moussaoui - saddam - lockerbie - guantanamo | 36 | 211_qaida_moussaoui_saddam_lockerbie | 
| 212 | voting - county - delaware - recounting - unanimously | 36 | 212_voting_county_delaware_recounting | 
| 213 | michiganders - governor - whitmer - gretchen - vetoed | 35 | 213_michiganders_governor_whitmer_gretchen | 
| 214 | blackrock - esg - divested - fiduciary - louisiana | 35 | 214_blackrock_esg_divested_fiduciary | 
| 215 | nysag - james - slandered - valuable - forgeries | 35 | 215_nysag_james_slandered_valuable | 
| 216 | zealanders - jacinda - crackdown - authoritarians - vaccinated | 35 | 216_zealanders_jacinda_crackdown_authoritarians | 
| 217 | songs - billboard - aldean - superstar - carolina | 35 | 217_songs_billboard_aldean_superstar | 
| 218 | fauci - rfk - mengele - assassinations - authoritarianism | 35 | 218_fauci_rfk_mengele_assassinations | 
| 219 | blm - blackwell - 3million - charitable - shakur | 34 | 219_blm_blackwell_3million_charitable | 
| 220 | zuckerberg - layoffs - faang - meta - wsj | 34 | 220_zuckerberg_layoffs_faang_meta | 
| 221 | florida - disney - districting - relocated - nullifies | 34 | 221_florida_disney_districting_relocated | 
| 222 | gunman - officers - swat - texas - handcuffed | 34 | 222_gunman_officers_swat_texas | 
| 223 | gallup - disapprove - lowest - 53 - rating | 34 | 223_gallup_disapprove_lowest_53 | 
| 224 | iranians - hamas - sanctions - billions - hostage | 34 | 224_iranians_hamas_sanctions_billions | 
| 225 | zuckbucks - fundtheaudit - exposefb - mcauliffe - counties | 34 | 225_zuckbucks_fundtheaudit_exposefb_mcauliffe | 
| 226 | brexit - sunak - starmer - modi - dictators | 33 | 226_brexit_sunak_starmer_modi | 
| 227 | daniels - indicted - manhattan - stephanie - sexy | 33 | 227_daniels_indicted_manhattan_stephanie | 
| 228 | transphobia - wnba - females - misogynistic - powerlifters | 33 | 228_transphobia_wnba_females_misogynistic | 
| 229 | ballots - indicted - fraudulently - superpac - paterson | 33 | 229_ballots_indicted_fraudulently_superpac | 
| 230 | spaceforce - satellites - missile - huntsville - transferred | 33 | 230_spaceforce_satellites_missile_huntsville | 
| 231 | navy - unvaccinated - injunction - exemptions - plaintiffs | 33 | 231_navy_unvaccinated_injunction_exemptions | 
| 232 | petroleum - reserves - barrels - deplete - drill | 32 | 232_petroleum_reserves_barrels_deplete | 
| 233 | hillary - cronies - bahahahahaha - turd - wheelchair | 32 | 233_hillary_cronies_bahahahahaha_turd | 
| 234 | fbi - subpoenaed - bribery - compliance - uncorroborated | 32 | 234_fbi_subpoenaed_bribery_compliance | 
| 235 | taiwan - pelosi - mao - pacific - visits | 32 | 235_taiwan_pelosi_mao_pacific | 
| 236 | locusts - cargill - farmland - monsanto - worms | 32 | 236_locusts_cargill_farmland_monsanto | 
| 237 | fauci - senator - untruthful - touted - moron | 32 | 237_fauci_senator_untruthful_touted | 
| 238 | arizona - governor - kris - retweets - sabotaging | 31 | 238_arizona_governor_kris_retweets | 
| 239 | captain - counties - battlegrounds - votes - yuma | 31 | 239_captain_counties_battlegrounds_votes | 
| 240 | desantis - illegals - delaware - flew - jacksonville | 31 | 240_desantis_illegals_delaware_flew | 
| 241 | pi_anon - sing4freedom - patriotmailproject - pianonlegalfees - wearegoodmen | 30 | 241_pi_anon_sing4freedom_patriotmailproject_pianonlegalfees | 
| 242 | scotus - unconstitutional - gorsuch - redistricting - carolina | 30 | 242_scotus_unconstitutional_gorsuch_redistricting | 
| 243 | trial - prosecutors - filing - rescheduled - fla | 30 | 243_trial_prosecutors_filing_rescheduled | 
| 244 | satanic - iowa - beheaded - statue - megachurch | 30 | 244_satanic_iowa_beheaded_statue | 
| 245 | alarmists - meteorologist - greenland - myth - clauser | 30 | 245_alarmists_meteorologist_greenland_myth | 
| 246 | gasoline - crude - skyrocketed - bidenomics - expensive | 30 | 246_gasoline_crude_skyrocketed_bidenomics | 
| 247 | vibe - tonight - prayers - everyone - hooo | 30 | 247_vibe_tonight_prayers_everyone | 
| 248 | pastoracatescovertcomms - quantumelectron - youtube - eternity - deplorables | 30 | 248_pastoracatescovertcomms_quantumelectron_youtube_eternity | 
| 249 | epstein - spousewilliam - melinda - microsoft - multibillion | 30 | 249_epstein_spousewilliam_melinda_microsoft | 
| 250 | song - wwgiwga - truthsocial - reposted - geoooorgia | 29 | 250_song_wwgiwga_truthsocial_reposted | 
| 251 | ottawa - police - protestors - beatings - honking | 29 | 251_ottawa_police_protestors_beatings | 
| 252 | smollett - jussie - chicago - sentenced - faked | 29 | 252_smollett_jussie_chicago_sentenced | 
| 253 | pontiffs - archbishopric - cardinal - clergymen - benedict | 29 | 253_pontiffs_archbishopric_cardinal_clergymen | 
| 254 | epstein - ghislaine - docket - unsealed - names | 29 | 254_epstein_ghislaine_docket_unsealed | 
| 255 | milley - navy - wokeism - recruits - drag | 29 | 255_milley_navy_wokeism_recruits | 
| 256 | desantis - floridians - jacksonville - flotilla - leesburg | 29 | 256_desantis_floridians_jacksonville_flotilla | 
| 257 | france - protesters - vaccinations - revolt - passport | 28 | 257_france_protesters_vaccinations_revolt | 
| 258 | senators - filibuster - romney - idaho - marsha | 28 | 258_senators_filibuster_romney_idaho | 
| 259 | appeals - georgia - defendants - racketeering - jeffrey | 28 | 259_appeals_georgia_defendants_racketeering | 
| 260 | pfizer - documents - injected - 30th - icandecide | 28 | 260_pfizer_documents_injected_30th | 
| 261 | rubio - congressmen - endorses - sanders - kentucky | 28 | 261_rubio_congressmen_endorses_sanders | 
| 262 | pompeo - nevertrumpers - rnc - endorses - turncoat | 28 | 262_pompeo_nevertrumpers_rnc_endorses | 
| 263 | spacey - accusers - assaulting - acquittal - groped | 28 | 263_spacey_accusers_assaulting_acquittal | 
| 264 | katie - debates - hobbs - arizona - coward | 28 | 264_katie_debates_hobbs_arizona | 
| 265 | mornt - hello - farted - happy - coworkers | 28 | 265_mornt_hello_farted_happy | 
| 266 | prizes - gulag - autographed - thomas - makehoneygreatagain | 28 | 266_prizes_gulag_autographed_thomas | 
| 267 | kremlin - apec - alexei - xi - shanghai | 28 | 267_kremlin_apec_alexei_xi | 
| 268 | outages - texas - generators - heatwave - renewable | 28 | 268_outages_texas_generators_heatwave | 
| 269 | dnc - bombs - kamala - undetected - jim_jordan | 27 | 269_dnc_bombs_kamala_undetected | 
| 270 | fetterman - sanders - constituents - spokeswoman - lieutenant | 27 | 270_fetterman_sanders_constituents_spokeswoman | 
| 271 | unelected - turnout - illegalities - audits - guaranteed | 27 | 271_unelected_turnout_illegalities_audits | 
| 272 | cybercensorship - cisa - uncoverdc - disinformation - homeland | 27 | 272_cybercensorship_cisa_uncoverdc_disinformation | 
| 273 | pelosi - impeachments - rupaul - booed - lunatic | 27 | 273_pelosi_impeachments_rupaul_booed | 
| 274 | firearms - banning - shootings - hr2280 - legislation | 27 | 274_firearms_banning_shootings_hr2280 | 
| 275 | pizzagate - podesta - jimmycomet - pedophilic - alefantis | 27 | 275_pizzagate_podesta_jimmycomet_pedophilic | 
| 276 | rnc - chairwoman - lindell - mcdaniel - nominee | 27 | 276_rnc_chairwoman_lindell_mcdaniel | 
| 277 | patriotau - reawaken - timetofreeamerica - viva - tours | 26 | 277_patriotau_reawaken_timetofreeamerica_viva | 
| 278 | convoy - beltway - protest - hagerstown - truck | 26 | 278_convoy_beltway_protest_hagerstown | 
| 279 | censures - representatives - expel - mccarthy - liar | 26 | 279_censures_representatives_expel_mccarthy | 
| 280 | illegals - deportations - schumer - hr2 - imposes | 26 | 280_illegals_deportations_schumer_hr2 | 
| 281 | pennsylvania - mccormick - fetterman - gubernatorial - recount | 26 | 281_pennsylvania_mccormick_fetterman_gubernatorial | 
| 282 | kanye - chappelle - celebrity - illuminati - marilyn | 26 | 282_kanye_chappelle_celebrity_illuminati | 
| 283 | prosecutor - soros - missouri - gardner - kimberly | 26 | 283_prosecutor_soros_missouri_gardner | 
| 284 | presidents - neurosurgeon - jackson - cognitively - hannity | 25 | 284_presidents_neurosurgeon_jackson_cognitively | 
| 285 | loudoun - superintendent - nonconsensual - walkouts - sheridan | 25 | 285_loudoun_superintendent_nonconsensual_walkouts | 
| 286 | stoves - gas - regulations - reignites - household | 25 | 286_stoves_gas_regulations_reignites | 
| 287 | justices - prosecutes - defendants - appellate - felony | 25 | 287_justices_prosecutes_defendants_appellate | 
| 288 | spikevax - injections - foia - pages - anaphylactic | 25 | 288_spikevax_injections_foia_pages | 
| 289 | judge - overturned - fascists - james - ridiculous | 25 | 289_judge_overturned_fascists_james | 
| 290 | senate - alabama - commandant - abortions - raytheon | 25 | 290_senate_alabama_commandant_abortions | 
| 291 | chadshah - posted - shalom - live - christ | 25 | 291_chadshah_posted_shalom_live | 
| 292 | unvaccinated - reservists - reenlistment - mandated - pentagon | 25 | 292_unvaccinated_reservists_reenlistment_mandated | 
| 293 | marjorie - debates - aoc - supremacist - harassing | 24 | 293_marjorie_debates_aoc_supremacist | 
| 294 | georgia - kemp - governor - gbi - rigged | 24 | 294_georgia_kemp_governor_gbi | 
| 295 | antifa - atlanta - firebomb - attackers - barricades | 24 | 295_antifa_atlanta_firebomb_attackers | 
| 296 | manchin - filibuster - repeal - trillions - virginians | 24 | 296_manchin_filibuster_repeal_trillions | 
| 297 | goodnight - deplorables - patriotau - hope - guys | 24 | 297_goodnight_deplorables_patriotau_hope | 
| 298 | cassidy - testified - hoaxer - cheney - stenographers | 24 | 298_cassidy_testified_hoaxer_cheney | 
| 299 | monkeypox - inoculation - fearmongering - jabbed - spreading | 24 | 299_monkeypox_inoculation_fearmongering_jabbed | 
| 300 | morning - saturday - monday - cup - gooood | 24 | 300_morning_saturday_monday_cup | 
| 301 | kamala - colbert - howard - heckled - kwanzaa | 24 | 301_kamala_colbert_howard_heckled | 
| 302 | donaldjtrump - impeached - moron - bushie - harrington | 24 | 302_donaldjtrump_impeached_moron_bushie | 
| 303 | schitt - watermelonhead - russiagate - sleazebag - liar | 24 | 303_schitt_watermelonhead_russiagate_sleazebag | 
| 304 | fbi - subpoena - impeached - grassley - comply | 24 | 304_fbi_subpoena_impeached_grassley | 
| 305 | conservative - foxhole - sotu - 30pm - realchrissky | 24 | 305_conservative_foxhole_sotu_30pm | 
| 306 | kerry - emissions - trillions - deputy - 2050 | 23 | 306_kerry_emissions_trillions_deputy | 
| 307 | libel - journalists - gannett - depositions - project | 23 | 307_libel_journalists_gannett_depositions | 
| 308 | bidens - bohai - wang - hudson - beneficiary | 23 | 308_bidens_bohai_wang_hudson | 
| 309 | redpilled - awaken - unstoppable - subconscious - emergent | 23 | 309_redpilled_awaken_unstoppable_subconscious | 
| 310 | angeles - bail - newslos - soros - hernandez | 23 | 310_angeles_bail_newslos_soros | 
| 311 | boycott - lgbtq - retailers - nike - satan | 23 | 311_boycott_lgbtq_retailers_nike | 
| 312 | gazprom - baltic - lukoil - austria - sanctioning | 22 | 312_gazprom_baltic_lukoil_austria | 
| 313 | maricopa - recount - azaudit - senators - disenfranchised | 22 | 313_maricopa_recount_azaudit_senators | 
| 314 | warfare - generals - propaganda - 5gw - flynn | 22 | 314_warfare_generals_propaganda_5gw | 
| 315 | warmongering - putin - ukraine - nukes - peacemaker | 22 | 315_warmongering_putin_ukraine_nukes | 
| 316 | vaxed - cdc - hospitalizations - published - doses | 22 | 316_vaxed_cdc_hospitalizations_published | 
| 317 | mistrial - navarro - congress - subpoena - seditious | 22 | 317_mistrial_navarro_congress_subpoena | 
| 318 | obama - drowned - chefs - paddleboarding - malia | 22 | 318_obama_drowned_chefs_paddleboarding | 
| 319 | spokeswoman - journalists - zakharova - white - kjp | 22 | 319_spokeswoman_journalists_zakharova_white | 
| 320 | kremlin - prigozhin - lukashenko - shoigu - yevgeny | 22 | 320_kremlin_prigozhin_lukashenko_shoigu | 
| 321 | brics - saudia - argentina - nigeria - ramaphosa | 22 | 321_brics_saudia_argentina_nigeria | 
| 322 | actblue - donations - fraudsters - debit - misrepresented | 22 | 322_actblue_donations_fraudsters_debit | 
| 323 | rates - fed - inflation - banks - policymakers | 22 | 323_rates_fed_inflation_banks | 
| 324 | pistols - atf - weaponizing - unconstitutional - felons | 21 | 324_pistols_atf_weaponizing_unconstitutional | 
| 325 | uniting - tyranny - rebellion - groupthink - subvert | 21 | 325_uniting_tyranny_rebellion_groupthink | 
| 326 | austria - unvaccinated - compulsory - lockdown - referendum | 21 | 326_austria_unvaccinated_compulsory_lockdown | 
| 327 | dhs - terrorists - radicalization - homeland - targeted | 21 | 327_dhs_terrorists_radicalization_homeland | 
| 328 | satanism - madonna - baal - priestess - ritualized | 21 | 328_satanism_madonna_baal_priestess | 
| 329 | plandemic - reauthorization - 2023 - expires - redpillpharmacist | 21 | 329_plandemic_reauthorization_2023_expires | 
| 330 | transphobes - gunman - murders - denver - radicalizing | 21 | 330_transphobes_gunman_murders_denver | 
| 331 | chemtrails - monsoon - cloud - noaa - manipulating | 21 | 331_chemtrails_monsoon_cloud_noaa | 
| 332 | menendez - bribery - egypt - ekweremadu - codefendants | 20 | 332_menendez_bribery_egypt_ekweremadu | 
| 333 | pcr - ncov - false - swabs - influenza | 20 | 333_pcr_ncov_false_swabs | 
| 334 | pennsylvania - ballots - scotus - unconstitutional - enacted | 20 | 334_pennsylvania_ballots_scotus_unconstitutional |
  
</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
