MARTINI_enrich_BERTopic_dotconnectinganons

This is a 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:

from bertopic import BERTopic
topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_dotconnectinganons")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 380
  • Number of training documents: 63583
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 cnn - doj - hamas - patriots - democrats 20 -1_cnn_doj_hamas_patriots
0 russiagate - comey - manafort - danchenko - dossier 40146 0_russiagate_comey_manafort_danchenko
1 madoff - cftc - winklevoss - bittrex - extradited 419 1_madoff_cftc_winklevoss_bittrex
2 desantis - governor - superpac - iowa - frontrunner 313 2_desantis_governor_superpac_iowa
3 awakening - hope - deliverance - banners4freedom - overcoming 280 3_awakening_hope_deliverance_banners4freedom
4 pyongyang - kim - missiles - yoon - icbm 270 4_pyongyang_kim_missiles_yoon
5 chatgpt - ceo - microsoft - alexa - deepfake 237 5_chatgpt_ceo_microsoft_alexa
6 zelenskiy - volodymyr - russia - kiev - peskov 220 6_zelenskiy_volodymyr_russia_kiev
7 pelosi - assaulted - sfpd - hammer - david 218 7_pelosi_assaulted_sfpd_hammer
8 guojun - hongzheng - pollchief - jinhua - unicom 206 8_guojun_hongzheng_pollchief_jinhua
9 prosecutors - dismissed - arraignment - firearm - misdemeanor 206 9_prosecutors_dismissed_arraignment_firearm
10 hunterbiden - guilliani - signatories - spies - discredited 196 10_hunterbiden_guilliani_signatories_spies
11 documents - delaware - chinagate - retrieved - discoveries 188 11_documents_delaware_chinagate_retrieved
12 scotus - appealed - ballot - disqualified - petitioners 184 12_scotus_appealed_ballot_disqualified
13 gunshots - swat - deputies - incident - pittsburgh 184 13_gunshots_swat_deputies_incident
14 fentanyl - narcotics - cartels - sinaloa - smuggled 181 14_fentanyl_narcotics_cartels_sinaloa
15 exploded - wildfires - evacuations - igniting - hazmat 178 15_exploded_wildfires_evacuations_igniting
16 republicans - schumer - bailouts - negotiated - ceiling 177 16_republicans_schumer_bailouts_negotiated
17 tiktok_us - bytedance - chinafication - banned - deepfake 174 17_tiktok_us_bytedance_chinafication_banned
18 protesters - intifada - arrests - viralnewsnyc - bethlehem 173 18_protesters_intifada_arrests_viralnewsnyc
19 musk - tweeting - delisted - securities - 44billion 171 19_musk_tweeting_delisted_securities
20 bahahahhahahaha - guuuys - meme - armpits - ooooold 170 20_bahahahhahahaha_guuuys_meme_armpits
21 maricopa - ballots - counties - disenfranchised - certifying 164 21_maricopa_ballots_counties_disenfranchised
22 epstein - ghislaine - trafficked - salacious - accuser 161 22_epstein_ghislaine_trafficked_salacious
23 warships - taiwanese - hainan - pacific - planes 159 23_warships_taiwanese_hainan_pacific
24 twitter - taibbi - censored - dnc - yoel 158 24_twitter_taibbi_censored_dnc
25 justices - sotomayor - gorsuch - overruling - whitehouse 158 25_justices_sotomayor_gorsuch_overruling
26 fauci - coronaviruses - wuhan - virologists - bioweapons 157 26_fauci_coronaviruses_wuhan_virologists
27 texas - border - federalizing - illegals - scotus 150 27_texas_border_federalizing_illegals
28 idnyc - mayor - migrants - evicted - sanctuary 148 28_idnyc_mayor_migrants_evicted
29 fbi - whistleblowers - affiants - extremists - suspended 146 29_fbi_whistleblowers_affiants_extremists
30 ohio - dioxins - polluted - derailed - hazardous 145 30_ohio_dioxins_polluted_derailed
31 kanye - yiannopoulos - drugged - celebrities - baalenciaga 142 31_kanye_yiannopoulos_drugged_celebrities
32 declassified - fbi - spygate - hannity - documents 141 32_declassified_fbi_spygate_hannity
33 nashville - columbine - manifesto - killer - audrey 140 33_nashville_columbine_manifesto_killer
34 donald - testified - mistrial - judge - appellate 135 34_donald_testified_mistrial_judge
35 airstrikes - iraq - pentagon - soleimani - mujahideen 134 35_airstrikes_iraq_pentagon_soleimani
36 fetterman - sanders - carville - braddock - progressive 133 36_fetterman_sanders_carville_braddock
37 bioweapons - farmbiotest - omicron - kirillov - laboratories 132 37_bioweapons_farmbiotest_omicron_kirillov
38 boehner - mccarthy - representatives - votes - vacate 121 38_boehner_mccarthy_representatives_votes
39 pontiffs - archdiocese - benedict - priesthood - defrocked 119 39_pontiffs_archdiocese_benedict_priesthood
40 jpmorgan - epstein - accusers - jane - trafficking 119 40_jpmorgan_epstein_accusers_jane
41 congressman - santos - expel - misdemeanor - newsy 118 41_congressman_santos_expel_misdemeanor
42 afghanistan - blinken - khalilzad - servicemembers - withdrawal 118 42_afghanistan_blinken_khalilzad_servicemembers
43 soros - billionaires - philanthropist - megadonor - organizations 116 43_soros_billionaires_philanthropist_megadonor
44 kremlin - prigozhin - kadyrov - yevgeny - mercenaries 115 44_kremlin_prigozhin_kadyrov_yevgeny
45 fbi - subpoenaed - bribery - grassley - oversight 114 45_fbi_subpoenaed_bribery_grassley
46 indictments - presidents - judicially - politicised - ridiculous 113 46_indictments_presidents_judicially_politicised
47 trudeau - khalistan - ottawa - gurpatwant - assassinate 113 47_trudeau_khalistan_ottawa_gurpatwant
48 rioter - prisoner - sentenced - guantanamo - misdemeanor 112 48_rioter_prisoner_sentenced_guantanamo
49 impeachments - mccarthy - demoncrats - representatives - bribery 112 49_impeachments_mccarthy_demoncrats_representatives
50 taxpayers - leaked - charles - 1trn - rehired 111 50_taxpayers_leaked_charles_1trn
51 god - greatness - backstabbers - warrior - letterman 110 51_god_greatness_backstabbers_warrior
52 ufos - pentagon - motherships - whistleblower - unidentified 110 52_ufos_pentagon_motherships_whistleblower
53 defamation - mistrial - jurors - carroll - appeals 110 53_defamation_mistrial_jurors_carroll
54 poroshenko - bidens - bribed - prosecutor - fired 109 54_poroshenko_bidens_bribed_prosecutor
55 hungary - eurocrats - poroshenko - zoltan - danube 109 55_hungary_eurocrats_poroshenko_zoltan
56 taiwan - pelosi - pei - rongwen - pacific 109 56_taiwan_pelosi_pei_rongwen
57 trafficked - dhs - whistleblower - refugee - minors 107 57_trafficked_dhs_whistleblower_refugee
58 helicopter - crashed - jetblue - marines - flew 107 58_helicopter_crashed_jetblue_marines
59 bidens - chairman - laundering - oversight - subpoenaed 107 59_bidens_chairman_laundering_oversight
60 lomborg - anthropogenic - scientists - wildfires - hottest 106 60_lomborg_anthropogenic_scientists_wildfires
61 eaglets - breakfast - mom - øøđ - feedings 104 61_eaglets_breakfast_mom_øøđ
62 transmasculine - autogynophiliac - pediatric - medicalization - mastectomies 104 62_transmasculine_autogynophiliac_pediatric_medicalization
63 pentagon - mattis - blimps - surveilling - hovered 103 63_pentagon_mattis_blimps_surveilling
64 brics - arabia - petrodollar - ethiopia - countries 103 64_brics_arabia_petrodollar_ethiopia
65 usnorthcom - ballon - surveillance - airships - unmanned 102 65_usnorthcom_ballon_surveillance_airships
66 davos - globalists - conclave - schaub - allianz 101 66_davos_globalists_conclave_schaub
67 tuckercarlson - murdoch - fired - primetime - powerbrokers 101 67_tuckercarlson_murdoch_fired_primetime
68 capitol - cops - insurrectionists - footage - january 100 68_capitol_cops_insurrectionists_footage
69 cybercensorship - dhs - cisa - malinformation - jihadis 99 69_cybercensorship_dhs_cisa_malinformation
70 putin - beijing - uzbekistan - sanctions - trilateral 98 70_putin_beijing_uzbekistan_sanctions
71 mumbles - bumbled - blooper - teleprompter - vilsack 98 71_mumbles_bumbled_blooper_teleprompter
72 scammed - fraudlewski - impersonating - truthers - phillip 97 72_scammed_fraudlewski_impersonating_truthers
73 fomc - inflation - recessions - economists - jerome 97 73_fomc_inflation_recessions_economists
74 netherlands - boeren - farmers - neppelenbroek - protest 96 74_netherlands_boeren_farmers_neppelenbroek
75 debt - bailouts - moratorium - forgivable - 1trillion 96 75_debt_bailouts_moratorium_forgivable
76 subpoenaed - willis - georgia - divorce - fcda 94 76_subpoenaed_willis_georgia_divorce
77 budweiser - mulvaney - boycott - influencer - koozie 92 77_budweiser_mulvaney_boycott_influencer
78 prosecutors - bragg - manhattan - disbarred - misdemeanor 92 78_prosecutors_bragg_manhattan_disbarred
79 nflpa - quarterback - broncos - hamlin - cpr 92 79_nflpa_quarterback_broncos_hamlin
80 layoffs - bezos - deloitte - cisco - ziprecruiter 90 80_layoffs_bezos_deloitte_cisco
81 brexit - mitsotakis - starmer - modi - parliamentary 90 81_brexit_mitsotakis_starmer_modi
82 zaporizhzhia - chernobyl - pivdennoukrainsk - radioactive - znpp 89 82_zaporizhzhia_chernobyl_pivdennoukrainsk_radioactive
83 donaldtrump - ottumwa - joinlive - 4pm - klowdtv 87 83_donaldtrump_ottumwa_joinlive_4pm
84 jfk - assassinated - sirhan - nixon - declassify 87 84_jfk_assassinated_sirhan_nixon
85 ruling - suppression - missouri - plaintiffs - colluded 87 85_ruling_suppression_missouri_plaintiffs
86 antifa - atlanta - cops - attackers - firebombed 86 86_antifa_atlanta_cops_attackers
87 migrants - matamoros - border - brownsville - illegally 86 87_migrants_matamoros_border_brownsville
88 correspondent - spokesmen - simon - zakharova - cameroon 86 88_correspondent_spokesmen_simon_zakharova
89 rfk - candidacy - dnc - smerconish - bobby 86 89_rfk_candidacy_dnc_smerconish
90 reparations - californian - payouts - 800bn - howard 85 90_reparations_californian_payouts_800bn
91 nuking - putin - belarus - novichok - deployed 82 91_nuking_putin_belarus_novichok
92 megaquakes - aftershocks - seismogram - qinghai - zealand 82 92_megaquakes_aftershocks_seismogram_qinghai
93 saudi - oil - khashoggi - rosneft - brent 81 93_saudi_oil_khashoggi_rosneft
94 9pm - devolution - dlive - episode - panhandlepatriots 81 94_9pm_devolution_dlive_episode
95 georgiansfortruth - gwinnett - ballots - counties - plaintiffs 80 95_georgiansfortruth_gwinnett_ballots_counties
96 cocaine - bongino - sniffed - white - fingerprints 79 96_cocaine_bongino_sniffed_white
97 queenelizabeth - buckingham - monarchy - balmoral - westminster 78 97_queenelizabeth_buckingham_monarchy_balmoral
98 gaza - hezbollah - ashkelon - nasrallah - airstrike 76 98_gaza_hezbollah_ashkelon_nasrallah
99 desantis - migrants - martha - massachusetts - sanctuary 76 99_desantis_migrants_martha_massachusetts
100 transgender - ncaa - athletes - lpga - jenner 76 100_transgender_ncaa_athletes_lpga
101 died - lupone - perry - carly - donnie 75 101_died_lupone_perry_carly
102 airstrikes - missile - yemeni - ship - gulf 74 102_airstrikes_missile_yemeni_ship
103 mifepristone - supremecourt - preborn - fda - reinstates 73 103_mifepristone_supremecourt_preborn_fda
104 impeachment - texas - paxton - acquitted - representatives 73 104_impeachment_texas_paxton_acquitted
105 leaked - pentagon - teixeira - airman - vindman 71 105_leaked_pentagon_teixeira_airman
106 rupaul - 2slgbtqia - crossdressed - protecttxkids - sexualized 71 106_rupaul_2slgbtqia_crossdressed_protecttxkids
107 traffickers - arrested - abductions - europol - wfla 71 107_traffickers_arrested_abductions_europol
108 stoltenberg - lithuania - annexation - allies - dmytro 71 108_stoltenberg_lithuania_annexation_allies
109 lockdowns - chongqing - xinjiang - omicron - lanzhou 70 109_lockdowns_chongqing_xinjiang_omicron
110 nominee - votes - speakership - majority - mccarthy 70 110_nominee_votes_speakership_majority
111 billboard - anthem - superstar - nashville - singers 70 111_billboard_anthem_superstar_nashville
112 lahaina - oahu - wildfires - evacuate - sirens 69 112_lahaina_oahu_wildfires_evacuate
113 postvaccine - pfizer - pericarditis - mrna - mycoplasmal 68 113_postvaccine_pfizer_pericarditis_mrna
114 disneyspeak - walt - ceo - hulu - abc 68 114_disneyspeak_walt_ceo_hulu
115 georgia - defendants - jeffrey - racketeering - overturn 68 115_georgia_defendants_jeffrey_racketeering
116 cnn - blitzer - donlemon - primetime - layoffs 67 116_cnn_blitzer_donlemon_primetime
117 dollarization - fednow - blockchain - dogecoin - cashless 67 117_dollarization_fednow_blockchain_dogecoin
118 doj - docketed - appeals - master - warrant 66 118_doj_docketed_appeals_master
119 freedom - soundtrack - disney - subtitles - cristo 66 119_freedom_soundtrack_disney_subtitles
120 coccidioides - outbreaks - cholera - pseudomallei - listeria 66 120_coccidioides_outbreaks_cholera_pseudomallei
121 hurricane - floridians - tampa - sanibel - mesocyclone 66 121_hurricane_floridians_tampa_sanibel
122 haley - nikki - coulter - govnernor - nevadans 64 122_haley_nikki_coulter_govnernor
123 impeaching - homeland - secretary - misdemeanors - mcallen 64 123_impeaching_homeland_secretary_misdemeanors
124 bidenflation - cpi - santelli - skyrocketing - overspent 63 124_bidenflation_cpi_santelli_skyrocketing
125 schumer - speakerjohnson - bipartisan - ukraine - veto 62 125_schumer_speakerjohnson_bipartisan_ukraine
126 project_veritas - jamesokeefeiii - skadden - looters - infiltrated 62 126_project_veritas_jamesokeefeiii_skadden_looters
127 ukraine - munitions - 3bn - funding - bombenomics 62 127_ukraine_munitions_3bn_funding
128 emails - archives - obama - pseudonyms - poroshenko 61 128_emails_archives_obama_pseudonyms
129 iran - sanctions - hasanzadeh - qassam - 6bn 60 129_iran_sanctions_hasanzadeh_qassam
130 balenciaga - kardashian - teddy - scandal - bondage 60 130_balenciaga_kardashian_teddy_scandal
131 cyberespionage - cybercriminals - hacked - crowdstrike - malware 60 131_cyberespionage_cybercriminals_hacked_crowdstrike
132 prius - emissions - ford - diesel - batteries 59 132_prius_emissions_ford_diesel
133 primaries - manchin - delegates - iowa - unopposed 59 133_primaries_manchin_delegates_iowa
134 wnba - griner - mprisoned - navalny - swapped 59 134_wnba_griner_mprisoned_navalny
135 lgbtqia - curriculums - transfamily - indoctrination - teacher 59 135_lgbtqia_curriculums_transfamily_indoctrination
136 bolsonaro - campinas - paulo - moraes - demonstrations 58 136_bolsonaro_campinas_paulo_moraes
137 bitchute - youtuber - censorship - removed - talktv 58 137_bitchute_youtuber_censorship_removed
138 epps - riot - misdemeanor - incarcerated - megan 58 138_epps_riot_misdemeanor_incarcerated
139 donetsk - mykolaiv - khmelnytskyi - zhytomyr - bombardments 58 139_donetsk_mykolaiv_khmelnytskyi_zhytomyr
140 energiewende - bloombergnef - blackouts - germany - uniper 57 140_energiewende_bloombergnef_blackouts_germany
141 milley - enlistment - sergeant - ranks - transgenderism 56 141_milley_enlistment_sergeant_ranks
142 epstein - blackmailing - clinton - playboy - flew 56 142_epstein_blackmailing_clinton_playboy
143 smith - indicting - mistrials - wiretaps - sleazebag 56 143_smith_indicting_mistrials_wiretaps
144 qaeda - 911 - guiliani - perpetrators - misquoted 55 144_qaeda_911_guiliani_perpetrators
145 whiteness - fellowships - ibm - underrepresented - supremacists 55 145_whiteness_fellowships_ibm_underrepresented
146 docket - pretrial - prosecutors - postponed - newsweek 55 146_docket_pretrial_prosecutors_postponed
147 incumbents - genericdemocrat - nevada - tiebreaker - 205 54 147_incumbents_genericdemocrat_nevada_tiebreaker
148 handguns - scotus - overruling - unconstitutional - bans 54 148_handguns_scotus_overruling_unconstitutional
149 michigan - benson - ballots - registrants - jocelyn 54 149_michigan_benson_ballots_registrants
150 bolsonaro - moraes - janeiro - supremo - demonstrations 53 150_bolsonaro_moraes_janeiro_supremo
151 baldwin - manslaughter - shooting - cinematographer - prosecutors 53 151_baldwin_manslaughter_shooting_cinematographer
152 tlaib - hamasurrection - rashida - congresswoman - antisemitic 53 152_tlaib_hamasurrection_rashida_congresswoman
153 firearms - banning - amendment - violence - wyo 53 153_firearms_banning_amendment_violence
154 blackrock - vanguard - divestment - firms - shareholder 51 154_blackrock_vanguard_divestment_firms
155 ukraine - funding - dod - billions - appropriated 51 155_ukraine_funding_dod_billions
156 giuliani - marcopolousa - uncoverdc - ziegler - violations 51 156_giuliani_marcopolousa_uncoverdc_ziegler
157 monkeypox - aids - transmitted - gay - intradermal 51 157_monkeypox_aids_transmitted_gay
158 cbp - migrants - tucson - illegally - 259 50 158_cbp_migrants_tucson_illegally
159 pompeo - mike - iowa - conservatism - 2024 49 159_pompeo_mike_iowa_conservatism
160 wikileaks - extradited - julian - belmarsh - assassinate 49 160_wikileaks_extradited_julian_belmarsh
161 hamas - netanyahu - truce - captives - mizrahi 49 161_hamas_netanyahu_truce_captives
162 fdic - bancshares - sivb - insolvency - subsidiaries 49 162_fdic_bancshares_sivb_insolvency
163 migrants - title - honduran - revert - expires 49 163_migrants_title_honduran_revert
164 zuckerberg - metaverse - pedophiles - sued - controligarchs 49 164_zuckerberg_metaverse_pedophiles_sued
165 daniels - manhattan - indicted - pornstar - payments 48 165_daniels_manhattan_indicted_pornstar
166 gunbroker - suppressors - crackdown - regulate - unconstitutional 48 166_gunbroker_suppressors_crackdown_regulate
167 georgia - hershel - candidate - lindell - reverendwarnock 48 167_georgia_hershel_candidate_lindell
168 ballots - corrupticrats - rigged - recount - fraudulent 47 168_ballots_corrupticrats_rigged_recount
169 pentagon - hospitalized - austin - lloyd - deputy 47 169_pentagon_hospitalized_austin_lloyd
170 cheney - wyoming - congresswoman - liz - defeats 46 170_cheney_wyoming_congresswoman_liz
171 impeachment - subpoenaed - depositions - committees - jim 46 171_impeachment_subpoenaed_depositions_committees
172 hochul - councilwoman - yorkers - supremacists - deporting 46 172_hochul_councilwoman_yorkers_supremacists
173 unvaccinated - mandates - hpv - school - mayorbowser 45 173_unvaccinated_mandates_hpv_school
174 netanyahu - gaza - ramallah - itamar - abbas 45 174_netanyahu_gaza_ramallah_itamar
175 oathkeepers - seditious - defendants - convicted - stewart 45 175_oathkeepers_seditious_defendants_convicted
176 antifa - assaulted - sfsu - tuscaloosa - turningpoint 44 176_antifa_assaulted_sfsu_tuscaloosa
177 taiwan - kuomintang - bejing - maochun - senkaku 44 177_taiwan_kuomintang_bejing_maochun
178 fisa - reauthorization - surveilled - warrantless - liberties 44 178_fisa_reauthorization_surveilled_warrantless
179 khamenei - iranians - mullahs - protesters - mashhad 44 179_khamenei_iranians_mullahs_protesters
180 doj - prosecutor - delaware - whistleblower - denied 44 180_doj_prosecutor_delaware_whistleblower
181 derailment - railcars - hazmat - csx - spilled 43 181_derailment_railcars_hazmat_csx
182 melania - kushner - daughter - tiffany - marries 43 182_melania_kushner_daughter_tiffany
183 gallerist - georges - purchasers - lobbyist - sold 43 183_gallerist_georges_purchasers_lobbyist
184 feinstein - newsom - californians - nominees - replacing 43 184_feinstein_newsom_californians_nominees
185 argentina - bolsonaro - inauguration - hichilema - populist 43 185_argentina_bolsonaro_inauguration_hichilema
186 petroleum - reserves - barrels - spr - replenished 42 186_petroleum_reserves_barrels_spr
187 libraries - lgbtq - pornographic - owassoschools - parents 42 187_libraries_lgbtq_pornographic_owassoschools
188 aurora - supermoon - eclipses - sunspots - ionosphere 42 188_aurora_supermoon_eclipses_sunspots
189 newsom - sacramento - deputies - governed - salazar 42 189_newsom_sacramento_deputies_governed
190 unvaxxed - enlisting - dod - serviceman - rescinding 42 190_unvaxxed_enlisting_dod_serviceman
191 tristan - andrew - trafficking - romania - brothers 42 191_tristan_andrew_trafficking_romania
192 jackson - physician - grandpa - 81 - pollsters 41 192_jackson_physician_grandpa_81
193 spacecom - huntsville - headquarters - rogers - transferred 41 193_spacecom_huntsville_headquarters_rogers
194 ramaswampy - vivek - soros - caucuses - multimillionaire 41 194_ramaswampy_vivek_soros_caucuses
195 astronauts - canaveral - moonquake - apollo - liftoff 41 195_astronauts_canaveral_moonquake_apollo
196 georgia - indictments - electors - overturn - willis 41 196_georgia_indictments_electors_overturn
197 bidens - jianming - chairman - cefc - bribery 41 197_bidens_jianming_chairman_cefc
198 convicted - manslaughter - hennepin - officer - correctional 41 198_convicted_manslaughter_hennepin_officer
199 warmongering - peacemaker - deterrence - wwiii - nuclear 40 199_warmongering_peacemaker_deterrence_wwiii
200 buttigieg - palestine - breitbart - snl - rnc 40 200_buttigieg_palestine_breitbart_snl
201 starlink - blinken - broadband - fcc - internationally 40 201_starlink_blinken_broadband_fcc
202 truthsocial - totweet - brainwashed - ricky - fartwell 40 202_truthsocial_totweet_brainwashed_ricky
203 bannon - webuildthewall - convicted - subpoena - swalwell 39 203_bannon_webuildthewall_convicted_subpoena
204 macron - bastille - lvmh - reforms - algeria 39 204_macron_bastille_lvmh_reforms
205 giuliani - georgia - sued - defamatory - racketeer 39 205_giuliani_georgia_sued_defamatory
206 kerry - emissions - spokesmen - foia - alarmist 39 206_kerry_emissions_spokesmen_foia
207 deportations - border - mexicans - uncontrolled - campaigned 39 207_deportations_border_mexicans_uncontrolled
208 mandates - unvaxxed - fdny - reinstatement - sotomayor 39 208_mandates_unvaxxed_fdny_reinstatement
209 gag - prosecutors - unconstitutionality - rehearing - muzzled 38 209_gag_prosecutors_unconstitutionality_rehearing
210 wikileaks - docket - huddleston - ofseth - collusion 38 210_wikileaks_docket_huddleston_ofseth
211 menendez - bribery - nj - codefendants - mercedes 38 211_menendez_bribery_nj_codefendants
212 barack - fantasized - gay - sasha - 2008 38 212_barack_fantasized_gay_sasha
213 fuzhou - policing - mainland - repatriate - dissidents 38 213_fuzhou_policing_mainland_repatriate
214 whistleblowers - irs - testify - kudlow - retaliated 38 214_whistleblowers_irs_testify_kudlow
215 netanyahu - gaza - israelis - terrorists - ismail 37 215_netanyahu_gaza_israelis_terrorists
216 pelosi - impeachments - booed - nanshy - glorious 37 216_pelosi_impeachments_booed_nanshy
217 missiles - luhansk - dmitry - boeing - serbia 37 217_missiles_luhansk_dmitry_boeing
218 senators - tuberville - pentagon - blockade - abortion 37 218_senators_tuberville_pentagon_blockade
219 hornets - infestation - insects - invasive - lungworm 36 219_hornets_infestation_insects_invasive
220 acreage - 85million - vilsack - investors - syngenta 36 220_acreage_85million_vilsack_investors
221 russiagate - impeachments - fightwithkash - prosecuted - barrs 35 221_russiagate_impeachments_fightwithkash_prosecuted
222 gunshot - capitol - murdered - ashley - rioter 35 222_gunshot_capitol_murdered_ashley
223 furnaces - appliances - microwaves - lightbulb - efficiency 35 223_furnaces_appliances_microwaves_lightbulb
224 crimea - bryansk - zaporozhye - detonators - mykhailo 35 224_crimea_bryansk_zaporozhye_detonators
225 unredacted - docket - warrants - seal - maralago 35 225_unredacted_docket_warrants_seal
226 fauci - senator - paul - redfield - perjury 35 226_fauci_senator_paul_redfield
227 debates - katie - hobbs - arizona - hardball 35 227_debates_katie_hobbs_arizona
228 pandemics - ghebreyesus - treaty - global - communique 35 228_pandemics_ghebreyesus_treaty_global
229 satanists - temple - blasphemous - megachurch - statehouse 35 229_satanists_temple_blasphemous_megachurch
230 manslaughter - chokehold - daniel - straphanger - bail 35 230_manslaughter_chokehold_daniel_straphanger
231 musk - rothschild - stephen - hahaha - doxxing 35 231_musk_rothschild_stephen_hahaha
232 stopgap - senate - appropriations - spending - theblaze 35 232_stopgap_senate_appropriations_spending
233 lindelltv - mike - suing - pillow - dershowitz 34 233_lindelltv_mike_suing_pillow
234 committeewoman - subpoena - january - cheney - hurricane 34 234_committeewoman_subpoena_january_cheney
235 1wwga - singing - boom - mashup - playlist 34 235_1wwga_singing_boom_mashup
236 deputy - resignations - aides - departing - annie 34 236_deputy_resignations_aides_departing
237 nigerien - gabon - benin - nations - overthrowing 34 237_nigerien_gabon_benin_nations
238 bancorp - shares - plunged - insolvency - deposits 34 238_bancorp_shares_plunged_insolvency
239 whistleblowers - irs - testified - darrell - weinsheimer 34 239_whistleblowers_irs_testified_darrell
240 transgender - minors - vetoing - unconstitutionally - kentucky 34 240_transgender_minors_vetoing_unconstitutionally
241 swatting - deputies - congresswoman - 911 - marjorie 34 241_swatting_deputies_congresswoman_911
242 target - boycott - lgbtqia - macy - swimwear 33 242_target_boycott_lgbtqia_macy
243 ivermectin - hydroxychloroquine - doctors - zithromax - prescribed 33 243_ivermectin_hydroxychloroquine_doctors_zithromax
244 qanon - reposting - bullshid - whoooooole - clownsperts 33 244_qanon_reposting_bullshid_whoooooole
245 zhongnanhai - jintao - xi - shenyang - premier 33 245_zhongnanhai_jintao_xi_shenyang
246 bidenomics - gasoline - prices - skyrocketed - kjp 33 246_bidenomics_gasoline_prices_skyrocketed
247 cbp - terrorist - thegatewaypundit - smuggler - abdelaal 33 247_cbp_terrorist_thegatewaypundit_smuggler
248 bidenlaptopmedia - morris - kevin - impeachment - vincentstaropoli 32 248_bidenlaptopmedia_morris_kevin_impeachment
249 sinaloa - guanajuato - tamaulipas - narcoterrorists - aeromexico 32 249_sinaloa_guanajuato_tamaulipas_narcoterrorists
250 bannon - steve - warroom - imperialist - harnwell 32 250_bannon_steve_warroom_imperialist
251 fbi - informants - infiltrated - fedsurrection - january 32 251_fbi_informants_infiltrated_fedsurrection
252 reelection - alabama - wins - greene - marjorie 32 252_reelection_alabama_wins_greene
253 severodonetsk - kharkiv - belgorod - casualties - frontline 32 253_severodonetsk_kharkiv_belgorod_casualties
254 dhs - deporting - mayorkas - mcallen - ortiz 32 254_dhs_deporting_mayorkas_mcallen
255 texas - outages - generators - heatwave - xcel 32 255_texas_outages_generators_heatwave
256 anthem - patriots - capitol - prisoners - 9pm 31 256_anthem_patriots_capitol_prisoners
257 inmates - jailhouse - rapist - misgendering - transmania 31 257_inmates_jailhouse_rapist_misgendering
258 pretrial - georgia - codefendants - expediated - powell 31 258_pretrial_georgia_codefendants_expediated
259 pyongyang - kremlin - vladimir - munitions - linkup 31 259_pyongyang_kremlin_vladimir_munitions
260 ufo - landed - lockheed - drones - huron 31 260_ufo_landed_lockheed_drones
261 vacation - presidency - days - 94th - david 31 261_vacation_presidency_days_94th
262 rnc - romney - chairwoman - lindell - mcdaniel 30 262_rnc_romney_chairwoman_lindell
263 huawei - fcc - shenzhen - 5g - subsidies 30 263_huawei_fcc_shenzhen_5g
264 tennessee - representatives - statehouse - expel - marsha 30 264_tennessee_representatives_statehouse_expel
265 deported - arrested - illegal - convictions - trafficker 30 265_deported_arrested_illegal_convictions
266 putin - conscripting - mobilized - leningrad - artillerymen 29 266_putin_conscripting_mobilized_leningrad
267 nordstream - pipelines - sabotaged - explosions - bornholm 29 267_nordstream_pipelines_sabotaged_explosions
268 accusers - spacey - acquittal - anthony - groped 29 268_accusers_spacey_acquittal_anthony
269 memphis - cops - beaten - handcuffed - hemphill 29 269_memphis_cops_beaten_handcuffed
270 wisvote - ballots - milwaukee - mailed - ineligibility 29 270_wisvote_ballots_milwaukee_mailed
271 rasputin - dnepropetrovsk - dasha - podmoscowie - апачев 29 271_rasputin_dnepropetrovsk_dasha_podmoscowie
272 bidens - testified - lobbyist - archer - goldman 29 272_bidens_testified_lobbyist_archer
273 lovechild - hunter - roberts - batesville - lowell 29 273_lovechild_hunter_roberts_batesville
274 maricopa - ballots - affidavits - savearizonafund - gubernatorial 28 274_maricopa_ballots_affidavits_savearizonafund
275 supervolcano - kilauea - reykjavik - popocatepetl - kamchatka 28 275_supervolcano_kilauea_reykjavik_popocatepetl
276 flynn - mueller - spied - falsehood - incorruptible 28 276_flynn_mueller_spied_falsehood
277 actblue - donations - cvv - laundering - biloxi 28 277_actblue_donations_cvv_laundering
278 blasphemers - satanic - ferrell - baptized - wwe 28 278_blasphemers_satanic_ferrell_baptized
279 imran - rawalpindi - shehbaz - arrested - premier 28 279_imran_rawalpindi_shehbaz_arrested
280 lugansk - zaporizhzhya - referenda - annexing - volodin 28 280_lugansk_zaporizhzhya_referenda_annexing
281 q3791 - mjtruth - qincidences - countdown - pompeo 28 281_q3791_mjtruth_qincidences_countdown
282 censures - representatives - cuomo - paulina - liar 28 282_censures_representatives_cuomo_paulina
283 chicago - mayor - beetlejuice - rahm - deborah 27 283_chicago_mayor_beetlejuice_rahm
284 hubble - telescopes - nebula - planets - nasa 27 284_hubble_telescopes_nebula_planets
285 flynn - guantanamo - soldiers - commanded - 111th 27 285_flynn_guantanamo_soldiers_commanded
286 fraudsters - federally - covid - plundered - billion 27 286_fraudsters_federally_covid_plundered
287 chicagoans - mayor - illegals - busses - sanctuary 27 287_chicagoans_mayor_illegals_busses
288 omicron - variants - mutated - outbreaks - resisitant 27 288_omicron_variants_mutated_outbreaks
289 tucker - footage - insurrectionist - january - panicking 27 289_tucker_footage_insurrectionist_january
290 kamala - kwanzaa - vice - backfires - heterosexism 27 290_kamala_kwanzaa_vice_backfires
291 musk - tweeted - unfilteredboss - ryan - wow 27 291_musk_tweeted_unfilteredboss_ryan
292 prayers - miracle - healed - patriot - stepdad 27 292_prayers_miracle_healed_patriot
293 capitol - releasing - cctv - mccarthy - subcommittee 27 293_capitol_releasing_cctv_mccarthy
294 protesters - bbc - blockade - marching - smashing 26 294_protesters_bbc_blockade_marching
295 murdoch - foxa - lawsuit - shareholder - dominion 26 295_murdoch_foxa_lawsuit_shareholder
296 drowned - barack - campbell - paddleboarder - martha 26 296_drowned_barack_campbell_paddleboarder
297 tornadoes - alabama - hail - goodlettsville - wrecked 26 297_tornadoes_alabama_hail_goodlettsville
298 migrants - deported - illegally - british - lampedusa 26 298_migrants_deported_illegally_british
299 pelosi - nasdaq - cramer - wealthiest - leveraged 26 299_pelosi_nasdaq_cramer_wealthiest
300 fbi - grassley - whistleblowers - falsely - politicization 26 300_fbi_grassley_whistleblowers_falsely
301 uvalde - superintendent - cops - massacre - shooter 26 301_uvalde_superintendent_cops_massacre
302 titanic - submarine - shipwreck - imploded - megalodon 26 302_titanic_submarine_shipwreck_imploded
303 chemtrails - contrails - monsoon - spraying - atmosphere 26 303_chemtrails_contrails_monsoon_spraying
304 fracking - greenpeace - alaska - gulf - whale 26 304_fracking_greenpeace_alaska_gulf
305 lawfare - alina - newsmax - tricked - dismissed 26 305_lawfare_alina_newsmax_tricked
306 nordstream - pipelines - leaking - explosions - sabotage 26 306_nordstream_pipelines_leaking_explosions
307 thunberg - protester - anticapitalista - fascists - overthrow 25 307_thunberg_protester_anticapitalista_fascists
308 prosecutors - testify - defendant - incriminating - retracted 25 308_prosecutors_testify_defendant_incriminating
309 disneyland - desantis - relocates - 105million - revoked 25 309_disneyland_desantis_relocates_105million
310 justices - appellate - prosecution - defendants - convicted 25 310_justices_appellate_prosecution_defendants
311 arizona - hobbs - veto - gubernatorial - resigned 25 311_arizona_hobbs_veto_gubernatorial
312 tucker - putin - snowden - newsman - mikheyev 24 312_tucker_putin_snowden_newsman
313 dublin - stabbing - riots - offaly - mcdermott 24 313_dublin_stabbing_riots_offaly
314 texas - migrants - bussed - gov - abbott 24 314_texas_migrants_bussed_gov
315 demolished - wtc - implosion - skyscraper - fires 24 315_demolished_wtc_implosion_skyscraper
316 missiles - rzeczpospolita - warhead - exploded - smolensk 24 316_missiles_rzeczpospolita_warhead_exploded
317 armenia - stepanakert - karabakh - palestine - protesters 24 317_armenia_stepanakert_karabakh_palestine
318 eric - alabama - voter - registrants - withdrew 24 318_eric_alabama_voter_registrants
319 lampedusa - mussolini - draghi - fascists - hungary 24 319_lampedusa_mussolini_draghi_fascists
320 pizzagate - pedophiles - hotdog - shadowbanned - pedowood 24 320_pizzagate_pedophiles_hotdog_shadowbanned
321 sam - brinton - stolen - jail - suitcase 24 321_sam_brinton_stolen_jail
322 drones - crimean - flew - fighter - intercepted 24 322_drones_crimean_flew_fighter
323 hamadeh - mayes - arizona - abraham - lawsuit 23 323_hamadeh_mayes_arizona_abraham
324 hamas - usaid - unrwa - terrorists - grantee 23 324_hamas_usaid_unrwa_terrorists
325 gallup - presidencies - truman - lowest - disapprove 23 325_gallup_presidencies_truman_lowest
326 gabbard - arizona - katie - booed - 413k 23 326_gabbard_arizona_katie_booed
327 falsehoods - infowar - discernment - substantiate - strawman 23 327_falsehoods_infowar_discernment_substantiate
328 vaccine - pfizer - omicron - doses - updated 23 328_vaccine_pfizer_omicron_doses
329 sued - raped - weinstein - playboy - donna 23 329_sued_raped_weinstein_playboy
330 congressman - kinzinger - hannity - deplorable - lynchings 23 330_congressman_kinzinger_hannity_deplorable
331 rail - teamsters - strike - sanders - wages 22 331_rail_teamsters_strike_sanders
332 megafire - lahaina - maureen - victims - hurricane 22 332_megafire_lahaina_maureen_victims
333 shootings - lewiston - sagadahoc - manhunt - regiment 22 333_shootings_lewiston_sagadahoc_manhunt
334 h5n1 - influenza - outbreak - zoonotic - flocks 22 334_h5n1_influenza_outbreak_zoonotic
335 abortionists - antifa - firebombing - prosecute - lynchburg 22 335_abortionists_antifa_firebombing_prosecute
336 archer - joey - perjure - associate - sociopath 22 336_archer_joey_perjure_associate
337 warheads - missile - torpedos - submarine - severodvinsk 22 337_warheads_missile_torpedos_submarine
338 embryos - clones - regenerative - parthenogenesis - cynomolgus 22 338_embryos_clones_regenerative_parthenogenesis
339 mccarthy - committees - swalwell - antisemitic - removed 22 339_mccarthy_committees_swalwell_antisemitic
340 zuckerberg - layoffs - meta - czi - recruiter 22 340_zuckerberg_layoffs_meta_czi
341 sailors - yemen - socom - seal - vanished 22 341_sailors_yemen_socom_seal
342 electors - constitutionally - pence - overturn - malfeasance 22 342_electors_constitutionally_pence_overturn
343 docket - appeals - katie - lake - arizona 22 343_docket_appeals_katie_lake
344 prince - buckingham - jeffrey - ghislaine - 200million 22 344_prince_buckingham_jeffrey_ghislaine
345 epstein - suicides - murdered - prison - hanging 21 345_epstein_suicides_murdered_prison
346 lightning - thunderstorm - struck - skyline - rainbow 21 346_lightning_thunderstorm_struck_skyline
347 vaxxed - stormypatriotjoe - morons - yep - mandates 21 347_vaxxed_stormypatriotjoe_morons_yep
348 mcconnell - senate - neoconservative - grassroots - nominated 21 348_mcconnell_senate_neoconservative_grassroots
349 navarro - prosecutors - mistrial - congressional - convicted 21 349_navarro_prosecutors_mistrial_congressional
350 deaths - vaccinated - insurers - 2021 - highest 21 350_deaths_vaccinated_insurers_2021
351 kosovo - mitrovica - kharchenko - mojsilovic - brussels 21 351_kosovo_mitrovica_kharchenko_mojsilovic
352 representatives - ballotpedia - resigning - debbie - evansville 21 352_representatives_ballotpedia_resigning_debbie
353 pornography - minors - verifies - websites - huckabee 21 353_pornography_minors_verifies_websites
354 sudan - evacuated - refugee - paramilitary - sanctions 21 354_sudan_evacuated_refugee_paramilitary
355 democrats - marxists - brainwash - leftie - caterwauling 21 355_democrats_marxists_brainwash_leftie
356 joshpricegolf - spieth - golfers - turnberry - heckled 21 356_joshpricegolf_spieth_golfers_turnberry
357 queen - died - todays - procession - 3pm 21 357_queen_died_todays_procession
358 colorado - blackmailed - slander - barbra - extramarital 21 358_colorado_blackmailed_slander_barbra
359 quarterbacks - 49ers - ravens - dungy - stadiums 20 359_quarterbacks_49ers_ravens_dungy
360 mcconnell - senators - fell - stroke - wheelchair 20 360_mcconnell_senators_fell_stroke
361 vetoed - mayorbowser - overturning - carjackings - amnesty 20 361_vetoed_mayorbowser_overturning_carjackings
362 whoopi - viewers - farting - heckler - sajak 20 362_whoopi_viewers_farting_heckler
363 francisco - mayor - homelessness - criminalize - batkid 20 363_francisco_mayor_homelessness_criminalize
364 france - riots - marseille - moroccans - nationalists 20 364_france_riots_marseille_moroccans
365 jill - granddaughter - bolling - accompanied - twins 20 365_jill_granddaughter_bolling_accompanied
366 georgia - abrams - stacey - incumbent - lawfare 20 366_georgia_abrams_stacey_incumbent
367 daca - deportation - injunction - courts - appealed 20 367_daca_deportation_injunction_courts
368 bidens - extradition - zhao - cefc - launderer 20 368_bidens_extradition_zhao_cefc
369 kari - politicians - persecution - backing - bless 20 369_kari_politicians_persecution_backing
370 potus - rigged - 2024 - retweeted - definitely 20 370_potus_rigged_2024_retweeted
371 zuckerberg - misinformation - censor - meta - subpoenaed 20 371_zuckerberg_misinformation_censor_meta
372 mexico - blinken - migrants - alejandro - visas 20 372_mexico_blinken_migrants_alejandro
373 christie - traitors - booed - bridgegate - insulting 20 373_christie_traitors_booed_bridgegate
374 epstein - subpoenas - marsha - unredacted - blocked 20 374_epstein_subpoenas_marsha_unredacted
375 jpmorgan - ceo - jamie - dimon - billionaire 20 375_jpmorgan_ceo_jamie_dimon
376 bombs - dnc - counterintelligence - kamala - purged 20 376_bombs_dnc_counterintelligence_kamala
377 indoctrination - pedophilia - mothers - homeschooling - awakened 20 377_indoctrination_pedophilia_mothers_homeschooling
378 hannity - fox - murdoch - headline - downplays 20 378_hannity_fox_murdoch_headline

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
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