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