MARTINI_enrich_BERTopic_RedPillDealer4833

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_RedPillDealer4833")

topic_model.get_topic_info()

Topic overview

• Number of topics: 300
• Number of training documents: 50267

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	propaganda - washington - ukraine - hamas - everyone	20	-1_propaganda_washington_ukraine_hamas
0	twitters - musk - shadowbanning - dorsey - taibbi	31937	0_twitters_musk_shadowbanning_dorsey
1	russiagate - comey - mueller - dossier - danchenko	460	1_russiagate_comey_mueller_dossier
2	1775 - battleship - colonists - gettysburg - wwi	358	2_1775_battleship_colonists_gettysburg
3	firearm - pistols - banning - shootings - semiautomatic	253	3_firearm_pistols_banning_shootings
4	deuteronomy - hezekiah - molech - jehovah - prophets	242	4_deuteronomy_hezekiah_molech_jehovah
5	fauci - coronaviruses - wuhan - bioweapons - darpa	238	5_fauci_coronaviruses_wuhan_bioweapons
6	mandates - unvaxed - employers - masks - supreme	224	6_mandates_unvaxed_employers_masks
7	afghanistan - taliban - zabihullah - milley - allies	222	7_afghanistan_taliban_zabihullah_milley
8	donaldjtrump - wheretowatch - klowdtv - ottumwa - keynote	219	8_donaldjtrump_wheretowatch_klowdtv_ottumwa
9	gunshot - fatalities - deputies - mall - louisville	219	9_gunshot_fatalities_deputies_mall
10	messiah - kjv - barabbas - judea - crucified	217	10_messiah_kjv_barabbas_judea
11	trudeau - singh - jammu - ottawa - saskatchewan	203	11_trudeau_singh_jammu_ottawa
12	protesters - gaza - barricades - march - brooklyn	198	12_protesters_gaza_barricades_march
13	psalm - shepherd - blesses - righteousness - paths	194	13_psalm_shepherd_blesses_righteousness
14	fentanyl - narcotics - cbp - oxycodone - sinaloa	192	14_fentanyl_narcotics_cbp_oxycodone
15	curriculum - schoolers - lgbtq - teacher - wisconsin	191	15_curriculum_schoolers_lgbtq_teacher
16	pyongyang - kim - gangneung - missiles - yoon	181	16_pyongyang_kim_gangneung_missiles
17	transgenderism - castration - mutilating - detransitioner - hysterectomy	180	17_transgenderism_castration_mutilating_detransitioner
18	speakerpelosi - republicans - mccarthy - voted - committees	179	18_speakerpelosi_republicans_mccarthy_voted
19	motherfucker - nobody - motivational - warriordom - godsmack	178	19_motherfucker_nobody_motivational_warriordom
20	gendarmerie - bastille - riots - marseille - zemmour	174	20_gendarmerie_bastille_riots_marseille
21	teleprompter - joe - fumbling - delaware - alzheimer	172	21_teleprompter_joe_fumbling_delaware
22	migrants - juarez - crossing - mcallen - cbp	166	22_migrants_juarez_crossing_mcallen
23	niamey - ouattara - benin - gabonese - coups	157	23_niamey_ouattara_benin_gabonese
24	usmc - vaccinated - pentagon - pfizer - mandates	153	24_usmc_vaccinated_pentagon_pfizer
25	prosecuting - fulton - georgia - fani - willis	152	25_prosecuting_fulton_georgia_fani
26	helicopters - crashed - aircrew - landed - rescue	144	26_helicopters_crashed_aircrew_landed
27	soros - megadonor - hrw - nonprofit - antisemitic	139	27_soros_megadonor_hrw_nonprofit
28	fbi - whistleblowers - threatscotus - catholicvote - subcommittee	134	28_fbi_whistleblowers_threatscotus_catholicvote
29	davos - kissinger - rockefeller - elitists - takedownthewef	124	29_davos_kissinger_rockefeller_elitists
30	ephesians - blessed - onesimus - kjv - holies	123	30_ephesians_blessed_onesimus_kjv
31	thetruthaboutmaui - hawaii - makawao - wildfires - firemen	123	31_thetruthaboutmaui_hawaii_makawao_wildfires
32	realdonaldtrump - saveamericarally - warmongers - grandmaster - comeback	122	32_realdonaldtrump_saveamericarally_warmongers_grandmaster
33	proverbs - wiser - foolish - righteous - evildoers	120	33_proverbs_wiser_foolish_righteous
34	maricopa - votesecure - signature - verifications - fraudulently	119	34_maricopa_votesecure_signature_verifications
35	desantis - jeb - governor - lobbyist - floridian	119	35_desantis_jeb_governor_lobbyist
36	explosions - firefighters - flames - evacuations - propane	117	36_explosions_firefighters_flames_evacuations
37	extradited - snowden - journalists - belmarsh - varoufakis	112	37_extradited_snowden_journalists_belmarsh
38	quakes - aftershocks - epicenter - oklahoma - afghanistan	108	38_quakes_aftershocks_epicenter_oklahoma
39	tiananmen - spying - jingwei - uyghurs - ccp	108	39_tiananmen_spying_jingwei_uyghurs
40	electionfraud20 - ballots - counties - registrants - mayoral	107	40_electionfraud20_ballots_counties_registrants
41	tiktok - banned - surveils - xinhua - ccp	106	41_tiktok_banned_surveils_xinhua
42	airstrikes - yemeni - centcom - destroyer - hormuz	105	42_airstrikes_yemeni_centcom_destroyer
43	fisa - spying - warrantless - reauthorization - congressmen	105	43_fisa_spying_warrantless_reauthorization
44	hamas - לישראל - ashkelon - idf - brigades	104	44_hamas_לישראל_ashkelon_idf
45	bidenflation - income - recession - groceries - price	99	45_bidenflation_income_recession_groceries
46	arrested - deported - illegal - convictions - aragua	98	46_arrested_deported_illegal_convictions
47	militaryaccountability - milley - dod - ranks - kelley	97	47_militaryaccountability_milley_dod_ranks
48	epstein - ghislaine - clinton - korshunova - financier	96	48_epstein_ghislaine_clinton_korshunova
49	gasoline - bidenflation - sinopec - prices - barrels	93	49_gasoline_bidenflation_sinopec_prices
50	zelenskyy - tymoshenko - volodymyr - kryvyi - verkhovnaya	91	50_zelenskyy_tymoshenko_volodymyr_kryvyi
51	vaticanarchives - pontifical - archbishops - jesuit - homily	90	51_vaticanarchives_pontifical_archbishops_jesuit
52	derailment - hazardous - phosgene - richland - csx	89	52_derailment_hazardous_phosgene_richland
53	imran - musharraf - nawaz - rawalpindi - shehbaz	88	53_imran_musharraf_nawaz_rawalpindi
54	nordstream - balticconnector - sabotage - bombed - pipes	87	54_nordstream_balticconnector_sabotage_bombed
55	nazis - ukrainians - mariupol - slava - melnyuk	86	55_nazis_ukrainians_mariupol_slava
56	antisemite - adl - ashkenazis - greenblatt - neoconism	86	56_antisemite_adl_ashkenazis_greenblatt
57	ukraine - missiles - pentagon - военныи - raytheon	85	57_ukraine_missiles_pentagon_военныи
58	bolsonaro - brasilia - janeiro - paulo - paraguay	84	58_bolsonaro_brasilia_janeiro_paulo
59	theprisonersrecord - gitmo - j6 - navalny - gossjankowski	84	59_theprisonersrecord_gitmo_j6_navalny
60	tornadoes - oklahoma - warning - perryton - nws	82	60_tornadoes_oklahoma_warning_perryton
61	justicetexas - impeach - illegals - acquittal - senators	80	61_justicetexas_impeach_illegals_acquittal
62	generalflynn - qanon - mccain - delegitimize - wiretaps	80	62_generalflynn_qanon_mccain_delegitimize
63	donetsk - makiivka - missiles - kherson - kostantinovka	80	63_donetsk_makiivka_missiles_kherson
64	ponzi - huobi - bribed - testified - sam	79	64_ponzi_huobi_bribed_testified
65	cheese - transgenic - mealworms - vegan - vaccinate	78	65_cheese_transgenic_mealworms_vegan
66	royal - duke - buckingham - andrew - abdicates	77	66_royal_duke_buckingham_andrew
67	presidencia - ecuador - porfirio - villavicencio - paraguayan	76	67_presidencia_ecuador_porfirio_villavicencio
68	bidens - laundered - million - transfers - oversight	76	68_bidens_laundered_million_transfers
69	chernobyl - kremlin - zaporizhzhia - mykolaiv - dnbmkyv	73	69_chernobyl_kremlin_zaporizhzhia_mykolaiv
70	txmilitary - border - federalize - invasion - gonzales	73	70_txmilitary_border_federalize_invasion
71	scotus - gorsuch - overturned - obergefell - abortionists	72	71_scotus_gorsuch_overturned_obergefell
72	bioweapons - pentagon - anthrax - kirillov - laboratories	71	72_bioweapons_pentagon_anthrax_kirillov
73	bankcorp - depositors - silvergate - sivb - downgrades	69	73_bankcorp_depositors_silvergate_sivb
74	abortions - scotus - overturned - banning - mississippi	69	74_abortions_scotus_overturned_banning
75	hamas - israelis - blinken - meir - 9billion	68	75_hamas_israelis_blinken_meir
76	migrants - tucson - border - smuggler - luis	68	76_migrants_tucson_border_smuggler
77	trafficked - minors - whistleblower - laguardia - contractors	68	77_trafficked_minors_whistleblower_laguardia
78	rapists - convicted - transphobia - dragongurl - jails	65	78_rapists_convicted_transphobia_dragongurl
79	veterans - patriotism - commemorates - valiantly - semper	65	79_veterans_patriotism_commemorates_valiantly
80	vaccine - pfizer - dna - myocarditis - hodgkin	65	80_vaccine_pfizer_dna_myocarditis
81	irsnews - taxman - audited - cashapp - refunds	63	81_irsnews_taxman_audited_cashapp
82	haitiinfoproj - martelly - assassination - seychelles - usembassy	62	82_haitiinfoproj_martelly_assassination_seychelles
83	khamenei - iranians - amirabdollahian - kermanshah - sassanid	61	83_khamenei_iranians_amirabdollahian_kermanshah
84	newsmax - outnumbered - directtv - headexplode - viewers	61	84_newsmax_outnumbered_directtv_headexplode
85	racism - professor - blackness - harvard - whites	61	85_racism_professor_blackness_harvard
86	doj - judge - wiretaps - appeals - filing	61	86_doj_judge_wiretaps_appeals
87	rfk - obama - tucker - trannies - larry	61	87_rfk_obama_tucker_trannies
88	revelation - archangels - hallelujah - throne - wrath	60	88_revelation_archangels_hallelujah_throne
89	antifa - atlanta - suspects - molotovs - larmey	60	89_antifa_atlanta_suspects_molotovs
90	netanyahu - gaza - בנימין - jerusalem - eliyahu	60	90_netanyahu_gaza_בנימין_jerusalem
91	kjv - commandment - nicodemus - loveth - sanctified	60	91_kjv_commandment_nicodemus_loveth
92	irans - sanctions - 6billion - hostage - qatari	59	92_irans_sanctions_6billion_hostage
93	retweets - hashtag - smh - censorship - trending	59	93_retweets_hashtag_smh_censorship
94	psalm - righteous - sinners - prospereth - sheol	58	94_psalm_righteous_sinners_prospereth
95	vaccinated - pfizer - omicron - antibodies - prevalence	58	95_vaccinated_pfizer_omicron_antibodies
96	vaccinated - paxlovid - congresswoman - superspreader - test	57	96_vaccinated_paxlovid_congresswoman_superspreader
97	hurricane - tampa - idalia - landfalling - estero	57	97_hurricane_tampa_idalia_landfalling
98	anons - influencers - clickbait - grifters - drops	56	98_anons_influencers_clickbait_grifters
99	erdogan - istanbul - kilicdaroglu - seljuk - gulenists	56	99_erdogan_istanbul_kilicdaroglu_seljuk
100	actblue - donations - winred - okeefemediagroup - laundered	55	100_actblue_donations_winred_okeefemediagroup
101	counterterrorism - cbp - watchlists - suspects - nabbed	55	101_counterterrorism_cbp_watchlists_suspects
102	joe - jintao - chairman - vp - associates	54	102_joe_jintao_chairman_vp
103	surveillance - nsa - technocracynews - cellphone - trillions	54	103_surveillance_nsa_technocracynews_cellphone
104	jfk - zapruder - assassination - declassified - castro	54	104_jfk_zapruder_assassination_declassified
105	disinformers - jankowicz - dhs - danabashcnn - disbanded	53	105_disinformers_jankowicz_dhs_danabashcnn
106	proterra - electrify - batteries - overcharged - gasoline	53	106_proterra_electrify_batteries_overcharged
107	saudis - khashoggi - mohamed - dhabi - waleed	52	107_saudis_khashoggi_mohamed_dhabi
108	panamanians - migrants - tapachula - malaria - mujica	51	108_panamanians_migrants_tapachula_malaria
109	spratly - taiwanese - warships - hainan - pakistan	51	109_spratly_taiwanese_warships_hainan
110	ufo - extraterrestrials - nasa - sightings - researches	51	110_ufo_extraterrestrials_nasa_sightings
111	stablecoin - dollarization - fednow - centralized - opencbdc	51	111_stablecoin_dollarization_fednow_centralized
112	fbi - informants - spoof - january - instigated	50	112_fbi_informants_spoof_january
113	died - stevie - allman - keyboardist - dickey	50	113_died_stevie_allman_keyboardist
114	monetary - hyperinflation - apmex - jeffersonian - silver	50	114_monetary_hyperinflation_apmex_jeffersonian
115	instagram - zuckerberg - sued - messenger - molesters	50	115_instagram_zuckerberg_sued_messenger
116	karabakh - stepanakert - armenians - azerbaijanis - vardanyan	49	116_karabakh_stepanakert_armenians_azerbaijanis
117	ballots - gwinnett - recount - scanned - fraudulent	49	117_ballots_gwinnett_recount_scanned
118	tlaib - hamas - rashida - antisemitic - cosponsors	49	118_tlaib_hamas_rashida_antisemitic
119	verdict - unconstitutional - perjurer - laawless - gags	48	119_verdict_unconstitutional_perjurer_laawless
120	trafficked - caviezel - cinemas - starring - jabobfre	48	120_trafficked_caviezel_cinemas_starring
121	dragcon - rupaul - children - parade - performers	48	121_dragcon_rupaul_children_parade
122	james - temptations - steadfastness - corinthians - hypocritically	47	122_james_temptations_steadfastness_corinthians
123	jpmorgan - epstein - bankers - jane - accusers	47	123_jpmorgan_epstein_bankers_jane
124	doj - prosecute - felonious - hunter - delaware	47	124_doj_prosecute_felonious_hunter
125	michigan - registrations - voter - fraudulent - gary	47	125_michigan_registrations_voter_fraudulent
126	luftballoons - overflight - pentagon - surveilling - stratospheric	46	126_luftballoons_overflight_pentagon_surveilling
127	auroras - meteors - perseids - cassiopeia - tonight	46	127_auroras_meteors_perseids_cassiopeia
128	deportations - eisenhower - wetback - largest - birthright	46	128_deportations_eisenhower_wetback_largest
129	capitol - rioters - footage - mccarthy - january	45	129_capitol_rioters_footage_mccarthy
130	airstrikes - iraq - hizballah - pentagon - casualties	45	130_airstrikes_iraq_hizballah_pentagon
131	irishmen - derry - cathaoirleach - incitement - bangladesh	45	131_irishmen_derry_cathaoirleach_incitement
132	sudan - unhcr - acskhartoum - janjaweed - clashes	45	132_sudan_unhcr_acskhartoum_janjaweed
133	mugged - straphanger - brooklyn - manhunt - nucky	45	133_mugged_straphanger_brooklyn_manhunt
134	abortions - preborn - indefensible - murderers - misinformation	44	134_abortions_preborn_indefensible_murderers
135	ballots - scotus - disqualifying - reinstate - insurrectionist	44	135_ballots_scotus_disqualifying_reinstate
136	menendez - bribery - indicted - senatorial - egypt	44	136_menendez_bribery_indicted_senatorial
137	racists - antiwhite - microaggressions - white - supremacy	44	137_racists_antiwhite_microaggressions_white
138	trumping - desantis - voters - haley - carolinians	44	138_trumping_desantis_voters_haley
139	journalists - anonymousconservative - shamelessly - gaslighting - reputable	44	139_journalists_anonymousconservative_shamelessly_gaslighting
140	molesting - teachers - perverted - arrested - underage	43	140_molesting_teachers_perverted_arrested
141	hamas - israeli - hostage - qatari - truce	43	141_hamas_israeli_hostage_qatari
142	alarmists - lomborg - antarctica - pseudoscience - sharknado	43	142_alarmists_lomborg_antarctica_pseudoscience
143	yisrael - aipac - mearsheimer - truman - sharon	43	143_yisrael_aipac_mearsheimer_truman
144	projectveritas - journalists - vindicted - malfeasance - jurisdiction	43	144_projectveritas_journalists_vindicted_malfeasance
145	filibuster - republicans - appropriations - mccarthy - trillion	43	145_filibuster_republicans_appropriations_mccarthy
146	lampedusa - refugees - invaders - disembarked - swedes	43	146_lampedusa_refugees_invaders_disembarked
147	putin - prigozhin - yevgeny - pmc - mercenaries	43	147_putin_prigozhin_yevgeny_pmc
148	unvaccinated - lockdown - wurttemberg - compulsory - draghi	43	148_unvaccinated_lockdown_wurttemberg_compulsory
149	wildfires - kelowna - blaze - deerlodge - louisiana	42	149_wildfires_kelowna_blaze_deerlodge
150	feinstein - aspen - nancy - 89yrs - congrats	42	150_feinstein_aspen_nancy_89yrs
151	tucker - colbert - bigot - rachel - glenn	42	151_tucker_colbert_bigot_rachel
152	scammers - dm - messaged - spammer - unsolicited	42	152_scammers_dm_messaged_spammer
153	chatgpt - fraudgpt - baidu - whitehat - vercel	41	153_chatgpt_fraudgpt_baidu_whitehat
154	whiteness - ibm - eeoc - gannett - boycott	41	154_whiteness_ibm_eeoc_gannett
155	pelosi - attacked - pauly - david - bodycam	41	155_pelosi_attacked_pauly_david
156	thessalonians - blasphemers - disobedient - immorality - slanderous	40	156_thessalonians_blasphemers_disobedient_immorality
157	ghislaine - epstein - prosecuted - jeffrey - jails	40	157_ghislaine_epstein_prosecuted_jeffrey
158	roskosmos - chandrayaan - luna - canaveral - liftoff	40	158_roskosmos_chandrayaan_luna_canaveral
159	moussaoui - declassified - guantanamo - hijackers - rg911team	40	159_moussaoui_declassified_guantanamo_hijackers
160	desantis - floridians - repeal - jacksonville - exemption	40	160_desantis_floridians_repeal_jacksonville
161	viralnewsnyc - migrant - manhattan - roosevelt - marriott	40	161_viralnewsnyc_migrant_manhattan_roosevelt
162	cocainegate - crackhouse - white - foia - hannity	40	162_cocainegate_crackhouse_white_foia
163	ramaphosa - apartheid - johannesburg - genocide - grootvlei	40	163_ramaphosa_apartheid_johannesburg_genocide
164	signatories - blinken - colluded - disinformation - snyder	39	164_signatories_blinken_colluded_disinformation
165	gaza - unrwa - rafah - airstrikes - egyptian	39	165_gaza_unrwa_rafah_airstrikes
166	whistleblowers - irs - bartiromo - prosecute - ziegler	39	166_whistleblowers_irs_bartiromo_prosecute
167	starlink - pentagon - payloads - subsidize - geofencing	39	167_starlink_pentagon_payloads_subsidize
168	disney - mulan - minnie - mermaid - boycotting	39	168_disney_mulan_minnie_mermaid
169	cbp - deported - 262 - hidalgo - invading	39	169_cbp_deported_262_hidalgo
170	budweiser - ufc - sponsorship - lite - absofuckinglutely	39	170_budweiser_ufc_sponsorship_lite
171	rigged - trumpism - gubernatorial - tyrant - 2024	39	171_rigged_trumpism_gubernatorial_tyrant
172	gunman - nashville - victims - hallie - aiden	38	172_gunman_nashville_victims_hallie
173	illegals - naperville - mayor - southside - sanctuary	38	173_illegals_naperville_mayor_southside
174	spacey - allegations - assaulting - sexual - cumberbatch	38	174_spacey_allegations_assaulting_sexual
175	subpoenaing - bannon - committeewoman - testify - january	37	175_subpoenaing_bannon_committeewoman_testify
176	fbi - bribery - grassley - subpoena - unverified	37	176_fbi_bribery_grassley_subpoena
177	bidenlaptopreport - marco - dailywire - deleted - gumshoes	37	177_bidenlaptopreport_marco_dailywire_deleted
178	righteousness - prayers - peter - sanctify - meekness	36	178_righteousness_prayers_peter_sanctify
179	gaza - airstrike - hospitals - hamad - bbc	36	179_gaza_airstrike_hospitals_hamad
180	illegals - migration - millions - schumer - welcomed	36	180_illegals_migration_millions_schumer
181	ecclesiastes - eternity - wisely - meaningless - toilsome	36	181_ecclesiastes_eternity_wisely_meaningless
182	nycmayor - adams - migrants - yorkers - schools	36	182_nycmayor_adams_migrants_yorkers
183	pelosi - taipei - chiang - visit - weihua	35	183_pelosi_taipei_chiang_visit
184	airplane - overflight - passengers - lufthansa - landed	35	184_airplane_overflight_passengers_lufthansa
185	fbi - michigan - acquitted - kidnappers - brandenburgforgovernor	35	185_fbi_michigan_acquitted_kidnappers
186	sinaloa - sicarios - tamaulipas - azcapotzalco - gunmen	35	186_sinaloa_sicarios_tamaulipas_azcapotzalco
187	gunman - lewiston - robert - reservists - massacred	35	187_gunman_lewiston_robert_reservists
188	bittrex - coinbase - cryptocurrency - usdt - cftc	34	188_bittrex_coinbase_cryptocurrency_usdt
189	supervolcano - eruptions - vesuvius - stratovolcano - popocatepetl	34	189_supervolcano_eruptions_vesuvius_stratovolcano
190	deficits - treasury - trillion - debtors - bidenflation	34	190_deficits_treasury_trillion_debtors
191	netanyahu - protesters - jerusalem - moshiach - kahanists	34	191_netanyahu_protesters_jerusalem_moshiach
192	firebombings - antifa - abortionists - jane - vandalized	33	192_firebombings_antifa_abortionists_jane
193	blm - embezzled - donations - fraudsters - black	33	193_blm_embezzled_donations_fraudsters
194	robodogs - robot - humanoid - unmanned - quadrupedal	33	194_robodogs_robot_humanoid_unmanned
195	pedophile - prosecutors - sentenced - gordon - disney	33	195_pedophile_prosecutors_sentenced_gordon
196	exploded - tulsa - fireworks - evacuations - suspicious	33	196_exploded_tulsa_fireworks_evacuations
197	congressmen - idiots - fuck - overthrow - hated	33	197_congressmen_idiots_fuck_overthrow
198	zelensky - ukraine_watch - donetsk - conscripted - vinnytsia	33	198_zelensky_ukraine_watch_donetsk_conscripted
199	tyranny - liberty - 1776 - jefferson - mayflower	33	199_tyranny_liberty_1776_jefferson
200	khamenei - hezbollah - israeli - nasrallah - threatens	32	200_khamenei_hezbollah_israeli_nasrallah
201	crimea - luhansk - konashenkov - sverdlovsk - bryansk	32	201_crimea_luhansk_konashenkov_sverdlovsk
202	salvadoran - tegucigalpa - soros - narcoterrorist - xiomara	32	202_salvadoran_tegucigalpa_soros_narcoterrorist
203	stolen - usps - defrauding - forgeries - scammers	32	203_stolen_usps_defrauding_forgeries
204	genesis - sodom - japheth - cherubim - commandment	32	204_genesis_sodom_japheth_cherubim
205	shinzo - wakayama - manchukuo - nhkニュース - nobusuke	32	205_shinzo_wakayama_manchukuo_nhkニュース
206	cyberattack - ransoms - exfiltrate - killnet - fsb	32	206_cyberattack_ransoms_exfiltrate_killnet
207	tucker - putin - navalny - nukes - libertarian	32	207_tucker_putin_navalny_nukes
208	netherland - vlaardingerbroek - racists - coalition - islam	31	208_netherland_vlaardingerbroek_racists_coalition
209	epps - lara - foia - footage - capitol	31	209_epps_lara_foia_footage
210	tesla - driverless - cybertruck - ignition - crashworthy	31	210_tesla_driverless_cybertruck_ignition
211	kanye - farrakhan - publicist - charney - paramedics	31	211_kanye_farrakhan_publicist_charney
212	antichrists - worldly - john - persecuted - loves	31	212_antichrists_worldly_john_persecuted
213	republican - incumbent - rubio - senators - mcdaniel	31	213_republican_incumbent_rubio_senators
214	fetterman - pennsylvania - braddock - constituents - overturning	31	214_fetterman_pennsylvania_braddock_constituents
215	debts - bailout - taxpayers - graduates - trillion	31	215_debts_bailout_taxpayers_graduates
216	flashfloods - typhoons - yangtze - hebei - xinhua	31	216_flashfloods_typhoons_yangtze_hebei
217	americasfuture - freedom - indivisible - sunsurrender - australiaone	30	217_americasfuture_freedom_indivisible_sunsurrender
218	mexicans - cartels - gonzales - saddam - anarchonomicon	30	218_mexicans_cartels_gonzales_saddam
219	blackrock - larryfink - megacorp - divested - managers	29	219_blackrock_larryfink_megacorp_divested
220	guanajuato - tijuana - chiapas - sicarios - assassinated	29	220_guanajuato_tijuana_chiapas_sicarios
221	kerry - environmental - sanders - governors - gonna	29	221_kerry_environmental_sanders_governors
222	diddy - blackmail - ceelbrities - trumplatinos - bodyguard	29	222_diddy_blackmail_ceelbrities_trumplatinos
223	mkultra - polygraphs - parapsychological - codenames - hallucinogen	29	223_mkultra_polygraphs_parapsychological_codenames
224	viralnewsnyc - villa - saint - residents - fdny	29	224_viralnewsnyc_villa_saint_residents
225	illegals - welfare - subsidizing - billion - taxpayers	28	225_illegals_welfare_subsidizing_billion
226	youporn - minors - backpage - websites - snapchats	28	226_youporn_minors_backpage_websites
227	baltimore - shipwreck - longshoremen - bridges - collides	28	227_baltimore_shipwreck_longshoremen_bridges
228	facebook - outages - whatsapp - messaging - glitching	28	228_facebook_outages_whatsapp_messaging
229	ephesians - brethren - forgiving - angels - undefiled	28	229_ephesians_brethren_forgiving_angels
230	migrants - texas - sanctuary - airport - sacramento	28	230_migrants_texas_sanctuary_airport
231	impeached - legislators - misdemeanors - smuggler - marjorie	27	231_impeached_legislators_misdemeanors_smuggler
232	pfizer - whistleblower - vaccinate - falsified - unseals	27	232_pfizer_whistleblower_vaccinate_falsified
233	vacations - weeklong - delaware - oceanfront - 365	27	233_vacations_weeklong_delaware_oceanfront
234	embryos - organoid - chimeras - womb - transplant	27	234_embryos_organoid_chimeras_womb
235	illegals - border - policies - blamed - invading	27	235_illegals_border_policies_blamed
236	ashley_biden_diary_transcribed_10_15_2021 - bidenlaptopreport - healey - perverted - transcribed	26	236_ashley_biden_diary_transcribed_10_15_2021_bidenlaptopreport_healey_perverted
237	argentina - libertarians - macri - verastegui - millei	26	237_argentina_libertarians_macri_verastegui
238	transgender - women - athletes - serena - caitlyn	26	238_transgender_women_athletes_serena
239	cbp - fy2021 - apprehended - september - 239	26	239_cbp_fy2021_apprehended_september
240	telegram - appstore - blocked - roskomnadzor - stopdittatura	26	240_telegram_appstore_blocked_roskomnadzor
241	newsom - gavin - francisco - billion - genocidaire	26	241_newsom_gavin_francisco_billion
242	eclipses - supermoons - equinox - oregon - april	25	242_eclipses_supermoons_equinox_oregon
243	gaza - jerusalem - airstrikes - ecclesiastical - crusaders	25	243_gaza_jerusalem_airstrikes_ecclesiastical
244	gunman - officers - texas - classrooms - barricading	25	244_gunman_officers_texas_classrooms
245	reporters - spokeswoman - purges - karine - doocy	25	245_reporters_spokeswoman_purges_karine
246	archives - brennan - delaware - retrieved - fedex	25	246_archives_brennan_delaware_retrieved
247	declassified - archives - presidency - transcript - pages	25	247_declassified_archives_presidency_transcript
248	homicides - tacoma - lapd - councilmembers - defunded	25	248_homicides_tacoma_lapd_councilmembers
249	kidnapped - livonia - vanished - rescues - found	25	249_kidnapped_livonia_vanished_rescues
250	carbines - glock - m1911 - 9x19mm - m16a4	25	250_carbines_glock_m1911_9x19mm
251	mgm - slots - cyberattack - resorts - atms	25	251_mgm_slots_cyberattack_resorts
252	venezuela - guyanese - essequibo - exxonmobil - annexation	25	252_venezuela_guyanese_essequibo_exxonmobil
253	lightening - thunderstorm - cumulonimbus - rainbow - landfall	25	253_lightening_thunderstorm_cumulonimbus_rainbow
254	impeachment - emails - joe - pseudonym - poroshenko	24	254_impeachment_emails_joe_pseudonym
255	grassroots - sheriffs - involved - uncoverdc - bannon	24	255_grassroots_sheriffs_involved_uncoverdc
256	youtuber - misinformation - removed - denazify - uploaded	24	256_youtuber_misinformation_removed_denazify
257	deepmind - pichai - artificial - researchers - generates	24	257_deepmind_pichai_artificial_researchers
258	fbi - counterterrorism - thegatewaypundit - wray - abizaid	24	258_fbi_counterterrorism_thegatewaypundit_wray
259	robbers - gunmen - armed - carjacker - suspects	24	259_robbers_gunmen_armed_carjacker
260	antifa - murdered - capitol - ashli - officer	23	260_antifa_murdered_capitol_ashli
261	ukraine - nuked - wwiii - counteroffensive - akhmetov	23	261_ukraine_nuked_wwiii_counteroffensive
262	kamala - ha - cackling - macron - drought	23	262_kamala_ha_cackling_macron
263	revelation - commandments - thyatira - blessed - overcometh	23	263_revelation_commandments_thyatira_blessed
264	activists - slashing - pitchforks - tires - manhattan	23	264_activists_slashing_pitchforks_tires
265	botnet - threatlabz - malicious - exfiltrate - cybercriminal	23	265_botnet_threatlabz_malicious_exfiltrate
266	impeachment - mccarthy - subpoenas - chairman - traitor	23	266_impeachment_mccarthy_subpoenas_chairman
267	biometric - surveillance - atms - precheck - airports	22	267_biometric_surveillance_atms_precheck
268	falangists - puigdemont - separatists - saxony - junge_freiheit	22	268_falangists_puigdemont_separatists_saxony
269	arizona - katie - governor - hobbs - phx	22	269_arizona_katie_governor_hobbs
270	impeach - albuquerque - unconstitutional - gun - sheriffs	22	270_impeach_albuquerque_unconstitutional_gun
271	epstein - mossad - ghislaine - blackmailing - shalev	22	271_epstein_mossad_ghislaine_blackmailing
272	flags - bullied - gadsden - backpack - classrooms	22	272_flags_bullied_gadsden_backpack
273	spyware - israeli - cyberoffense - intellexa - eavesdropping	22	273_spyware_israeli_cyberoffense_intellexa
274	crimo - bobby - shooter - illinois - rooftop	22	274_crimo_bobby_shooter_illinois
275	illegals - massachusetts - shelters - fees - deficit	21	275_illegals_massachusetts_shelters_fees
276	footballer - coulibaly - heart - collapses - wimbledon	21	276_footballer_coulibaly_heart_collapses
277	morning - redeemer - righteousness - philippians - commandments	21	277_morning_redeemer_righteousness_philippians
278	republican - debates - megyn - nbc - televised	21	278_republican_debates_megyn_nbc
279	norad - aircraft - decommissioned - octagon - shot	21	279_norad_aircraft_decommissioned_octagon
280	qamishli - syria - militants - zaytoun - malikiya	21	280_qamishli_syria_militants_zaytoun
281	outages - vodafone - network - nationwide - cyberattack	21	281_outages_vodafone_network_nationwide
282	poroshenko - bribed - prosecutor - giuliani - yuriy	21	282_poroshenko_bribed_prosecutor_giuliani
283	persecution - islamist - nigerian - faisalabad - sikhs	21	283_persecution_islamist_nigerian_faisalabad
284	23andme - genomes - bioweapon - bgi - albania	21	284_23andme_genomes_bioweapon_bgi
285	trafficking - arrests - prostitutes - texarkana - rescued	21	285_trafficking_arrests_prostitutes_texarkana
286	vaccines - injected - coerced - sickening - nuremberg	21	286_vaccines_injected_coerced_sickening
287	senators - ukraine - appropriations - bipartisan - 40bn	21	287_senators_ukraine_appropriations_bipartisan
288	dhs - threats - extremists - sociopolitical - supremacy	20	288_dhs_threats_extremists_sociopolitical
289	layoffs - recruiting - reuters - lyft - microsoft	20	289_layoffs_recruiting_reuters_lyft
290	ephesians - armor - salvation - praying - withstand	20	290_ephesians_armor_salvation_praying
291	joshua - courageous - deuteronomy - fear - whithersoever	20	291_joshua_courageous_deuteronomy_fear
292	antifa - convicted - diego - faraz - firebombs	20	292_antifa_convicted_diego_faraz
293	cheney - wyoming - incumbent - democrats - loses	20	293_cheney_wyoming_incumbent_democrats
294	perjury - soros - baltimore - marilyn - murderers	20	294_perjury_soros_baltimore_marilyn
295	missouri - injunction - disinformation - fauci - colluded	20	295_missouri_injunction_disinformation_fauci
296	gop - incumbents - hannity - dumb - whores	20	296_gop_incumbents_hannity_dumb
297	protestors - capitol - arrested - palestine - storming	20	297_protestors_capitol_arrested_palestine
298	islamization - muslims - mosques - muezzin - christians	20	298_islamization_muslims_mosques_muezzin

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