MARTINI_enrich_BERTopic_No_BS_News

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_No_BS_News")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 191
  • Number of training documents: 31747
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 fbi - hamas - israeli - trump - twitter 20 -1_fbi_hamas_israeli_trump
0 revelation - deuteronomy - kjv - prophets - satan 20277 0_revelation_deuteronomy_kjv_prophets
1 trudeau - ottawa - freedoms - alberta - ndp 342 1_trudeau_ottawa_freedoms_alberta
2 imagine - screaming - anons - fucked - invicta_the 323 2_imagine_screaming_anons_fucked
3 antiwhiteism - whiteness - whitey - muthafuckers - multiracial 286 3_antiwhiteism_whiteness_whitey_muthafuckers
4 epstein - ghislaine - clinton - conspirators - trafficking 263 4_epstein_ghislaine_clinton_conspirators
5 bidenlaptopemails - whistleblower - bohai - joe - 40million 249 5_bidenlaptopemails_whistleblower_bohai_joe
6 holocaust - antisemitic - bolshevism - goyim - whites 235 6_holocaust_antisemitic_bolshevism_goyim
7 ukrainians - donetsk - mariupol - nazi - paratroopers 214 7_ukrainians_donetsk_mariupol_nazi
8 taiwan - xiamen - keqiang - blinken - warships 198 8_taiwan_xiamen_keqiang_blinken
9 biden - reporters - teleprompter - leno - joker 191 9_biden_reporters_teleprompter_leno
10 guns - banning - amendment - democrats - disarmed 189 10_guns_banning_amendment_democrats
11 teachers - graders - classroom - lgbtq - curriculum 186 11_teachers_graders_classroom_lgbtq
12 tuckercarlson - newsmax - putin - conservativism - interview 153 12_tuckercarlson_newsmax_putin_conservativism
13 netanyahu - naftali - benyamin - ministers - torah 153 13_netanyahu_naftali_benyamin_ministers
14 rapist - arrested - molestation - trafficking - felony 144 14_rapist_arrested_molestation_trafficking
15 openai - artificial - chatbot - humanoid - pichai 137 15_openai_artificial_chatbot_humanoid
16 ukraine - pentagon - aid - manchin - billions 130 16_ukraine_pentagon_aid_manchin
17 davos - agenda - globalist - 2022 - cyberpandemic 126 17_davos_agenda_globalist_2022
18 gunman - gunshots - shots - indianapolis - taser 125 18_gunman_gunshots_shots_indianapolis
19 soros - funded - billionaires - megadonor - vigilantnews 125 19_soros_funded_billionaires_megadonor
20 followerwonk - buyout - billionaire - tesla - 126bn 115 20_followerwonk_buyout_billionaire_tesla
21 lampedusa - migrants - invasion - tunisia - calais 115 21_lampedusa_migrants_invasion_tunisia
22 mueller - russiagate - dossier - subpoenas - impeachments 112 22_mueller_russiagate_dossier_subpoenas
23 fauci - coronaviruses - bioweapons - darpa - funded 105 23_fauci_coronaviruses_bioweapons_darpa
24 vaers - vaccinated - pfizer - stillbirths - myocarditis 103 24_vaers_vaccinated_pfizer_stillbirths
25 tyrannies - democracy - _constitutional - corrupt - reelected 102 25_tyrannies_democracy__constitutional_corrupt
26 trump - indicted - subpoenaing - litigator - whitaker 100 26_trump_indicted_subpoenaing_litigator
27 biometric - aadhaar - passwordless - passport - id2020 94 27_biometric_aadhaar_passwordless_passport
28 israelis - aipac - nixon - jazeera - stranglehold 94 28_israelis_aipac_nixon_jazeera
29 mandates - unvaccinated - gorsuch - workers - masks 93 29_mandates_unvaccinated_gorsuch_workers
30 kenosha - defendant - kyle - mistrial - grosskreutz 91 30_kenosha_defendant_kyle_mistrial
31 pontiff - churchmilitant - dioceses - excommunicated - crucifix 90 31_pontiff_churchmilitant_dioceses_excommunicated
32 dollarization - gold - renminbi - bricsaei - usdebtclock 89 32_dollarization_gold_renminbi_bricsaei
33 antisemite - adl - boycott - advertisers - greenblatt 87 33_antisemite_adl_boycott_advertisers
34 transgenderism - vaginoplasties - castration - pediatricians - medicalization 87 34_transgenderism_vaginoplasties_castration_pediatricians
35 nyc - mayor - viralnewsnyc - eric - roosevelt 84 35_nyc_mayor_viralnewsnyc_eric
36 baptized - christians - satan - trinity - michaelmas 83 36_baptized_christians_satan_trinity
37 boehner - republicans - impeachment - mccarthy - voted 82 37_boehner_republicans_impeachment_mccarthy
38 valerylfentanyl - sackler - overdoses - oxycontin - sinaloa 81 38_valerylfentanyl_sackler_overdoses_oxycontin
39 fomc - inflation - jumbo - jerome - increases 80 39_fomc_inflation_jumbo_jerome
40 bidenflation - gasbuddy - petroleum - alaska - granholm 80 40_bidenflation_gasbuddy_petroleum_alaska
41 maricopa - ballots - georgia - gubernatorial - recount 79 41_maricopa_ballots_georgia_gubernatorial
42 kanye - wests - stopantisemitism - chainz - eeeeveryone 78 42_kanye_wests_stopantisemitism_chainz
43 nordstream - sabotage - pipeline - bombing - terrorist 77 43_nordstream_sabotage_pipeline_bombing
44 antiwar - liberty - syria - statesmen - paul 74 44_antiwar_liberty_syria_statesmen
45 sunak - brexit - starmer - exchequer - nigel 72 45_sunak_brexit_starmer_exchequer
46 starlink - spacecraft - canaveral - cubesat - launched 72 46_starlink_spacecraft_canaveral_cubesat
47 infowars - alex - shapiro - keith_woods - nathanael 70 47_infowars_alex_shapiro_keith_woods
48 jacinda - quarantine - australia - palaszczuk - parliamentarians 70 48_jacinda_quarantine_australia_palaszczuk
49 traffickers - gatewaypundit - whistleblower - christo - mayorkas 68 49_traffickers_gatewaypundit_whistleblower_christo
50 pyongyang - denuclearize - missiles - yeonpyeong - icbm 68 50_pyongyang_denuclearize_missiles_yeonpyeong
51 transvestites - stripper - hypersexualized - dragphobic - spanked 67 51_transvestites_stripper_hypersexualized_dragphobic
52 zuckerberg - instagram - meta - molesters - delegitimization 67 52_zuckerberg_instagram_meta_molesters
53 wikileaks - extradited - julian - appealed - belmarsh 67 53_wikileaks_extradited_julian_appealed
54 fisa - spying - assaultonprivacy - warrantless - thedailycaller 65 54_fisa_spying_assaultonprivacy_warrantless
55 volcano - kilauea - eruptions - krakatoa - volcanologists 65 55_volcano_kilauea_eruptions_krakatoa
56 monarch - buckingham - crowned - jubilee - stonehenge 62 56_monarch_buckingham_crowned_jubilee
57 hurricane - tampa - keywest - tidal - rainbands 62 57_hurricane_tampa_keywest_tidal
58 blackrock - ceo - megacorp - shareholders - puzder 62 58_blackrock_ceo_megacorp_shareholders
59 illegals - juarez - matamoros - border - tapachula 62 59_illegals_juarez_matamoros_border
60 tiktok - banning - bytedance - netanyah - china 61 60_tiktok_banning_bytedance_netanyah
61 cyberattacks - spies - mandiant - pentagon - tsinghua 59 61_cyberattacks_spies_mandiant_pentagon
62 macron - france - protests - rennes - guillotine 58 62_macron_france_protests_rennes
63 fdic - banksters - bailout - bancorp - insolvent 56 63_fdic_banksters_bailout_bancorp
64 california - reparations - unconstitutional - deficit - legislature 55 64_california_reparations_unconstitutional_deficit
65 bolsonaro - brasilia - sergipe - paulo - janeiro 55 65_bolsonaro_brasilia_sergipe_paulo
66 whatsapp - playstore - banned - encrypted - uninstall 54 66_whatsapp_playstore_banned_encrypted
67 outages - rheinenergie - powerhouse - greenland - summer 53 67_outages_rheinenergie_powerhouse_greenland
68 zelenskyy - volodymyr - afghanis - cartoon - warmonger 53 68_zelenskyy_volodymyr_afghanis_cartoon
69 stabbed - assaulted - nypdnews - brutally - bystander 53 69_stabbed_assaulted_nypdnews_brutally
70 bioweapons - ukraine - pentagon - laboratories - battelle 53 70_bioweapons_ukraine_pentagon_laboratories
71 doj - maralago - kushner - spygate - unsealed 52 71_doj_maralago_kushner_spygate
72 musk - troll_n - yeah - tweets - walt 52 72_musk_troll_n_yeah_tweets
73 gaza - genocide - icj - namibia - prosecuting 52 73_gaza_genocide_icj_namibia
74 kamala - nincompoop - vp - symone - awkwardly 50 74_kamala_nincompoop_vp_symone
75 desantis - governor - walt - dictatorships - bahamas 50 75_desantis_governor_walt_dictatorships
76 antifa_interstate_federal_crickets - terrorists - splc - atlanta - anarchist 50 76_antifa_interstate_federal_crickets_terrorists_splc_atlanta
77 wildfires - kelowna - evacuated - louisiana - ravaging 50 77_wildfires_kelowna_evacuated_louisiana
78 recession - gdp - kudlow - stagflation - quarter 49 78_recession_gdp_kudlow_stagflation
79 bannon - congress - subpoenaed - seditious - january 48 79_bannon_congress_subpoenaed_seditious
80 mealworms - soylent - entomophagist - cargill - savoreat 48 80_mealworms_soylent_entomophagist_cargill
81 pfizer - vaxxers - paxlovid - gottlieb - quantbiores 48 81_pfizer_vaxxers_paxlovid_gottlieb
82 cryptocurrencies - cbdc - monetary - fednow - rupee 48 82_cryptocurrencies_cbdc_monetary_fednow
83 brics - arabia - ethiopia - countries - multilateralism 46 83_brics_arabia_ethiopia_countries
84 lockdowns - china - shenzhen - agentsoftruthchat - weibo 46 84_lockdowns_china_shenzhen_agentsoftruthchat
85 stablecoins - binance - ftx - terrausd - litecoin 45 85_stablecoins_binance_ftx_terrausd
86 vaccinated - vaxxers - infected - injecting - needle 45 86_vaccinated_vaxxers_infected_injecting
87 russia - warheads - nonproliferation - rosatom - radioisotopes 43 87_russia_warheads_nonproliferation_rosatom
88 irs - trillion - bideninflation - revenue - battalions 42 88_irs_trillion_bideninflation_revenue
89 palestinians - ramallah - marchers - unarmed - ukrainehumanrightsabuses 42 89_palestinians_ramallah_marchers_unarmed
90 ramaphosa - johannesburg - boers - plaasmoorde - genocide 41 90_ramaphosa_johannesburg_boers_plaasmoorde
91 eclipses - supermoons - aurora - jupiter - ketu 41 91_eclipses_supermoons_aurora_jupiter
92 airstrikes - yemen - missile - destroyer - hormuz 40 92_airstrikes_yemen_missile_destroyer
93 zionists - israеl - jеws - ashkenazim - yosef 40 93_zionists_israеl_jеws_ashkenazim
94 capitolpolice - informants - subpoenaed - january - footage 40 94_capitolpolice_informants_subpoenaed_january
95 terrorists - extremism - fearmongering - terroristic - dhs 40 95_terrorists_extremism_fearmongering_terroristic
96 treasury - debtors - 120bn - hyperinflation - quadrillions 40 96_treasury_debtors_120bn_hyperinflation
97 abortions - thetexastribune - murderers - ab2223 - priestesses 40 97_abortions_thetexastribune_murderers_ab2223
98 subscribers - justdudechannel - thanks - revelations_and_rabbit_holes - gabtrends 40 98_subscribers_justdudechannel_thanks_revelations_and_rabbit_holes
99 disneyland - princesses - lgbtqia - mcdragqueen - baymax 39 99_disneyland_princesses_lgbtqia_mcdragqueen
100 disinformation - dhs - jankowicz - dictatorships - gingrich 39 100_disinformation_dhs_jankowicz_dictatorships
101 agriculturists - netherlands - protests - ungovernable - rhenish 39 101_agriculturists_netherlands_protests_ungovernable
102 climatards - sdgs - emissions - antarctica - wwf 38 102_climatards_sdgs_emissions_antarctica
103 derailments - hazmat - spilled - hyattsville - methanol 38 103_derailments_hazmat_spilled_hyattsville
104 duckduckgo - pichai - misinformation - darpa - demonetize 38 104_duckduckgo_pichai_misinformation_darpa
105 shkreli - ponzi - prosecutors - corruptocracy - fraudulent 37 105_shkreli_ponzi_prosecutors_corruptocracy
106 aipac - greenwald - censorship - shellenberger - weaponizes 37 106_aipac_greenwald_censorship_shellenberger
107 nato - stoltenberg - poroshenko - kiev - latvia 37 107_nato_stoltenberg_poroshenko_kiev
108 navient - borrowers - repayment - universities - taxpayer 37 108_navient_borrowers_repayment_universities
109 monkeypox - outbreaks - meningococcal - belgium - jynneos 37 109_monkeypox_outbreaks_meningococcal_belgium
110 hochul - kathy - assemblyman - unelected - york 37 110_hochul_kathy_assemblyman_unelected
111 gaza - protesters - philadelphia - march - standstill 37 111_gaza_protesters_philadelphia_march
112 supremacists - manifesto - shooter - replacement_theory - yascha 36 112_supremacists_manifesto_shooter_replacement_theory
113 kremlin - shoigu - vladimir - beijing - youxia 35 113_kremlin_shoigu_vladimir_beijing
114 spies - jfk - citizenfour - dictatorships - manipulates 35 114_spies_jfk_citizenfour_dictatorships
115 inflation - annualized - grocery - highest - surged 34 115_inflation_annualized_grocery_highest
116 kiev - monks - orthodox - chernovtsy - persecution 34 116_kiev_monks_orthodox_chernovtsy
117 hamas - hospitals - tunnel - idf - alhi 33 117_hamas_hospitals_tunnel_idf
118 burkina - nigerien - ouagadougou - coups - sandaogo 33 118_burkina_nigerien_ouagadougou_coups
119 lawmakers - debt - reforms - mccunt - hurdle 33 119_lawmakers_debt_reforms_mccunt
120 airlines - airmageddon - plane - passengers - cockpit 33 120_airlines_airmageddon_plane_passengers
121 protesters - arrests - riotous - marched - sylmar 33 121_protesters_arrests_riotous_marched
122 ireland - migrant - flanagan - varadkar - stabbings 32 122_ireland_migrant_flanagan_varadkar
123 gaza - airstrikes - qassam - massacres - martyred 32 123_gaza_airstrikes_qassam_massacres
124 illegals - cbp - homelandgop - apprehended - 2021 32 124_illegals_cbp_homelandgop_apprehended
125 trnsgender - transphobic - nondiscrimination - vetoed - bill 31 125_trnsgender_transphobic_nondiscrimination_vetoed
126 afghanistan - kandahar - mullah - opium - commando 31 126_afghanistan_kandahar_mullah_opium
127 scotus - overturned - abortion - legalized - voted 30 127_scotus_overturned_abortion_legalized
128 rogan - kimmel - khabib - hitchens - gatekeepers 30 128_rogan_kimmel_khabib_hitchens
129 spyware - hacked - wiretapping - iphones - cognyte 30 129_spyware_hacked_wiretapping_iphones
130 ufos - nasa - whistleblower - launching - scientists 30 130_ufos_nasa_whistleblower_launching
131 maui - hawaii - haleakala - fires - springfield 30 131_maui_hawaii_haleakala_fires
132 prostitution - griffin - cnn - sentenced - daughter 28 132_prostitution_griffin_cnn_sentenced
133 justices - gorsuch - scaliaed - extraconstitutional - abortionists 28 133_justices_gorsuch_scaliaed_extraconstitutional
134 pedophiles - molesting - sexualise - demonized - faggot 28 134_pedophiles_molesting_sexualise_demonized
135 crashed - airplane - flew - accident - plummeting 28 135_crashed_airplane_flew_accident
136 vaccinated - plandemic - boosters - jabs - fully 28 136_vaccinated_plandemic_boosters_jabs
137 gazprom - scholz - uniper - euro - sanctions 28 137_gazprom_scholz_uniper_euro
138 statues - courthouse - headstone - medusa - virginia 28 138_statues_courthouse_headstone_medusa
139 sudan - janjaweed - insurrectionists - gunfire - warring 28 139_sudan_janjaweed_insurrectionists_gunfire
140 fires - refinery - pemex - explosion - oklahoma 27 140_fires_refinery_pemex_explosion
141 nato - finland - stoltenberg - erdogan - welcomes 27 141_nato_finland_stoltenberg_erdogan
142 imran - pakistan - shah - crackdown - jailed 27 142_imran_pakistan_shah_crackdown
143 floods - mudslides - monsoon - us_stormwatch - catastrophic 27 143_floods_mudslides_monsoon_us_stormwatch
144 gunman - uvalde - cops - texas - classroom 27 144_gunman_uvalde_cops_texas
145 yuval - futurist - awakened - nosferatu - libtard 27 145_yuval_futurist_awakened_nosferatu
146 aspartame - coca - toxins - skittles - carcinogenic 26 146_aspartame_coca_toxins_skittles
147 neuralink - implanted - paralysed - telepathic - amyotrophic 26 147_neuralink_implanted_paralysed_telepathic
148 robert_crimo_project - highlandpark - bobby - shakur - sleepwalker 26 148_robert_crimo_project_highlandpark_bobby_shakur
149 hungary - balazs - tatarstan - minnikhanov - authoritarian 26 149_hungary_balazs_tatarstan_minnikhanov
150 zaporizhzhia - chernobyl - mykolaiv - nuclear - missile 25 150_zaporizhzhia_chernobyl_mykolaiv_nuclear
151 iranians - khamenei - protesters - hijab - overthrown 25 151_iranians_khamenei_protesters_hijab
152 antisemites - zionist - tlaib - representatives - redpilldealer4833 25 152_antisemites_zionist_tlaib_representatives
153 airstrikes - kurdistan - attacked - damascus - jihadists 25 153_airstrikes_kurdistan_attacked_damascus
154 vaccines - mrna - adenoviral - lecanemab - intramuscular 25 154_vaccines_mrna_adenoviral_lecanemab
155 riots - nantes - gendarmes - morocco - africans 25 155_riots_nantes_gendarmes_morocco
156 texas - governor - abbott - militia - migrants 25 156_texas_governor_abbott_militia
157 vaccinate - pfizer - doses - rsv - preschoolers 25 157_vaccinate_pfizer_doses_rsv
158 roseanne - comedian - drew - schwarzenegger - nazis 24 158_roseanne_comedian_drew_schwarzenegger
159 saudi - palestinian - faisal - ambassador - nayef 24 159_saudi_palestinian_faisal_ambassador
160 netanyahu - gaza - rafah - benny - technocrats 24 160_netanyahu_gaza_rafah_benny
161 presidents - declassification - documents - boxes - stored 24 161_presidents_declassification_documents_boxes
162 gaza - biden - netanyahu - imminent - settlements 24 162_gaza_biden_netanyahu_imminent
163 lanka - protesters - gotabhaya - wickremesinghe - crisis 23 163_lanka_protesters_gotabhaya_wickremesinghe
164 argentinians - javier - milei - trumpism - jerusalem 23 164_argentinians_javier_milei_trumpism
165 egyptologists - sarcophagus - hawass - saqqara - excavated 23 165_egyptologists_sarcophagus_hawass_saqqara
166 iran - missiles - deterrence - retaliated - basra 23 166_iran_missiles_deterrence_retaliated
167 zelenskyy - netanyahu - knesset - hashanah - aviv 23 167_zelenskyy_netanyahu_knesset_hashanah
168 gates - pandemics - bioterrorist - smallpox - youtube__george 23 168_gates_pandemics_bioterrorist_smallpox
169 supremacists - gunned - ferguson - wokeness - white 23 169_supremacists_gunned_ferguson_wokeness
170 fbi - whistleblowers - corrupted - unpatriotic - weaponization 23 170_fbi_whistleblowers_corrupted_unpatriotic
171 border - bush - crisis - militias - liars 22 171_border_bush_crisis_militias
172 erdogan - netanyahu - gaza - islamist - atrocities 22 172_erdogan_netanyahu_gaza_islamist
173 firebombings - antifa - abortionist - vandalized - jane 22 173_firebombings_antifa_abortionist_vandalized
174 rothschild - bolshevik - conspiracy - baron - bloodline 22 174_rothschild_bolshevik_conspiracy_baron
175 cernunnos - collider - prophecy - universes - pentaquark 22 175_cernunnos_collider_prophecy_universes
176 freemasonry - luciferians - kabbalah - hexagram - worshiped 21 176_freemasonry_luciferians_kabbalah_hexagram
177 rfk - assassinations - progressives - dnc - forbes 21 177_rfk_assassinations_progressives_dnc
178 plandemic - lockdowns - internationally - constitutions - accord 21 178_plandemic_lockdowns_internationally_constitutions
179 khashoggi - jeddah - prince - murdered - yamamah 21 179_khashoggi_jeddah_prince_murdered
180 tesla - buttigieg - gas - charging - buses 21 180_tesla_buttigieg_gas_charging
181 fascism - xenophobia - junge_freiheit - deporting - erfurt 21 181_fascism_xenophobia_junge_freiheit_deporting
182 naziiissss - fascists - wwi - communism - 1940 21 182_naziiissss_fascists_wwi_communism
183 teixeira - wikileaks - spying - indicted - unauthorized 21 183_teixeira_wikileaks_spying_indicted
184 chicago - mayor - lightfoot - robberies - illegals 20 184_chicago_mayor_lightfoot_robberies
185 milley - veterans - denounces - drag - misgendering 20 185_milley_veterans_denounces_drag
186 military - paytriots - juneteenth - shit - demoralized 20 186_military_paytriots_juneteenth_shit
187 starlink - cyberwar - ukranian - internationally - geofencing 20 187_starlink_cyberwar_ukranian_internationally
188 ba2subomicron - variant - deltacron - antibodies - cyprus 20 188_ba2subomicron_variant_deltacron_antibodies
189 hoax - journalists - undercover - james - wiretapping 20 189_hoax_journalists_undercover_james

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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