MARTINI_enrich_BERTopic_TheConspiracyHole
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_TheConspiracyHole")
topic_model.get_topic_info()
Topic overview
- Number of topics: 92
- Number of training documents: 13678
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | vaccinated - 2021 - biden - satanic - link | 20 | -1_vaccinated_2021_biden_satanic |
| 0 | psalms - salvation - thessalonians - nkjv - righteousness | 8018 | 0_psalms_salvation_thessalonians_nkjv |
| 1 | illuminati - freemasons - lucifer - demiurge - pentagram | 367 | 1_illuminati_freemasons_lucifer_demiurge |
| 2 | famine - shortages - usda - harvest - soybeans | 191 | 2_famine_shortages_usda_harvest |
| 3 | ukraine - kremlin - zaporizhzhia - missiles - warnews | 182 | 3_ukraine_kremlin_zaporizhzhia_missiles |
| 4 | pentecost - ephesians - sunday - hosanna - rejoice | 159 | 4_pentecost_ephesians_sunday_hosanna |
| 5 | nsw - arrested - australians - protests - lockdown | 155 | 5_nsw_arrested_australians_protests |
| 6 | zionist - jews - rothschild - holocaust - bolsheviks | 146 | 6_zionist_jews_rothschild_holocaust |
| 7 | wormhole - timeline - hellbound - kingsman - 2026 | 142 | 7_wormhole_timeline_hellbound_kingsman |
| 8 | nasa - mooned - apollo - satellites - liftoff | 131 | 8_nasa_mooned_apollo_satellites |
| 9 | hamas - hezbollah - netanyahu - airstrikes - beirut | 131 | 9_hamas_hezbollah_netanyahu_airstrikes |
| 10 | illegals - deported - border - smugglers - panama | 120 | 10_illegals_deported_border_smugglers |
| 11 | pizzagate - clinton - ghislaine - scandals - blackmail | 116 | 11_pizzagate_clinton_ghislaine_scandals |
| 12 | covidiots - videos - australia - falsified - alltheworlsastage | 113 | 12_covidiots_videos_australia_falsified |
| 13 | chatgpt - bot - artificial - robots - sophia | 112 | 13_chatgpt_bot_artificial_robots |
| 14 | chemtrails - rainmaking - spraying - cloud - stratospheric | 102 | 14_chemtrails_rainmaking_spraying_cloud |
| 15 | vaers - vaccinations - pfizer - fatalities - injections | 94 | 15_vaers_vaccinations_pfizer_fatalities |
| 16 | shortages - gazprom - price - surged - crude | 93 | 16_shortages_gazprom_price_surged |
| 17 | gunman - victims - police - stabbed - texas | 92 | 17_gunman_victims_police_stabbed |
| 18 | ethnocentrism - racists - whites - raceblind - mulatto | 89 | 18_ethnocentrism_racists_whites_raceblind |
| 19 | vaxxholes - mrna - injections - adenovirus - immunologist | 84 | 19_vaxxholes_mrna_injections_adenovirus |
| 20 | ballots - rigged - lindell - smartmatic - newsmax | 82 | 20_ballots_rigged_lindell_smartmatic |
| 21 | convoy - truckers - ottawa - blockade - tow | 82 | 21_convoy_truckers_ottawa_blockade |
| 22 | cashless - fednow - abolishing - dollar - bitcoin | 81 | 22_cashless_fednow_abolishing_dollar |
| 23 | 911truth - mossad - 9ll - silverstein - bombs | 80 | 23_911truth_mossad_9ll_silverstein |
| 24 | xenobots - neuromorphic - embryo - implants - musk | 80 | 24_xenobots_neuromorphic_embryo_implants |
| 25 | doug - mablog - pastor - postmillennialism - episode | 75 | 25_doug_mablog_pastor_postmillennialism |
| 26 | censorship - zuckerberg - decentralized - blocked - websites | 73 | 26_censorship_zuckerberg_decentralized_blocked |
| 27 | starforts - worlds - buildings - tartaria - forbidden | 67 | 27_starforts_worlds_buildings_tartaria |
| 28 | nephilim - angels - elohim - israelites - giants | 67 | 28_nephilim_angels_elohim_israelites |
| 29 | gates - corbettreport - immunization - plandemic - billions | 65 | 29_gates_corbettreport_immunization_plandemic |
| 30 | ufo - meteor - sighting - pentagon - fighters | 64 | 30_ufo_meteor_sighting_pentagon |
| 31 | coronovirus - plague - noninfected - bullshit - vesicles | 63 | 31_coronovirus_plague_noninfected_bullshit |
| 32 | mandates - vaccinated - employers - biden - statewide | 62 | 32_mandates_vaccinated_employers_biden |
| 33 | antichrist - satanic - illuminati - prophecies - kundalini | 58 | 33_antichrist_satanic_illuminati_prophecies |
| 34 | youtube - shakingmyhead - contributed - jackdawkins - f_zion | 57 | 34_youtube_shakingmyhead_contributed_jackdawkins |
| 35 | biometric - fingerprint - identities - surveillance - article__https | 57 | 35_biometric_fingerprint_identities_surveillance |
| 36 | mkultra - hypnotic - controlled - link__monarch - dissociation | 56 | 36_mkultra_hypnotic_controlled_link__monarch |
| 37 | lennon - faked - jfk - zapruder - assassinations | 53 | 37_lennon_faked_jfk_zapruder |
| 38 | earther - globe - cosmogonies - spherical - compasses | 50 | 38_earther_globe_cosmogonies_spherical |
| 39 | davos - weltwirtschaftsforums - crisis - agenda - reawakening | 49 | 39_davos_weltwirtschaftsforums_crisis_agenda |
| 40 | antifa - rioters - arrests - videos - atlanta | 49 | 40_antifa_rioters_arrests_videos |
| 41 | cointelpro - rulers - mcveigh - reptilians - albuquerque | 48 | 41_cointelpro_rulers_mcveigh_reptilians |
| 42 | novavax - doses - booster - walgreens - immunocompromised | 47 | 42_novavax_doses_booster_walgreens |
| 43 | transgender - puberty - medicalization - pediatricians - hysterectomies | 47 | 43_transgender_puberty_medicalization_pediatricians |
| 44 | extraterrestrials - link__ufo - debunked - sitchin - demons | 47 | 44_extraterrestrials_link__ufo_debunked_sitchin |
| 45 | egyptologists - pyramids - karnak - hieroglyphics - magical | 46 | 45_egyptologists_pyramids_karnak_hieroglyphics |
| 46 | scotus - overruling - filibuster - amendment - rifles | 45 | 46_scotus_overruling_filibuster_amendment |
| 47 | numerology - 36th - trump - days - mayhem | 44 | 47_numerology_36th_trump_days |
| 48 | killers - dahmer - link__programed - satanic - mcgowan | 43 | 48_killers_dahmer_link__programed_satanic |
| 49 | giants - megaliths - nephilim - polydactylism - skeletons | 43 | 49_giants_megaliths_nephilim_polydactylism |
| 50 | taiwan - defence - warplanes - invade - wei | 43 | 50_taiwan_defence_warplanes_invade |
| 51 | masks - covidpass - oxygen - mandatory - biohazardous | 42 | 51_masks_covidpass_oxygen_mandatory |
| 52 | fauci - coronaviruses - funded - vaccinia - institutes | 42 | 52_fauci_coronaviruses_funded_vaccinia |
| 53 | trump - antichrist - ultimately - grover - link__is | 41 | 53_trump_antichrist_ultimately_grover |
| 54 | communismbythebackdoor - illuminati - tyrants - revolutions - thegreateststorynevertold | 41 | 54_communismbythebackdoor_illuminati_tyrants_revolutions |
| 55 | quantumofconscience - download - watching - crap - nilc | 40 | 55_quantumofconscience_download_watching_crap |
| 56 | mandela - staveley - statue - columbo - misremembering | 38 | 56_mandela_staveley_statue_columbo |
| 57 | rothschild - jekyll - edward - conspired - wealthy | 37 | 57_rothschild_jekyll_edward_conspired |
| 58 | hoaxathon - videos - shooting - terroranschlag - zionist | 37 | 58_hoaxathon_videos_shooting_terroranschlag |
| 59 | fbi - informant - seditious - unindicted - subpoenas | 36 | 59_fbi_informant_seditious_unindicted |
| 60 | vatican - jesuits - catacombs - seminarians - archives | 35 | 60_vatican_jesuits_catacombs_seminarians |
| 61 | link__propaganda - bernays - brainwashing - subconsciously - governed | 35 | 61_link__propaganda_bernays_brainwashing_subconsciously |
| 62 | sunday - orthodoxchristianperspective - godsquad - withgodeverthingspossible - mingmingnomercy | 35 | 62_sunday_orthodoxchristianperspective_godsquad_withgodeverthingspossible |
| 63 | simulacra - brainwashing - huxley - panpsychism - 1984 | 33 | 63_simulacra_brainwashing_huxley_panpsychism |
| 64 | fetuses - aborted - abortionist - centerformedicalprogress - dissected | 33 | 64_fetuses_aborted_abortionist_centerformedicalprogress |
| 65 | fdic - depositors - jpmorgan - imploding - solvency | 33 | 65_fdic_depositors_jpmorgan_imploding |
| 66 | bullshit - meme - yall - retarded - gay | 32 | 66_bullshit_meme_yall_retarded |
| 67 | musk - billionaire - twitter - shares - nbcuniversal | 32 | 67_musk_billionaire_twitter_shares |
| 68 | archiviokubrick - odyssey - snowpiercer - nasa - wonka | 31 | 68_archiviokubrick_odyssey_snowpiercer_nasa |
| 69 | thimerosal - vaccinated - measles - antibodies - hpv | 30 | 69_thimerosal_vaccinated_measles_antibodies |
| 70 | _5g - verizon - 60ghz - jammer - radiation | 30 | 70__5g_verizon_60ghz_jammer |
| 71 | seminar - michael - godhead - melchizedek - demonic | 30 | 71_seminar_michael_godhead_melchizedek |
| 72 | mortalities - cdc - seroprevalence - percent - 67000 | 30 | 72_mortalities_cdc_seroprevalence_percent |
| 73 | sdgs - unsustainable - globohomo - 2030 - collectivist | 29 | 73_sdgs_unsustainable_globohomo_2030 |
| 74 | rates - inflation - raised - federal - surges | 28 | 74_rates_inflation_raised_federal |
| 75 | transhumania - cyborgs - technocracy - nanobots - biotechnologies | 28 | 75_transhumania_cyborgs_technocracy_nanobots |
| 76 | nephilim - clowns - rakshasa - gorgonesque - coulrophobia | 25 | 76_nephilim_clowns_rakshasa_gorgonesque |
| 77 | antarctica - shackleton - republic - beyond - adventurer | 25 | 77_antarctica_shackleton_republic_beyond |
| 78 | omicron - variants - contagious - delta - colorado | 24 | 78_omicron_variants_contagious_delta |
| 79 | teachers - superintendent - fwisd - fairfax - heterosexual | 23 | 79_teachers_superintendent_fwisd_fairfax |
| 80 | nukes - megatons - uranium - hiroshima - fishbowl | 23 | 80_nukes_megatons_uranium_hiroshima |
| 81 | link__babylon - samhain - pagan - syncretism - semiramis | 23 | 81_link__babylon_samhain_pagan_syncretism |
| 82 | kilauea - supervolcano - eruptions - stratovolcano - volcanologists | 23 | 82_kilauea_supervolcano_eruptions_stratovolcano |
| 83 | saxons - phoenicians - teutoburg - subverting - verschworungstheorien | 23 | 83_saxons_phoenicians_teutoburg_subverting |
| 84 | monkeypox - outbreaks - macaque - ghebreyesus - homosexuals | 22 | 84_monkeypox_outbreaks_macaque_ghebreyesus |
| 85 | tornadoes - us_stormwatch - blizzard - iowa - meteorologist | 22 | 85_tornadoes_us_stormwatch_blizzard_iowa |
| 86 | eclipses - solstice - supermoons - penumbral - crescent | 22 | 86_eclipses_solstice_supermoons_penumbral |
| 87 | footballer - died - coulibaly - cpr - qatar | 22 | 87_footballer_died_coulibaly_cpr |
| 88 | milgram - experimented - atrocities - coerced - obey | 22 | 88_milgram_experimented_atrocities_coerced |
| 89 | fluoridated - toothpaste - mercola - neurotoxicity - sucralose | 21 | 89_fluoridated_toothpaste_mercola_neurotoxicity |
| 90 | dollarization - yuan - rupees - reserves - chinadaily | 20 | 90_dollarization_yuan_rupees_reserves |
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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