metadata
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
MARTINI_enrich_BERTopic_QNewsOfficialTV
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_QNewsOfficialTV")
topic_model.get_topic_info()
Topic overview
- Number of topics: 112
- Number of training documents: 12287
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | deepstate - biden - trump - federal - executed | 20 | -1_deepstate_biden_trump_federal |
| 0 | vaccinated - pfizer - bioweapons - deadliest - clots | 7129 | 0_vaccinated_pfizer_bioweapons_deadliest |
| 1 | ascension - chakras - beings - consciousness - hopi | 152 | 1_ascension_chakras_beings_consciousness |
| 2 | biden - whistleblower - bribes - sextapes - bqqqqqqqmjesse | 134 | 2_biden_whistleblower_bribes_sextapes |
| 3 | hamas - israelis - gazans - fallujah - genocide | 131 | 3_hamas_israelis_gazans_fallujah |
| 4 | transgenderism - lgbtq - boycotts - mutilations - perverted | 113 | 4_transgenderism_lgbtq_boycotts_mutilations |
| 5 | illegals - cartel - smuggling - mexikanischem - schmuggeltunnel | 110 | 5_illegals_cartel_smuggling_mexikanischem |
| 6 | blessings - worship - grace - merciful - miracles | 108 | 6_blessings_worship_grace_merciful |
| 7 | mariupol - severodonetsk - bqqqqqqqmukraine - russophobia - vladimir | 103 | 7_mariupol_severodonetsk_bqqqqqqqmukraine_russophobia |
| 8 | patriots - freedom - defends - warrior - godspeed | 102 | 8_patriots_freedom_defends_warrior |
| 9 | impeachment - pelosi - mistrial - warmongers - newsline | 98 | 9_impeachment_pelosi_mistrial_warmongers |
| 10 | patriot - thanqqq - channel - welcome - 744 | 92 | 10_patriot_thanqqq_channel_welcome |
| 11 | illuminati - heineken - adrenochroming - nightclub - demonic | 86 | 11_illuminati_heineken_adrenochroming_nightclub |
| 12 | jfkjr - bqqqqqqqmjfk - showsjohn - marilyn - assassinated | 81 | 12_jfkjr_bqqqqqqqmjfk_showsjohn_marilyn |
| 13 | charlie - jason - thrivetimeshow - neal - welcomes | 80 | 13_charlie_jason_thrivetimeshow_neal |
| 14 | indonesia - archipelago - sumba - sunrise - vanuatu | 80 | 14_indonesia_archipelago_sumba_sunrise |
| 15 | globalists - jones - newsweek - firestorm - alert | 79 | 15_globalists_jones_newsweek_firestorm |
| 16 | trudeau - protestors - alberta - policeman - expressway | 78 | 16_trudeau_protestors_alberta_policeman |
| 17 | released - redemptions - dinar - imf - iraq | 77 | 17_released_redemptions_dinar_imf |
| 18 | patriot - discountcode - sponsored - unvacced - wear | 77 | 18_patriot_discountcode_sponsored_unvacced |
| 19 | epstein - ghislaine - pedophiles - prince - billionaire | 70 | 19_epstein_ghislaine_pedophiles_prince |
| 20 | hello - morning - blessings - patriots - wednesday | 69 | 20_hello_morning_blessings_patriots |
| 21 | co2 - alarmists - greening - climatologist - thunberg | 67 | 21_co2_alarmists_greening_climatologist |
| 22 | woensdagavond - bqqqqqqming - live - allernieuwste - final | 66 | 22_woensdagavond_bqqqqqqming_live_allernieuwste |
| 23 | smoothie - blueberries - turmeric - antioxidants - papaya | 65 | 23_smoothie_blueberries_turmeric_antioxidants |
| 24 | gunman - massacre - assault - antifa - fargo | 64 | 24_gunman_massacre_assault_antifa |
| 25 | nieuwsberichten - donderdag - vanavond - allerlaatste - nl | 57 | 25_nieuwsberichten_donderdag_vanavond_allerlaatste |
| 26 | bqqqqqqqmgematria - 215 - resurrection - numbers - jfk | 54 | 26_bqqqqqqqmgematria_215_resurrection_numbers |
| 27 | netherlands - lockdown - protesters - shot - pogroms | 54 | 27_netherlands_lockdown_protesters_shot |
| 28 | declassified - prez - bullsh - panicking - happens | 53 | 28_declassified_prez_bullsh_panicking |
| 29 | vlaggen - nieuwste - telegramkanaal - donderdag - patriot | 53 | 29_vlaggen_nieuwste_telegramkanaal_donderdag |
| 30 | rodriguez - juan - savin - jfkjr - michael | 52 | 30_rodriguez_juan_savin_jfkjr |
| 31 | pedophiles - trafficked - orphanages - mercy - penalty | 51 | 31_pedophiles_trafficked_orphanages_mercy |
| 32 | guantanamo - treason - milley - admiral - enlisted | 51 | 32_guantanamo_treason_milley_admiral |
| 33 | earther - heliocentric - orbiting - bqqqqqqqmflat - shape | 50 | 33_earther_heliocentric_orbiting_bqqqqqqqmflat |
| 34 | australia - lockdown - enforcing - unvaccinated - feminazi | 48 | 34_australia_lockdown_enforcing_unvaccinated |
| 35 | trump - presidents - smithsonian - greatest - salutes | 47 | 35_trump_presidents_smithsonian_greatest |
| 36 | fauci - bioweaponization - leaked - conspiring - misleads | 47 | 36_fauci_bioweaponization_leaked_conspiring |
| 37 | extraterrestrials - eisenhower - oumuamua - conducted - 1954 | 46 | 37_extraterrestrials_eisenhower_oumuamua_conducted |
| 38 | propaganda - whistleblowing - cnn - projectveritas - pravda | 46 | 38_propaganda_whistleblowing_cnn_projectveritas |
| 39 | recession - bailout - fednow - volatility - october | 44 | 39_recession_bailout_fednow_volatility |
| 40 | beginnings - breathe - always - blessing - smiled | 44 | 40_beginnings_breathe_always_blessing |
| 41 | inspirational - godspeed - miracles - blessed - psalms | 44 | 41_inspirational_godspeed_miracles_blessed |
| 42 | anons - darkbert - channel - operationq - corona_offline_deac | 44 | 42_anons_darkbert_channel_operationq |
| 43 | patriot - thanqqq - bless - invite - 57 | 43 | 43_patriot_thanqqq_bless_invite |
| 44 | twitter - musk - bqqqqqqqmelon - takeover - carlson | 43 | 44_twitter_musk_bqqqqqqqmelon_takeover |
| 45 | pedobilderberg - nederland - bodegraven - knevel - getuigen | 42 | 45_pedobilderberg_nederland_bodegraven_knevel |
| 46 | mauii - hawaii - wildfires - bqqqqqqqmmaui - bqqqqqqqmdeepstate | 42 | 46_mauii_hawaii_wildfires_bqqqqqqqmmaui |
| 47 | canada - queen - romanadidulo - hrh - allies | 41 | 47_canada_queen_romanadidulo_hrh |
| 48 | ballots - arizona - senate - update - vaccinated | 41 | 48_ballots_arizona_senate_update |
| 49 | tunnels - beneath - jerusalem - blackwater - bqqqqqqqmdumbs | 41 | 49_tunnels_beneath_jerusalem_blackwater |
| 50 | contaminants - bqqqqqqqmdetoxification - fluoride - bottled - sugar | 40 | 50_contaminants_bqqqqqqqmdetoxification_fluoride_bottled |
| 51 | micheal - jaco - unleashing - state - wwiii | 40 | 51_micheal_jaco_unleashing_state |
| 52 | abortions - overturned - ginsburg - abolishing - firebombing | 40 | 52_abortions_overturned_ginsburg_abolishing |
| 53 | melania - flotus - president - beautiful - god | 39 | 53_melania_flotus_president_beautiful |
| 54 | scriptures - ignoring - holiness - evildoers - judah | 38 | 54_scriptures_ignoring_holiness_evildoers |
| 55 | russiagate - mueller - collusion - whistleblower - perjury | 38 | 55_russiagate_mueller_collusion_whistleblower |
| 56 | wildfires - explosions - waldbranden - bqqqqqqqmalgeria - ausbruch | 37 | 56_wildfires_explosions_waldbranden_bqqqqqqqmalgeria |
| 57 | awakening - apocalypse - nibiru - timeline - archangel | 37 | 57_awakening_apocalypse_nibiru_timeline |
| 58 | patriot - awakening - thanqqq - subscribers - 474 | 37 | 58_patriot_awakening_thanqqq_subscribers |
| 59 | trump - rushmore - maralago - june - speakers | 37 | 59_trump_rushmore_maralago_june |
| 60 | tranny - dolly - men - actors - estrogen | 36 | 60_tranny_dolly_men_actors |
| 61 | tesla - prius - automakers - driverless - renewables | 36 | 61_tesla_prius_automakers_driverless |
| 62 | mandates - vaccine - eeoc - exempt - medicare | 36 | 62_mandates_vaccine_eeoc_exempt |
| 63 | beautiful - 5d - rising - lives - hello | 36 | 63_beautiful_5d_rising_lives |
| 64 | hydroxchloroquine - ivermectin - detoxify - serrapeptase - quercetin | 36 | 64_hydroxchloroquine_ivermectin_detoxify_serrapeptase |
| 65 | fenbendazole - dewormer - detox - tippens - fish | 35 | 65_fenbendazole_dewormer_detox_tippens |
| 66 | thanqqq - members - bless - conservative - 41 | 35 | 66_thanqqq_members_bless_conservative |
| 67 | parasites - demons - everyone - heal - brothers | 34 | 67_parasites_demons_everyone_heal |
| 68 | maersk - suez - romania_evergreen - container - trafficked | 33 | 68_maersk_suez_romania_evergreen_container |
| 69 | oldies - patriot - greatest - aerosmith - 1970s | 33 | 69_oldies_patriot_greatest_aerosmith |
| 70 | blessings - nsa - president - melania - flotus | 33 | 70_blessings_nsa_president_melania |
| 71 | censorship - snowden - zuckerberg - parler - fcc | 33 | 71_censorship_snowden_zuckerberg_parler |
| 72 | chemtrails - bqqqqqqqmgeo - meteorologists - flightradar24 - cloud | 32 | 72_chemtrails_bqqqqqqqmgeo_meteorologists_flightradar24 |
| 73 | hoodies - bqqm - webshop - q22022021q - new | 32 | 73_hoodies_bqqm_webshop_q22022021q |
| 74 | patriot - welcome - thanqqq - channel - 700 | 31 | 74_patriot_welcome_thanqqq_channel |
| 75 | qnewsofficialtv - toegangskaarten - nieuwe - belgie - locatie | 30 | 75_qnewsofficialtv_toegangskaarten_nieuwe_belgie |
| 76 | documentaries - bitchute - uncovering - vaxx - 2022 | 30 | 76_documentaries_bitchute_uncovering_vaxx |
| 77 | ballots - michigan - fraudulent - switched - testified | 30 | 77_ballots_michigan_fraudulent_switched |
| 78 | channel - wwg - qanon - patriots - news | 30 | 78_channel_wwg_qanon_patriots |
| 79 | cloningthe - bqqqqqqqmcloning - humanoids - womb - implanted | 29 | 79_cloningthe_bqqqqqqqmcloning_humanoids_womb |
| 80 | tucker - cnn - propagandists - unvaxxed - lunatic | 29 | 80_tucker_cnn_propagandists_unvaxxed |
| 81 | bqqqm - patriot - hoodies - 1776 - webshop | 28 | 81_bqqqm_patriot_hoodies_1776 |
| 82 | pompeo - khashoggi - tweeted - q8 - decode | 27 | 82_pompeo_khashoggi_tweeted_q8 |
| 83 | tataria - empire - prophecies - cathedrals - westinghouse | 27 | 83_tataria_empire_prophecies_cathedrals |
| 84 | petrodollar - shortages - hydroelectric - diesel - catastrophic | 27 | 84_petrodollar_shortages_hydroelectric_diesel |
| 85 | songsbest - warbest - vietnam - patriot - 60s | 26 | 85_songsbest_warbest_vietnam_patriot |
| 86 | prayers - marcus - today - psalm - verse | 26 | 86_prayers_marcus_today_psalm |
| 87 | reptilians - clones - shapeshifter - vril - hd | 26 | 87_reptilians_clones_shapeshifter_vril |
| 88 | fenbendazole - parasites - dewormer - mycotoxin - intracellular | 25 | 88_fenbendazole_parasites_dewormer_mycotoxin |
| 89 | deepstates - pompeo - washington - inauguration - jan | 25 | 89_deepstates_pompeo_washington_inauguration |
| 90 | covid - rothschild - nanobots - bqqqqqqqmfake - falsify | 25 | 90_covid_rothschild_nanobots_bqqqqqqqmfake |
| 91 | khazarians - illuminati - pope - oligarchs - warburgs | 25 | 91_khazarians_illuminati_pope_oligarchs |
| 92 | fauci - globalists - lockdowns - deadly - mandated | 25 | 92_fauci_globalists_lockdowns_deadly |
| 93 | patriot - oldies - vietnam - greatest - playlist | 24 | 93_patriot_oldies_vietnam_greatest |
| 94 | currencies - treasury - silver - bqqqqqqqmbanned - frn | 24 | 94_currencies_treasury_silver_bqqqqqqqmbanned |
| 95 | fenbendazole - dewormer - spirochetes - alzheimer - fetuses | 24 | 95_fenbendazole_dewormer_spirochetes_alzheimer |
| 96 | fenbendazole - parasites - leukemia - tippins - eradicated | 23 | 96_fenbendazole_parasites_leukemia_tippins |
| 97 | nederland - verplichte - koning - politie - niemand | 23 | 97_nederland_verplichte_koning_politie |
| 98 | flynn - traitor - lindell - brainwashed - liberals | 23 | 98_flynn_traitor_lindell_brainwashed |
| 99 | trafficking - freedommilitary - filmtrailer - grossed - july | 23 | 99_trafficking_freedommilitary_filmtrailer_grossed |
| 100 | bqqqqqqqmmichael - bqqqqqqqmwake - bqqqqqqqmpatriot - bqqqqqqqmfamily - bqqqqqqqmmonsters | 22 | 100_bqqqqqqqmmichael_bqqqqqqqmwake_bqqqqqqqmpatriot_bqqqqqqqmfamily |
| 101 | ww3 - mossad - starlink - blackout - codemonkeyz | 22 | 101_ww3_mossad_starlink_blackout |
| 102 | reichstag - berlin - friedensvertrag - patrioten - nicht | 21 | 102_reichstag_berlin_friedensvertrag_patrioten |
| 103 | parasites - ivermectin - lyme - fenbendazole - goats | 21 | 103_parasites_ivermectin_lyme_fenbendazole |
| 104 | yangtze - tiananmen - floods - chongqing - henan | 21 | 104_yangtze_tiananmen_floods_chongqing |
| 105 | bless - nsa - melania - president - patriot | 21 | 105_bless_nsa_melania_president |
| 106 | trump - bqqqqqqqmpresident - maga - greatest - goodyear | 21 | 106_trump_bqqqqqqqmpresident_maga_greatest |
| 107 | nesara - treasury - irs - abolishes - jubilee | 21 | 107_nesara_treasury_irs_abolishes |
| 108 | troops - march - germany - missile - transported | 20 | 108_troops_march_germany_missile |
| 109 | ukraine - putin - nato - pentagon - mi6 | 20 | 109_ukraine_putin_nato_pentagon |
| 110 | brics - dollarization - sanctions - russia - rubles | 20 | 110_brics_dollarization_sanctions_russia |
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