MARTINI_enrich_BERTopic_artwithaim

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_artwithaim")

topic_model.get_topic_info()

Topic overview

• Number of topics: 77
• Number of training documents: 11688

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vaccinated - pfizer - freedom - everyone - live	20	-1_vaccinated_pfizer_freedom_everyone
0	ascension - souls - visionaries - empathy - airika	7801	0_ascension_souls_visionaries_empathy
1	detox - glutathione - probiotics - turmeric - pesticides	156	1_detox_glutathione_probiotics_turmeric
2	unvaxxed - lausd - mandated - exemptions - illinois	118	2_unvaxxed_lausd_mandated_exemptions
3	mkultra - traffickers - satanic - rituals - kidman	108	3_mkultra_traffickers_satanic_rituals
4	facemasks - asbestos - microplastic - unmasked - influenza	107	4_facemasks_asbestos_microplastic_unmasked
5	shadowbanned - facebook - censorship - deplatformed - airika	105	5_shadowbanned_facebook_censorship_deplatformed
6	radiofrequency - dangers - mhz - 5gee - altimeters	102	6_radiofrequency_dangers_mhz_5gee
7	globalists - davos - soros - russia - глобальных	94	7_globalists_davos_soros_russia
8	fires - пожар - blaze - destroyed - iowa	94	8_fires_пожар_blaze_destroyed
9	epstein - billionaire - kushner - ghislaine - mossad	93	9_epstein_billionaire_kushner_ghislaine
10	pfizer - vaers - deaths - doses - 2021	92	10_pfizer_vaers_deaths_doses
11	artwithaim8 - redbubble - illustrations - sweatshirts - embroidered	90	11_artwithaim8_redbubble_illustrations_sweatshirts
12	russians - россии - decembrist - vladimir - хорошии	90	12_russians_россии_decembrist_vladimir
13	died - spartak - athlete - myocarditis - collapses	88	13_died_spartak_athlete_myocarditis
14	artwithaim8 - bitchute - youtube - episodes - banned	85	14_artwithaim8_bitchute_youtube_episodes
15	australians - queensland - victoria - tortured - vaccinere	79	15_australians_queensland_victoria_tortured
16	illegals - refugee - border - juarez - soros	79	16_illegals_refugee_border_juarez
17	yeeeaaaa - kickin - bitches - patooty - karaoke	75	17_yeeeaaaa_kickin_bitches_patooty
18	ai - humanoid - гуманоидов - kurzweil - promobot	71	18_ai_humanoid_гуманоидов_kurzweil
19	farmers - fuels - decarbonization - fertiliser - nitrogen	71	19_farmers_fuels_decarbonization_fertiliser
20	wikileaks - clinton - lewinsky - pedopodesta - pornhub	66	20_wikileaks_clinton_lewinsky_pedopodesta
21	chemtrails - geoengineering - clouds - ionosphere - haarp	66	21_chemtrails_geoengineering_clouds_ionosphere
22	musk - transhumanism - genius - optimus - edison	61	22_musk_transhumanism_genius_optimus
23	nanobots - vaccinated - morgellons - vials - hydrogel	61	23_nanobots_vaccinated_morgellons_vials
24	remdesivir - midazolam - intravenous - hospitalists - overdosing	59	24_remdesivir_midazolam_intravenous_hospitalists
25	dioxins - ohio - hazardous - derailments - methanol	59	25_dioxins_ohio_hazardous_derailments
26	gates - вакцины - glaxosmithkline - billionaire - unicef	57	26_gates_вакцины_glaxosmithkline_billionaire
27	biden - pompeo - inauguration - greatawakeningofficial - beijing	57	27_biden_pompeo_inauguration_greatawakeningofficial
28	globalists - pandemics - sovereignty - guterres - amendments	53	28_globalists_pandemics_sovereignty_guterres
29	scum - damned - evil - subhuman - repugnant	53	29_scum_damned_evil_subhuman
30	motherfauci - wuhan - virology - institute - 2020	51	30_motherfauci_wuhan_virology_institute
31	homosexuals - lgbtq - pedosexual - pervert - sickos	48	31_homosexuals_lgbtq_pedosexual_pervert
32	pilots - airways - qantas - aussiefreedomflyers - heathrow	45	32_pilots_airways_qantas_aussiefreedomflyers
33	hamas - gaza - palestinos - israelies - genocide	45	33_hamas_gaza_palestinos_israelies
34	aadhaar - skynet - netherlands - worldcoin - idvt	43	34_aadhaar_skynet_netherlands_worldcoin
35	sprouting - planted - tomatoes - gardener - okra	43	35_sprouting_planted_tomatoes_gardener
36	france - demokratischerwiderstand - macron - zemmour - pogroms	43	36_france_demokratischerwiderstand_macron_zemmour
37	donetsk - zaporizhzhya - gaza - cnn - denazification	43	37_donetsk_zaporizhzhya_gaza_cnn
38	mediaukraine - yanukovich - severodonetsk - kadyrov - belarusian	42	38_mediaukraine_yanukovich_severodonetsk_kadyrov
39	vaccine - cvinjuriesanddeaths - strokes - guillain - myocarditis	41	39_vaccine_cvinjuriesanddeaths_strokes_guillain
40	trudeau - winnipeg - ctvnews - millennials - hacked	41	40_trudeau_winnipeg_ctvnews_millennials
41	convoy - trudeau - protesters - barricades - freedomeuro	40	41_convoy_trudeau_protesters_barricades
42	ukraine - biolaboratories - pentagon - ebola - counterproliferation	39	42_ukraine_biolaboratories_pentagon_ebola
43	vaccines - injection - nucleocapsid - tetanus - clotting	37	43_vaccines_injection_nucleocapsid_tetanus
44	vaccinated - quarantine - passport - thailand - moldova	36	44_vaccinated_quarantine_passport_thailand
45	cashless - banknote - cryptocurrency - cbdc - yuan	36	45_cashless_banknote_cryptocurrency_cbdc
46	protests - lockdown - theeuropenews - tyranny - parliament	36	46_protests_lockdown_theeuropenews_tyranny
47	antifa - insurrection - capitol - storming - jan	36	47_antifa_insurrection_capitol_storming
48	shanghai - quarantine - zhengzhou - китаи - elizabethcliu	34	48_shanghai_quarantine_zhengzhou_китаи
49	virologists - corona - pasteur - fakeologist - hpv	34	49_virologists_corona_pasteur_fakeologist
50	fdic - bankers - selloffs - monetary - recession	33	50_fdic_bankers_selloffs_monetary
51	vaccinate - zoetis - cows - gmo - mrna	32	51_vaccinate_zoetis_cows_gmo
52	cyborgs - materialists - implants - surveill - aspires	32	52_cyborgs_materialists_implants_surveill
53	lahaina - hawaiians - wildfires - winfrey - underreported	32	53_lahaina_hawaiians_wildfires_winfrey
54	трансгендерным - ihatehersheys - dysphoria - feminists - naked	32	54_трансгендерным_ihatehersheys_dysphoria_feminists
55	traitors - murderers - arrests - punishable - guillotines	30	55_traitors_murderers_arrests_punishable
56	vaccines - mifepristone - chloroquine - june - approvals	28	56_vaccines_mifepristone_chloroquine_june
57	desantis - mandates - unconstitutional - carolina - maskersclubnyc	28	57_desantis_mandates_unconstitutional_carolina
58	foraging - aquaponics - gardeners - orchard - herbs	27	58_foraging_aquaponics_gardeners_orchard
59	impeaching - pelosi - trump - senators - voted	26	59_impeaching_pelosi_trump_senators
60	solari - episodes - catherine - financial - rebellion	26	60_solari_episodes_catherine_financial
61	monkeypox - smallpox - superspreader - mugabe - vigilantfox	26	61_monkeypox_smallpox_superspreader_mugabe
62	ballots - defendingtherepublic - recount - georgia - diebold	25	62_ballots_defendingtherepublic_recount_georgia
63	opossums - cutest - marmoset - creature - omigosh	25	63_opossums_cutest_marmoset_creature
64	neighbourhoods - banbury - councillors - moskva - taxis	24	64_neighbourhoods_banbury_councillors_moskva
65	permaculturists - boycotting - freedomcells - collaborate - panopticon	23	65_permaculturists_boycotting_freedomcells_collaborate
66	zuckerberg - censorship - snapchat - trump - leaked	23	66_zuckerberg_censorship_snapchat_trump
67	vax - injections - morons - anaphylactic - coerced	23	67_vax_injections_morons_anaphylactic
68	pcr - ncov - false - tested - asymptomatic	22	68_pcr_ncov_false_tested
69	artists - pornification - cultist - manson - enlightenment	22	69_artists_pornification_cultist_manson
70	republicans - bannon - neoconservative - tucker - eugenicists	22	70_republicans_bannon_neoconservative_tucker
71	khazarians - millionjews - mossad - antisemitic - goyim	21	71_khazarians_millionjews_mossad_antisemitic
72	enlistment - sergeants - navy - vandenberg - reinstatement	21	72_enlistment_sergeants_navy_vandenberg
73	trudeau - alberta - agentsoftruthchat - decriminalize - fentanyl	21	73_trudeau_alberta_agentsoftruthchat_decriminalize
74	megaliths - archaeologists - mummies - baalbek - sumerian	21	74_megaliths_archaeologists_mummies_baalbek
75	bolsonaro - antivaxx - janeiro - presidents - supreme	20	75_bolsonaro_antivaxx_janeiro_presidents

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