MARTINI_enrich_BERTopic_VigilantFox

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_VigilantFox")

topic_model.get_topic_info()

Topic overview

• Number of topics: 86
• Number of training documents: 8936

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	fauci - vaccinated - pfizer - tucker - mandates	20	-1_fauci_vaccinated_pfizer_tucker
0	germany - protesters - lockdowns - freiburg - nuremberg	4676	0_germany_protesters_lockdowns_freiburg
1	musk - tweets - dorsey - shareholders - censorship	128	1_musk_tweets_dorsey_shareholders
2	covidtruthnet - channel - flccc_alliance - followers - drtesslawrie	128	2_covidtruthnet_channel_flccc_alliance_followers
3	protests - spaniards - catalonia - libertad - coronavirus	124	3_protests_spaniards_catalonia_libertad
4	draghi - unvaccinated - protest - genoa - liberta	102	4_draghi_unvaccinated_protest_genoa
5	netherlands - agriculturists - staghouwer - protests - nitrogen	102	5_netherlands_agriculturists_staghouwer_protests
6	macron - marseille - vaccinate - protesters - liberte	97	6_macron_marseille_vaccinate_protesters
7	ballots - lindell - summit - georgia - vfox	94	7_ballots_lindell_summit_georgia
8	victoria - protesters - unvaccinated - canberra - queensland	93	8_victoria_protesters_unvaccinated_canberra
9	ukraine - zelensky - kakhovka - warmongering - kennedy	90	9_ukraine_zelensky_kakhovka_warmongering
10	katie - maricopa - ballots - hobbs - gubernatorial	89	10_katie_maricopa_ballots_hobbs
11	vaccinating - worldcouncilforhealth - acip - hyperimmune - infants	87	11_vaccinating_worldcouncilforhealth_acip_hyperimmune
12	ivermectin - paxlovid - fenbendazole - overdose - tylenol	83	12_ivermectin_paxlovid_fenbendazole_overdose
13	vaccinated - revaccinations - omicron - reinfection - transmissable	81	13_vaccinated_revaccinations_omicron_reinfection
14	desantis - floridians - indoctrinate - superintendent - dictatorial	80	14_desantis_floridians_indoctrinate_superintendent
15	christineanderson - mep - ursula - unelected - misanthropists	77	15_christineanderson_mep_ursula_unelected
16	deaths - dowd - 2022 - millennials - blackrock	76	16_deaths_dowd_2022_millennials
17	clots - thrombogenic - myocarditis - eliquis - amyloid	72	17_clots_thrombogenic_myocarditis_eliquis
18	lockdowns - vienna - protesters - unvaccinated - volksverrater	72	18_lockdowns_vienna_protesters_unvaccinated
19	rockefeller - billion - monopolized - microsoft - bioterrorist	67	19_rockefeller_billion_monopolized_microsoft
20	trudeau - montreal - alberta - nazis - arrivecan	67	20_trudeau_montreal_alberta_nazis
21	unvaccinated - thimerosal - rfk - measles - cdc	66	21_unvaccinated_thimerosal_rfk_measles
22	kavanaugh - rioters - massacre - waukesha - overturned	65	22_kavanaugh_rioters_massacre_waukesha
23	remdesivir - intubated - medicare - deadly - midazolam	62	23_remdesivir_intubated_medicare_deadly
24	ketosis - energetichealthinstitute - supplement - quercetin - melatonin	57	24_ketosis_energetichealthinstitute_supplement_quercetin
25	disinformation - orwellian - taibbi - censor - tiktok	57	25_disinformation_orwellian_taibbi_censor
26	worldcouncilforhealth - summitfortruth - bolsonaro - newsroom - collapsing	55	26_worldcouncilforhealth_summitfortruth_bolsonaro_newsroom
27	masks - americasfrontlinedoctors - uncovered - inhaled - aspergillus	53	27_masks_americasfrontlinedoctors_uncovered_inhaled
28	rfk - freedomfest - censorship - jefferson - congresspeople	52	28_rfk_freedomfest_censorship_jefferson
29	convoy - beltway - hagerstown - uncoverdc - supporters	52	29_convoy_beltway_hagerstown_uncoverdc
30	zelenko - freedommed - hydroxychloroquine - zinc - miraculous	51	30_zelenko_freedommed_hydroxychloroquine_zinc
31	tumors - diagnosed - makis - shingles - shots	51	31_tumors_diagnosed_makis_shingles
32	biden - inflation - gasoline - russia - powell	50	32_biden_inflation_gasoline_russia
33	pandemic - sovereignty - stopthewho - sanctions - amendments	49	33_pandemic_sovereignty_stopthewho_sanctions
34	biden - mcenany - socialistmop - vilifying - stumbles	47	34_biden_mcenany_socialistmop_vilifying
35	pfizer - foia - floodgates - complicit - december	47	35_pfizer_foia_floodgates_complicit
36	myopericarditis - electrocardiogram - incidence - biomarkers - shot	46	36_myopericarditis_electrocardiogram_incidence_biomarkers
37	protestors - ottawa - officers - arrest - batons	45	37_protestors_ottawa_officers_arrest
38	wellingtonians - zealand - haka - protest - fawkes	45	38_wellingtonians_zealand_haka_protest
39	vaccines - mccullough - epidemiologist - cardiologist - pneumococcal	45	39_vaccines_mccullough_epidemiologist_cardiologist
40	djokovic - unvaccinated - wimbledon - novax - immigration	44	40_djokovic_unvaccinated_wimbledon_novax
41	sapiens - intelligent - noah - yuval - frankenstein	44	41_sapiens_intelligent_noah_yuval
42	amsterdam - protesters - nijmegen - sittard - marietje	42	42_amsterdam_protesters_nijmegen_sittard
43	mengele - violating - consent - bioethical - coerced	42	43_mengele_violating_consent_bioethical
44	impeachment - tucker - blagojevich - weaponized - defendants	42	44_impeachment_tucker_blagojevich_weaponized
45	bidens - fbi - bribery - whistleblowers - laundering	42	45_bidens_fbi_bribery_whistleblowers
46	schools - mask - refusing - washougal - unconstitutional	40	46_schools_mask_refusing_washougal
47	centralized - cbdc - currencies - sovereign - lagarde	40	47_centralized_cbdc_currencies_sovereign
48	nattokinase - bromelain - detoxify - spike - antioxidant	39	48_nattokinase_bromelain_detoxify_spike
49	sudden - dying - cardiac - collapses - athletes	38	49_sudden_dying_cardiac_collapses
50	doomsayers - prevent1984 - collectivism - sacrifices - mightiest	38	50_doomsayers_prevent1984_collectivism_sacrifices
51	capitolpunishment - january - taped - msnbc - surveillance	38	51_capitolpunishment_january_taped_msnbc
52	medicalcensorship - newsom - novavax - veto - enforces	38	52_medicalcensorship_newsom_novavax_veto
53	deaths - vaccination - myocarditis - caused - mccullough	37	53_deaths_vaccination_myocarditis_caused
54	stillbirths - miscarriages - abortions - placental - pfizer	37	54_stillbirths_miscarriages_abortions_placental
55	imposter - scammers - deepfake - the_vigilantfox - followers	36	55_imposter_scammers_deepfake_the_vigilantfox
56	illegals - desantis - rgv - border - sanctuary	36	56_illegals_desantis_rgv_border
57	petitioners - jury - supreme - senators - energetichealthinstitute	35	57_petitioners_jury_supreme_senators
58	deaths - vaers - mccullough - underreporting - 492	35	58_deaths_vaers_mccullough_underreporting
59	fauci - virologists - bioweapons - crackpot - originated	34	59_fauci_virologists_bioweapons_crackpot
60	protestors - riot - aborted - crazies - angeles	34	60_protestors_riot_aborted_crazies
61	oligomenorrhea - menstruate - ovaries - placenta - infertile	33	61_oligomenorrhea_menstruate_ovaries_placenta
62	blockade - ontario - border - truckers - detroit	32	62_blockade_ontario_border_truckers
63	collective - dehumanized - hypnotized - mattias - ideology	32	63_collective_dehumanized_hypnotized_mattias
64	convoy - trudeau - freedom - fredericton - edicts	31	64_convoy_trudeau_freedom_fredericton
65	globalist - wef - enslave - cyberpandemic - nawaz	30	65_globalist_wef_enslave_cyberpandemic
66	pcr - asymptomatic - mullis - false - influenza	29	66_pcr_asymptomatic_mullis_false
67	pfizer - fatalities - strokes - anaphylaxis - 62	29	67_pfizer_fatalities_strokes_anaphylaxis
68	transgenic - vaccinate - ingested - missouri - ribonucleases	29	68_transgenic_vaccinate_ingested_missouri
69	monkeypox - contagious - bioterrorism - propaganda - jynneos	28	69_monkeypox_contagious_bioterrorism_propaganda
70	hydroxychloroquine - myfreedoctor - mccullough - inoculation - suppressed	27	70_hydroxychloroquine_myfreedoctor_mccullough_inoculation
71	dowd - vax - conspirators - bombshell - poisoned	26	71_dowd_vax_conspirators_bombshell
72	transfected - plasmids - oncogenes - transcriptase - methylating	26	72_transfected_plasmids_oncogenes_transcriptase
73	lgbtqia - molesters - grindr - sexualize - kindergartener	26	73_lgbtqia_molesters_grindr_sexualize
74	tiananmen - lockdown - protests - zhejiang - weibo	25	74_tiananmen_lockdown_protests_zhejiang
75	pfizer - died - doses - 95 - redacts	24	75_pfizer_died_doses_95
76	dysphoria - hysterectomies - sexchangeregret - mutilation - helena	24	76_dysphoria_hysterectomies_sexchangeregret_mutilation
77	fauci - congressional - subpoena - funded - investigations	23	77_fauci_congressional_subpoena_funded
78	biden - disinformation - whistleblowers - hacked - dailymail	23	78_biden_disinformation_whistleblowers_hacked
79	fetterman - fracking - bongino - 2018 - oops	22	79_fetterman_fracking_bongino_2018
80	billions - senators - earmarks - spending - zelenskyy	22	80_billions_senators_earmarks_spending
81	alarmists - thunberg - co2 - anthropogenic - greener	21	81_alarmists_thunberg_co2_anthropogenic
82	jfk - declassified - assassinated - castro - dulles	21	82_jfk_declassified_assassinated_castro
83	pilots - airmageddon - jetblue - takeoff - qantas	21	83_pilots_airmageddon_jetblue_takeoff
84	canadians - protesting - fireworks - liberte - convoy	21	84_canadians_protesting_fireworks_liberte

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