MARTINI_enrich_BERTopic_TheLightTruthPaper

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_TheLightTruthPaper")

topic_model.get_topic_info()

Topic overview

• Number of topics: 80
• Number of training documents: 9156

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	covid - lockdown - vaccinated - nhs - freedom	20	-1_covid_lockdown_vaccinated_nhs
0	ukraine - zelensky - russia - volodymyr - wars	4947	0_ukraine_zelensky_russia_volodymyr
1	ukcolumn - bbc - gaza - 2023 - november	299	1_ukcolumn_bbc_gaza_2023
2	magnetogenetics - crispr - genetically - transhumanist - nanobots	179	2_magnetogenetics_crispr_genetically_transhumanist
3	worldcouncilforhealth - pandemic - referendum - stopthewho - multilateralism	147	3_worldcouncilforhealth_pandemic_referendum_stopthewho
4	gmos - monsanto - usda - bayer - alimentarius	142	4_gmos_monsanto_usda_bayer
5	covid - deaths - vaccinated - 2021 - cyprus	108	5_covid_deaths_vaccinated_2021
6	vaccination - employers - nhs100k - mandatory - dismissal	100	6_vaccination_employers_nhs100k_mandatory
7	newsagents - distributors - copies - lightdistribution - delivered	99	7_newsagents_distributors_copies_lightdistribution
8	electricity - bills - households - renewable - petrol	94	8_electricity_bills_households_renewable
9	pcr - tested - swabs - influenza - false	89	9_pcr_tested_swabs_influenza
10	davos - kissinger - younggloballeaders - goldman - millionaires	89	10_davos_kissinger_younggloballeaders_goldman
11	climategate - gaia - milankovitch - atmosphere - co2	84	11_climategate_gaia_milankovitch_atmosphere
12	vaccine - poliomyelitis - smallpox - jabbed - inactivated	81	12_vaccine_poliomyelitis_smallpox_jabbed
13	conspiracy - reactionaries - totalitarianism - sloganists - psychopath	75	13_conspiracy_reactionaries_totalitarianism_sloganists
14	gov - identities - biometric - login - licence	75	14_gov_identities_biometric_login
15	subscribe - live - column - 1pm - month	73	15_subscribe_live_column_1pm
16	pfizer - biopharmaceutical - injections - whistleblowers - ventavia	72	16_pfizer_biopharmaceutical_injections_whistleblowers
17	stablecoins - britcoin - bundesbank - banknotes - cbdc	70	17_stablecoins_britcoin_bundesbank_banknotes
18	cuttingthroughthematrix - brotherhood - beehive - babylon - chemtrail	70	18_cuttingthroughthematrix_brotherhood_beehive_babylon
19	haringey - euston - ucl - traffic - zoning	66	19_haringey_euston_ucl_traffic
20	vaccines - modrna - recombinant - injected - lentivirus	64	20_vaccines_modrna_recombinant_injected
21	miscarriages - vaccinated - pfizer - placenta - hpv	61	21_miscarriages_vaccinated_pfizer_placenta
22	worldcouncilforhealth - betterwayconference - panelists - plasmidgate - vandana	60	22_worldcouncilforhealth_betterwayconference_panelists_plasmidgate
23	telegram - banned - contacted - vpn - scammers	59	23_telegram_banned_contacted_vpn
24	ivermectin - pfizermectin - hydroxychloroquine - prophylaxis - dosage	59	24_ivermectin_pfizermectin_hydroxychloroquine_prophylaxis
25	wwdunitedkingdomlocations - worldwidefreedomrally - londonofficialworldwiderally - holyrood - marches	53	25_wwdunitedkingdomlocations_worldwidefreedomrally_londonofficialworldwiderally_holyrood
26	vaxpass - onepassport - worldcoin - id2020 - thispivotalmoment	53	26_vaxpass_onepassport_worldcoin_id2020
27	subscribe - live - column - daily - news	51	27_subscribe_live_column_daily
28	sdgs - sustainable - hegemony - 2030 - interconnectedness	51	28_sdgs_sustainable_hegemony_2030
29	safetyact - censorship - legislation - online - snooping	50	29_safetyact_censorship_legislation_online
30	chemtrail - climatic - manipulation - ionospheric - cloud	48	30_chemtrail_climatic_manipulation_ionospheric
31	download - publication - spreading - msm - 21	48	31_download_publication_spreading_msm
32	wokingham - bracknell - astandinthepark - october - banners	47	32_wokingham_bracknell_astandinthepark_october
33	vaccination - freedomeducation - headteachers - safeguarding - gillick	47	33_vaccination_freedomeducation_headteachers_safeguarding
34	hexafluorosilicic - fluoridated - harmful - radiofrequency - soma	45	34_hexafluorosilicic_fluoridated_harmful_radiofrequency
35	bbc - thelighttruthpaper - unitynewsnetwork - traitor - marianna	44	35_bbc_thelighttruthpaper_unitynewsnetwork_traitor
36	facewatch - surveillance - biometric - hikvision - scanned	44	36_facewatch_surveillance_biometric_hikvision
37	subscribe - column - pm - july - 2022	43	37_subscribe_column_pm_july
38	dazband - thelighttruthpaper - festival - drakemichigan - nesbitt	42	38_dazband_thelighttruthpaper_festival_drakemichigan
39	rockefeller - epidemic - soros - founded - governements	42	39_rockefeller_epidemic_soros_founded
40	londoners - ulez - vauxhall - motorists - mayor	41	40_londoners_ulez_vauxhall_motorists
41	respirators - masking - hypercapnia - influenza - harmful	41	41_respirators_masking_hypercapnia_influenza
42	commonlawassent - liberty - courts - awarriorcalls - bailiff	41	42_commonlawassent_liberty_courts_awarriorcalls
43	vaers - pfizer - fatalities - injections - 2021	40	43_vaers_pfizer_fatalities_injections
44	glutathione - spikeproteindetoxguide - nattokinase - thrombosis - salicylates	40	44_glutathione_spikeproteindetoxguide_nattokinase_thrombosis
45	disinformation - declassified - surveillance - agencies - bundesverfassungsschutz	39	45_disinformation_declassified_surveillance_agencies
46	thefreedomnetwork - hub - communities - events - mightynetworks	38	46_thefreedomnetwork_hub_communities_events
47	doctors - vernon - denialist - holistic - enemas	37	47_doctors_vernon_denialist_holistic
48	vernoncoleman - talktv - wednesdays - awakenedpages - blokes	37	48_vernoncoleman_talktv_wednesdays_awakenedpages
49	protests - criminalised - police - rights - hansard	35	49_protests_criminalised_police_rights
50	passports - togetherdeclaration - vaxx - astandatyourmp - voted	35	50_passports_togetherdeclaration_vaxx_astandatyourmp
51	musk - tweets - shadowbanning - slogan - charlatan	34	51_musk_tweets_shadowbanning_slogan
52	monarch - coronations - throne - westminster - henry	34	52_monarch_coronations_throne_westminster
53	supranational - governments - davos - corporations - stakeholders	34	53_supranational_governments_davos_corporations
54	cashless - keepcashalive - atms - deposits - bitcoin	34	54_cashless_keepcashalive_atms_deposits
55	novavax - fda - 11years - approved - infants	33	55_novavax_fda_11years_approved
56	covidvaccs - worldcouncilforhealth - harmed - zahawicorrespondence - redvoicemedia	32	56_covidvaccs_worldcouncilforhealth_harmed_zahawicorrespondence
57	facemasks - headteacher - educationgov - classrooms - guidelines	31	57_facemasks_headteacher_educationgov_classrooms
58	saveourrightsuk - hrareform - constitution - judicial - upholding	30	58_saveourrightsuk_hrareform_constitution_judicial
59	myocarditis - pfizer - heartbeat - injections - incidence	30	59_myocarditis_pfizer_heartbeat_injections
60	catherine - coup - financial - thethrivetimeshow - scwab	29	60_catherine_coup_financial_thethrivetimeshow
61	stagflation - booming - devaluation - rba - pawnbrokers	28	61_stagflation_booming_devaluation_rba
62	hilarious - watching - suicide - understood - immensely	26	62_hilarious_watching_suicide_understood
63	cashless - stations - ticket - passengers - closes	26	63_cashless_stations_ticket_passengers
64	vaccinated - antibodies - reinfection - nucleocapsid - naturally	26	64_vaccinated_antibodies_reinfection_nucleocapsid
65	migrants - britain - calais - illegally - coastguard	25	65_migrants_britain_calais_illegally
66	trudeau - ottawa - albertans - riots - debanking	25	66_trudeau_ottawa_albertans_riots
67	solari - farrell - reports - ovalmedia - walkabout	25	67_solari_farrell_reports_ovalmedia
68	subscribe - live - column - month - 2021	24	68_subscribe_live_column_month
69	extradited - snowden - julian - belmarsh - australian	24	69_extradited_snowden_julian_belmarsh
70	vaccine - passports - backbenchers - nightclub - walesonline	23	70_vaccine_passports_backbenchers_nightclub
71	petitionscommittee - westminster - parliamentary - vindicate - bridgend	23	71_petitionscommittee_westminster_parliamentary_vindicate
72	fightingforourfreedom - londonofficialworldwiderally - childrensmarch21 - maskless - festival	23	72_fightingforourfreedom_londonofficialworldwiderally_childrensmarch21_maskless
73	subscribe - live - column - month - 2022	21	73_subscribe_live_column_month
74	smartcities - gitmo - thailand - reimagine - dubai	21	74_smartcities_gitmo_thailand_reimagine
75	deagel - corbett - james - pilato - podcast	21	75_deagel_corbett_james_pilato
76	bahaʼi - faiths - shoghi - nations - buddha	20	76_bahaʼi_faiths_shoghi_nations
77	hospitals - neglected - anaesthetised - gordon - bureaucrats	20	77_hospitals_neglected_anaesthetised_gordon
78	vaccination - nhs - youngsters - schools - 15	20	78_vaccination_nhs_youngsters_schools

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