MARTINI_enrich_BERTopic_wolfchannel2

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_wolfchannel2")

topic_model.get_topic_info()

Topic overview

• Number of topics: 77
• Number of training documents: 9755

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	ukraine - biden - truth - news - vaccine	20	-1_ukraine_biden_truth_news
0	israelis - hamas - gazans - canaanites - jazeera	5872	0_israelis_hamas_gazans_canaanites
1	ballots - lindell - georgia - republicans - hacked	177	1_ballots_lindell_georgia_republicans
2	zelenskiy - poroshenko - ukrainehumanrightsabuses - volodymyr - kyiv	150	2_zelenskiy_poroshenko_ukrainehumanrightsabuses_volodymyr
3	extradited - wikileaks - guantanamo - prosecution - judges	140	3_extradited_wikileaks_guantanamo_prosecution
4	thegreatclimatecon - alarmists - emissions - agentsoftruthchat - dioxide	125	4_thegreatclimatecon_alarmists_emissions_agentsoftruthchat
5	londonofficialworldwiderally - merseyside - yorkshire - bbc - cardiff	111	5_londonofficialworldwiderally_merseyside_yorkshire_bbc
6	vaers - pfizer - unvaccinated - fatalities - remdesivir	105	6_vaers_pfizer_unvaccinated_fatalities
7	cashless - cbdc - currencies - citizens - biometric	102	7_cashless_cbdc_currencies_citizens
8	donkey - dont - arguing - anyone - ignorance	96	8_donkey_dont_arguing_anyone
9	totaldisclosure - bitchute - jonbenet - documentaries - alessandro	88	9_totaldisclosure_bitchute_jonbenet_documentaries
10	holland - willem - vlaardingerbroek - muiswinkel - whistleblowers	87	10_holland_willem_vlaardingerbroek_muiswinkel
11	telegram - chats - encrypted - deleted - cathyfox1	86	11_telegram_chats_encrypted_deleted
12	syria - hezbollah - lebanon - bashar - damascus	85	12_syria_hezbollah_lebanon_bashar
13	epstein - ghislaine - justices - clinton - traffickers	85	13_epstein_ghislaine_justices_clinton
14	bastille - protests - reims - aristocracy - macron	82	14_bastille_protests_reims_aristocracy
15	trudeau - ontario - calgary - blockades - singh	80	15_trudeau_ontario_calgary_blockades
16	ukrainehumanrightsabuses - chernivtsi - zelensky - persecution - monastery	77	16_ukrainehumanrightsabuses_chernivtsi_zelensky_persecution
17	mkultra - laura - survivors - cathy - hartwell	74	17_mkultra_laura_survivors_cathy
18	illuminati - freemasons - baphomet - satanic - pentagram	71	18_illuminati_freemasons_baphomet_satanic
19	illegals - sinaloa - patrols - cartels - smuggler	66	19_illegals_sinaloa_patrols_cartels
20	brics - dollarization - rubles - sanctions - algeria	65	20_brics_dollarization_rubles_sanctions
21	bioweapons - pentagon - kharkov - laboratories - pharmbiotest	65	21_bioweapons_pentagon_kharkov_laboratories
22	pakistan - bhutto - imran - rawalpindi - crackdown	63	22_pakistan_bhutto_imran_rawalpindi
23	nigeriens - chadian - cameroon - mauritania - khartoum	60	23_nigeriens_chadian_cameroon_mauritania
24	reichstag - moldova - protesters - manifesto - sanctions	57	24_reichstag_moldova_protesters_manifesto
25	davos - oligarchs - globalist - kissinger - chairman	52	25_davos_oligarchs_globalist_kissinger
26	pandemics - sovereignty - ghebreyesus - mundial - amendments	49	26_pandemics_sovereignty_ghebreyesus_mundial
27	webb - george - journalist - weisendanger - bioweapons	49	27_webb_george_journalist_weisendanger
28	police - arrested - tasered - robocops - victoria	48	28_police_arrested_tasered_robocops
29	gmo - doritos - pepsico - apples - additives	46	29_gmo_doritos_pepsico_apples
30	comey - mueller - spygate - dossier - falsified	45	30_comey_mueller_spygate_dossier
31	magnetic - orgone - pyramids - rotating - hyperspace	44	31_magnetic_orgone_pyramids_rotating
32	twitters - musk - banned - cnn - antivaxxers	44	32_twitters_musk_banned_cnn
33	boris - chancellor - liz - british - sunak	43	33_boris_chancellor_liz_british
34	bbc - unitynewsnetwork - murdoch - thelighttruthpaper - disinformation	42	34_bbc_unitynewsnetwork_murdoch_thelighttruthpaper
35	paedophilies - dunblane - spycams - schoolgirls - detained	41	35_paedophilies_dunblane_spycams_schoolgirls
36	maskenpflicht - worldcouncilforhealth - microplastics - wearers - inhaled	41	36_maskenpflicht_worldcouncilforhealth_microplastics_wearers
37	neuralnanorobots - transhumanist - pineal - sophia - interconnects	39	37_neuralnanorobots_transhumanist_pineal_sophia
38	ukraine - missiles - militarization - billions - smuggled	39	38_ukraine_missiles_militarization_billions
39	5g - wifi - antennas - fcc - protection	38	39_5g_wifi_antennas_fcc
40	betterwayconference - agora - sociocracy - livestream - decentralized	37	40_betterwayconference_agora_sociocracy_livestream
41	nazies - ukrainian - malorossia - расы - черным	37	41_nazies_ukrainian_malorossia_расы
42	dysphoria - transqueer - perversion - molested - indoctrinating	37	42_dysphoria_transqueer_perversion_molested
43	migrants - hotel - rotherham - skegness - countrywide	37	43_migrants_hotel_rotherham_skegness
44	severodonetsk - infantry - ukrainian - deserters - mobilised	37	44_severodonetsk_infantry_ukrainian_deserters
45	gazprom - natgas - europe - energy - shortages	36	45_gazprom_natgas_europe_energy
46	eu - zakharova - russia - sanctions - slavyangrad	35	46_eu_zakharova_russia_sanctions
47	pfizer - vaccinologist - deathvax - malhotra - veritastips	32	47_pfizer_vaccinologist_deathvax_malhotra
48	trafficked - tracy - ali - mothers - youtube	32	48_trafficked_tracy_ali_mothers
49	trump - treason - pelosi - antifa - dod	32	49_trump_treason_pelosi_antifa
50	taiwan - beijing - mao - jinping - cpec	32	50_taiwan_beijing_mao_jinping
51	vaccination - saveourrightsuk - employer - mandatory - exemption	31	51_vaccination_saveourrightsuk_employer_mandatory
52	donetsk - journalists - rangeloninews - medvedev - maslennikov	31	52_donetsk_journalists_rangeloninews_medvedev
53	britney - kardashian - ballenciaga - slaveprincess - conservatorship	31	53_britney_kardashian_ballenciaga_slaveprincess
54	nordstream - sabotage - slavyangrad - explosions - сgtn	30	54_nordstream_sabotage_slavyangrad_explosions
55	exposefauci - arrestfauci - sanofipasteur - denguevaxia - suppressed	29	55_exposefauci_arrestfauci_sanofipasteur_denguevaxia
56	saddam - iraqis - bombing - vietnam - американские	28	56_saddam_iraqis_bombing_vietnam
57	hawaii - lahaina - fema - sirens - 911	28	57_hawaii_lahaina_fema_sirens
58	kosovo - serbia - mitrovica - sarajevo - bombings	27	58_kosovo_serbia_mitrovica_sarajevo
59	doctors - corona - frontlineflash_ - injustices - policemen	27	59_doctors_corona_frontlineflash__injustices
60	ukraine - grains - cargill - exports - hryvnias	25	60_ukraine_grains_cargill_exports
61	vaccinated - pfizer - nspcc - pediatrician - yprovisionalfiguresondeathsregisteredinenglandandwales	25	61_vaccinated_pfizer_nspcc_pediatrician
62	corbyn - starmer - blairite - antisemitic - mi5	25	62_corbyn_starmer_blairite_antisemitic
63	mariupol - azovstal - nikolaevka - militants - evacuated	25	63_mariupol_azovstal_nikolaevka_militants
64	bidenlaptopemails - pizzagate - bryan - sharylattkisson - whitneymeade	24	64_bidenlaptopemails_pizzagate_bryan_sharylattkisson
65	lockdown - drones - qr - malaysia - yunnan	23	65_lockdown_drones_qr_malaysia
66	ukraine - lukashenko - ossetia - европе - конфликта	23	66_ukraine_lukashenko_ossetia_европе
67	ukrainians - органов - transplantation - corpses - orphanages	23	67_ukrainians_органов_transplantation_corpses
68	haitians - assassinated - corrupcion - ecuador - villavicencio	22	68_haitians_assassinated_corrupcion_ecuador
69	zaporizhzhya - chernobyl - natokraine - nuclear - 750kv	22	69_zaporizhzhya_chernobyl_natokraine_nuclear
70	transwoman - heptathlete - competing - runners - girls	21	70_transwoman_heptathlete_competing_runners
71	neonazis - radicalised - paramilitary - paevska - azovites	21	71_neonazis_radicalised_paramilitary_paevska
72	mullingar - dublin - immigrants - fighting - cookstown	21	72_mullingar_dublin_immigrants_fighting
73	biden - pedophiles - fbi - son - totaldisclosure	20	73_biden_pedophiles_fbi_son
74	chemtrail - contrails - spraying - cloudbuster - atmospheric	20	74_chemtrail_contrails_spraying_cloudbuster
75	uranium - munitions - depleted - contamination - zakharova	20	75_uranium_munitions_depleted_contamination

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