MARTINI_enrich_BERTopic_AltSkull48

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_AltSkull48")

topic_model.get_topic_info()

Topic overview

• Number of topics: 58
• Number of training documents: 6449

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vaccine - pfizer - everything - shit - god	20	-1_vaccine_pfizer_everything_shit
0	robodogs - chatgpt - artificial - autonomous - cyberpunk	3606	0_robodogs_chatgpt_artificial_autonomous
1	bullshit - buzzfeed - megaconspiracy - hahahahaha - epstein	200	1_bullshit_buzzfeed_megaconspiracy_hahahahaha
2	ukraine - globalists - ww3 - russians - zelenskyy	144	2_ukraine_globalists_ww3_russians
3	tweets - musk - shadowbanning - shitlibs - technocracy	141	3_tweets_musk_shadowbanning_shitlibs
4	zionism - nazis - supremacist - imperialists - whites	130	4_zionism_nazis_supremacist_imperialists
5	followers - contribution - 30k - wow - danke	116	5_followers_contribution_30k_wow
6	trump - impeach - republicans - donnie - comeback	94	6_trump_impeach_republicans_donnie
7	gaijin - yamaguchi - onoda - shogun - thailand	83	7_gaijin_yamaguchi_onoda_shogun
8	reality - aliens - collider - westworld - quantum	82	8_reality_aliens_collider_westworld
9	seedlings - crops - electroculture - herbs - celery	82	9_seedlings_crops_electroculture_herbs
10	trudeau - antifa - alberta - truckers - protesters	78	10_trudeau_antifa_alberta_truckers
11	ep82 - spooptober - titanic - underworld - gooooooooooooo	75	11_ep82_spooptober_titanic_underworld
12	c3po - misremembering - moonraker - silver - schwarzenegger	75	12_c3po_misremembering_moonraker_silver
13	cashless - britcoin - monetary - cbdcs - shtf	73	13_cashless_britcoin_monetary_cbdcs
14	hamas - israelis - gazans - attacking - extremist	72	14_hamas_israelis_gazans_attacking
15	mealworm - nutritious - cockroaches - neonicotinoids - eating	70	15_mealworm_nutritious_cockroaches_neonicotinoids
16	videos - wtc - plane - mothman - 2001	65	16_videos_wtc_plane_mothman
17	deaths - covaxxed - increased - defibrillators - 49	60	17_deaths_covaxxed_increased_defibrillators
18	abortions - repealed - scotus - ab2223 - nooooo	54	18_abortions_repealed_scotus_ab2223
19	antifa - prosecutions - arrests - doj - convicted	53	19_antifa_prosecutions_arrests_doj
20	lockdowns - china - shenzhen - qr - update	52	20_lockdowns_china_shenzhen_qr
21	lgbtqp - transgenderism - pedophilic - homosexual - homeschool	51	21_lgbtqp_transgenderism_pedophilic_homosexual
22	mkultra - livestream - gopniks - lgbtqfbi - artemis	43	22_mkultra_livestream_gopniks_lgbtqfbi
23	plandemic - globalists - 2020 - lockstep - denied	41	23_plandemic_globalists_2020_lockstep
24	id2020 - identity - supersurveillance - wallet - dissidents	38	24_id2020_identity_supersurveillance_wallet
25	vaccinated - vaers - thromboses - myocarditis - shots	36	25_vaccinated_vaers_thromboses_myocarditis
26	scripture - commandments - righteousness - knoweth - isaiah	35	26_scripture_commandments_righteousness_knoweth
27	chemtrails - contrails - sprayed - artificially - clouds	34	27_chemtrails_contrails_sprayed_artificially
28	hazmat - ohio - chernobyl - derailed - polyvinyl	32	28_hazmat_ohio_chernobyl_derailed
29	telegram - shadowbanned - unblocks - playstore - restricted	31	29_telegram_shadowbanned_unblocks_playstore
30	rationing - morrisons - vegans - slaughtered - venezuela	31	30_rationing_morrisons_vegans_slaughtered
31	paranormies - livestream - nationalist - odysee - ep12	30	31_paranormies_livestream_nationalist_odysee
32	graphene - nanofiber - grapheal - morgellonsexposed - electrons	30	32_graphene_nanofiber_grapheal_morgellonsexposed
33	illuminati - antichrist - lucifer - awakening - ministries	30	33_illuminati_antichrist_lucifer_awakening
34	wildfires - evacuation - maui - neighbours - hurricane	29	34_wildfires_evacuation_maui_neighbours
35	vaccines - cdna - dnavax - luciferase - hypodermic	29	35_vaccines_cdna_dnavax_luciferase
36	livestreams - tuesday - nationalist - necronormiecon - 7pm	28	36_livestreams_tuesday_nationalist_necronormiecon
37	patriarchy - wives - breadwinner - civilization - femininity	27	37_patriarchy_wives_breadwinner_civilization
38	illegals - deportations - texas - border - dhs	27	38_illegals_deportations_texas_border
39	thelema - april - 42 - introduction - ipg	26	39_thelema_april_42_introduction
40	moons - sunlight - jupiter - sputnik - photographed	26	40_moons_sunlight_jupiter_sputnik
41	neuralink - transhumanists - implanted - transcendence - telepathic	26	41_neuralink_transhumanists_implanted_transcendence
42	riots - france - gendarmes - migrants - annecy	26	42_riots_france_gendarmes_migrants
43	vaccinating - polio - injected - infants - agentsoftruthchat	25	43_vaccinating_polio_injected_infants
44	biden - leeeeeeaked - laptop - sam - hilarious	25	44_biden_leeeeeeaked_laptop_sam
45	baltimore - bridge - titanic - crashed - shipping	25	45_baltimore_bridge_titanic_crashed
46	monkeypox - tecovirimat - sheeple - agentsoftruthchat - 2022	25	46_monkeypox_tecovirimat_sheeple_agentsoftruthchat
47	deadlifts - dumbbells - exercises - pectorals - stronger	23	47_deadlifts_dumbbells_exercises_pectorals
48	wearables - surveillance - headset - immersed - telekinesis	23	48_wearables_surveillance_headset_immersed
49	electric - 200amp - 12kw - inverter - kbtu	23	49_electric_200amp_12kw_inverter
50	soros - davos - stalinists - megacorporate - blackstone	23	50_soros_davos_stalinists_megacorporate
51	paranormiespresent - livestream - tonight - 7pm - saturday	22	51_paranormiespresent_livestream_tonight_7pm
52	birb - chicks - mommy - badgers - rescued	21	52_birb_chicks_mommy_badgers
53	sandyhook - gunshots - fake - perpetrators - nobody	21	53_sandyhook_gunshots_fake_perpetrators
54	nephilim - genesis - titans - giant - dragons	21	54_nephilim_genesis_titans_giant
55	h5n1 - hens - outbreak - waterfowl - mothercluckin	21	55_h5n1_hens_outbreak_waterfowl
56	nosferatu - yuval - sapiens - extermination - israeli	20	56_nosferatu_yuval_sapiens_extermination

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