MARTINI_enrich_BERTopic_totaldisclosure

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_totaldisclosure")

topic_model.get_topic_info()

Topic overview

• Number of topics: 33
• Number of training documents: 2684

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	jonbenet - murder - occult - videos - isaac	20	-1_jonbenet_murder_occult_videos
0	vaccine - gardasil - pfizer - fauci - dna	1229	0_vaccine_gardasil_pfizer_fauci
1	liondisclosure - cnn - 2022 - subscribestar - 0x0e3776782e92b4924a799c3766a77adc355e16c2	209	1_liondisclosure_cnn_2022_subscribestar
2	rioters - islamist - algeria - marseille - stabbing	99	2_rioters_islamist_algeria_marseille
3	liondisclosure - documentaries - clones - groundbreaking - oprah2	89	3_liondisclosure_documentaries_clones_groundbreaking
4	bitchute - patreon - disclosure - relaunched - volafile	85	4_bitchute_patreon_disclosure_relaunched
5	hawaii - fema - hurricane - geoengineering - pilot	66	5_hawaii_fema_hurricane_geoengineering
6	zionists - antisemite - hamas - islamophobia - kafir	62	6_zionists_antisemite_hamas_islamophobia
7	blessed - prayer - miracles - guys - stronger	54	7_blessed_prayer_miracles_guys
8	freemasons - lucifer - antichrist - khazarians - ritual	51	8_freemasons_lucifer_antichrist_khazarians
9	soundgarden - louder - linkin - murders - bennington	49	9_soundgarden_louder_linkin_murders
10	ireland - stabbed - outrage - migrant - algerian	43	10_ireland_stabbed_outrage_migrant
11	kubrick - documentaries - liondisclosure - scientology - nasa	40	11_kubrick_documentaries_liondisclosure_scientology
12	pedophiles - transgenderism - antifa - arrested - tavistock	39	12_pedophiles_transgenderism_antifa_arrested
13	nick - alvear - defrauded - stalking - gltv	39	13_nick_alvear_defrauded_stalking
14	biden - pedophiles - son - satanic - secret	38	14_biden_pedophiles_son_satanic
15	assault - arrests - manslaughter - victims - offender	36	15_assault_arrests_manslaughter_victims
16	lampedusa - italians - giampaolo - tunisia - africans	36	16_lampedusa_italians_giampaolo_tunisia
17	epstein - ghislaine - clinton - jpmorgan - sultan	34	17_epstein_ghislaine_clinton_jpmorgan
18	trafficked - prostituting - adoption - felonies - polk	33	18_trafficked_prostituting_adoption_felonies
19	pope - natacha - jorge - murdered - argentinians	31	19_pope_natacha_jorge_murdered
20	portugal - algarve - englishmen - reconquista - maghreb	29	20_portugal_algarve_englishmen_reconquista
21	england - glastonbury - rubbish - attacked - commies	29	21_england_glastonbury_rubbish_attacked
22	communist - taiwan - dragon - jinpeng - plandemic	29	22_communist_taiwan_dragon_jinpeng
23	robbers - shootout - handgun - fended - handcuffs	29	23_robbers_shootout_handgun_fended
24	refugees - invasion - ngo - libyan - xenophobic	26	24_refugees_invasion_ngo_libyan
25	abortions - sperm - begins - proponents - conviction	26	25_abortions_sperm_begins_proponents
26	pimps - tristan - catfished - brothers - incestual	25	26_pimps_tristan_catfished_brothers
27	co2 - greenpeace - alarmists - atmosphere - cows	23	27_co2_greenpeace_alarmists_atmosphere
28	liondisclosure - tartaria - episodes - vip - mouncey	22	28_liondisclosure_tartaria_episodes_vip
29	trudeau - tyranny - nixon - scandals - son	22	29_trudeau_tyranny_nixon_scandals
30	trudeau - vancouver - zelensky - fascist - convoy	21	30_trudeau_vancouver_zelensky_fascist
31	espana - almeria - girona - invaders - deportation	21	31_espana_almeria_girona_invaders

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