MARTINI_enrich_BERTopic_InformationEqualsDecisions

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_InformationEqualsDecisions")

topic_model.get_topic_info()

Topic overview

• Number of topics: 45
• Number of training documents: 6128

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	trump - patriots - everything - china - states	20	-1_trump_patriots_everything_china
0	treasury - ww3 - mossad - nesara - starlink	3839	0_treasury_ww3_mossad_nesara
1	epstein - pizzagate - clinton - ghislaine - madonna	180	1_epstein_pizzagate_clinton_ghislaine
2	vaccinated - mandates - employers - exempt - colorado	143	2_vaccinated_mandates_employers_exempt
3	trump - presidents - rushmore - melania - greatest	115	3_trump_presidents_rushmore_melania
4	nephilim - baphomet - babylon - semiramis - goddess	106	4_nephilim_baphomet_babylon_semiramis
5	maricopa - kamala - ballots - republican - subpoenaed	100	5_maricopa_kamala_ballots_republican
6	ukraine - bioweapons - pentagon - sanctions - vladimir	98	6_ukraine_bioweapons_pentagon_sanctions
7	biden - stimulus - impeached - workers - gas	94	7_biden_stimulus_impeached_workers
8	illuminati - rothschild - khazarians - mossad - hitler	78	8_illuminati_rothschild_khazarians_mossad
9	comey - wikileaks - msnbc - clinton - colluded	69	9_comey_wikileaks_msnbc_clinton
10	militia - handguns - gunman - shootings - constitution	68	10_militia_handguns_gunman_shootings
11	treason - overthrow - 2383 - code - misrepresentation	66	11_treason_overthrow_2383_code
12	november - dates - jfkjr - julian - tuesday	65	12_november_dates_jfkjr_julian
13	afghanistan - usaf - airstrike - pentagon - casualties	60	13_afghanistan_usaf_airstrike_pentagon
14	satanic - dutroux - illuminati - abused - sabrina	58	14_satanic_dutroux_illuminati_abused
15	pfizer - vaccinated - strokes - clot - vascular	52	15_pfizer_vaccinated_strokes_clot
16	qfrogman - defcon - trump - pompeo - reposted	51	16_qfrogman_defcon_trump_pompeo
17	pelosi - bail - rioters - truthjusticefreedom - january	50	17_pelosi_bail_rioters_truthjusticefreedom
18	masks - inhaled - contaminate - pathogenic - cochranelibrary	48	18_masks_inhaled_contaminate_pathogenic
19	unvaccinated - vaccinate - mercola - shots - obukhanych	48	19_unvaccinated_vaccinate_mercola_shots
20	tunnels - montauk - switzerland - wormhole - maglev	47	20_tunnels_montauk_switzerland_wormhole
21	bidenlaptopreport - joe - doj_fbi_msdnc - delaware - pervert	41	21_bidenlaptopreport_joe_doj_fbi_msdnc_delaware
22	treason - enemies - states - soros - pentagon	36	22_treason_enemies_states_soros
23	ivermectin - hydroxychloroquine - detoxify - glutathione - chlorella	36	23_ivermectin_hydroxychloroquine_detoxify_glutathione
24	goodmorning - sunday - blessings - happiness - thankful	36	24_goodmorning_sunday_blessings_happiness
25	executions - indicted - guantanamo - traitors - papitrumpo	35	25_executions_indicted_guantanamo_traitors
26	jonah - sermon - grace - broken - become	35	26_jonah_sermon_grace_broken
27	chat - duplicates - scams - alicia - theredawakening	35	27_chat_duplicates_scams_alicia
28	facebook - censorship - newsfeeds - misinformation - duckduckgo	33	28_facebook_censorship_newsfeeds_misinformation
29	impeachment - pelosi - treason - constitution - senators	32	29_impeachment_pelosi_treason_constitution
30	qanonymous - b2q47ftckui6vc5hmjaq5xumoy - redoctober2 - msdnc - hunter_biden	32	30_qanonymous_b2q47ftckui6vc5hmjaq5xumoy_redoctober2_msdnc
31	ترامپ - bolsonaro - saudi - 2017 - submits	29	31_ترامپ_bolsonaro_saudi_2017
32	trump - fauci - lockdowns - mandated - reasons	28	32_trump_fauci_lockdowns_mandated
33	fauci - billgates - coronaviruses - bioengineered - pentagon	28	33_fauci_billgates_coronaviruses_bioengineered
34	biden - coup - fisa - fake - everything	27	34_biden_coup_fisa_fake
35	prayer - psalms - deuteronomy - bless - deliverance	27	35_prayer_psalms_deuteronomy_bless
36	beachbroadcastnews - kahului - santasurfing - wildfires - thorburn	25	36_beachbroadcastnews_kahului_santasurfing_wildfires
37	telegram - playstore - encrypted - tosettingprivacy - downloaded	24	37_telegram_playstore_encrypted_tosettingprivacy
38	capitol - buildings - collapsed - evacuation - fire	23	38_capitol_buildings_collapsed_evacuation
39	queen - buckingham - sovereigns - mi6 - konigspalast	23	39_queen_buckingham_sovereigns_mi6
40	vaxxed - tested - positive - corden - hickenlooper	23	40_vaxxed_tested_positive_corden
41	transyouth - homosexuals - children - dysphoria - clinic	22	41_transyouth_homosexuals_children_dysphoria
42	osmeraascendingsolutions - blogging - newsletters - asending - webshop	22	42_osmeraascendingsolutions_blogging_newsletters_asending
43	wow - watched - videos - jeremy - coincidences	21	43_wow_watched_videos_jeremy

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