MARTINI_enrich_BERTopic_insider_amigo

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_insider_amigo")

topic_model.get_topic_info()

Topic overview

• Number of topics: 39
• Number of training documents: 3523

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	globalists - lukashenko - satanists - pandemic - biden	20	-1_globalists_lukashenko_satanists_pandemic
0	france - riots - sorbonne - antifa - zemmour	1781	0_france_riots_sorbonne_antifa
1	biden - deficits - yellen - msnbc - cpi	128	1_biden_deficits_yellen_msnbc
2	wildfires - casualties - evacuated - explosion - california	108	2_wildfires_casualties_evacuated_explosion
3	riots - netherlands - pogroms - spain - vuelta	95	3_riots_netherlands_pogroms_spain
4	pfizer - vaccinated - vaers - ivermectin - myocarditis	87	4_pfizer_vaccinated_vaers_ivermectin
5	globalists - pandemic - antichrist - destruction - 2021	85	5_globalists_pandemic_antichrist_destruction
6	australia - queensland - quarantine - protesting - bans	82	6_australia_queensland_quarantine_protesting
7	karine - doj - documents - unclassified - garage	76	7_karine_doj_documents_unclassified
8	trump - maquoketa - speaking - soleimani - patriots	69	8_trump_maquoketa_speaking_soleimani
9	unvaccinated - airlines - united - employers - mandated	58	9_unvaccinated_airlines_united_employers
10	russia - blinken - zelenskyy - warheads - allies	58	10_russia_blinken_zelenskyy_warheads
11	trudeau - impounding - truckers - protesters - alberta	55	11_trudeau_impounding_truckers_protesters
12	illuminati - satanic - vatican - freemasons - rockefeller	53	12_illuminati_satanic_vatican_freemasons
13	illegals - biden - border - militias - states	51	13_illegals_biden_border_militias
14	twitter - musk - advertisers - subscription - monetizable	49	14_twitter_musk_advertisers_subscription
15	davos - attendees - rectenwald - totalitarian - walletmor	42	15_davos_attendees_rectenwald_totalitarian
16	donetsk - russia - kakhovka - shoigu - pushkinskaya	41	16_donetsk_russia_kakhovka_shoigu
17	killed - gunman - stabbing - uvalde - teacher	40	17_killed_gunman_stabbing_uvalde
18	colombia - argentinians - president - protesters - nuevo	38	18_colombia_argentinians_president_protesters
19	genoa - trento - cagliari - greenpass - covid	36	19_genoa_trento_cagliari_greenpass
20	desantis - floridians - governors - secession - successor	36	20_desantis_floridians_governors_secession
21	fbi - biden - whistleblowers - indictment - stenographer	35	21_fbi_biden_whistleblowers_indictment
22	wuhan - lockdown - protests - shenzhen - yunnan	31	22_wuhan_lockdown_protests_shenzhen
23	hamas - gaza - missile - civilians - naftali	31	23_hamas_gaza_missile_civilians
24	trudeau - traitor - liberals - narcissist - dictatorship	29	24_trudeau_traitor_liberals_narcissist
25	trump - indicted - subpoenas - treason - supreme	29	25_trump_indicted_subpoenas_treason
26	kabul - benghazi - pentagon - americans - evacuate	28	26_kabul_benghazi_pentagon_americans
27	cpr - died - coulibaly - footballer - prince	28	27_cpr_died_coulibaly_footballer
28	bolsonaro - brazillians - paulo - neymar - prisoners	25	28_bolsonaro_brazillians_paulo_neymar
29	scholz - electricity - britain - green - unaffordable	25	29_scholz_electricity_britain_green
30	germany - berlin - thuringen - protests - nordrhein	24	30_germany_berlin_thuringen_protests
31	exposefauci - aids - rubenstein - mask - asymptomatic	24	31_exposefauci_aids_rubenstein_mask
32	hamas - israeli - benjamin - hostages - annihilated	22	32_hamas_israeli_benjamin_hostages
33	uniting - reposts - telegram - hi - scammers	21	33_uniting_reposts_telegram_hi
34	draghi - italy - giuseppe - salerno - catania	21	34_draghi_italy_giuseppe_salerno
35	austria - unvaccinated - protesters - enforcing - nazi	21	35_austria_unvaccinated_protesters_enforcing
36	zuckerberg - whatsapp - icloud - platforms - cyberbullying	21	36_zuckerberg_whatsapp_icloud_platforms
37	jintao - president - saudi - maduro - vietnam	20	37_jintao_president_saudi_maduro

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