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AIDA-UPM/
MARTINI_enrich_BERTopic_GeneralMCNews

Name: MARTINI_enrich_BERTopic_GeneralMCNews
Availability: InStock

bertopic

text-classification

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MARTINI_enrich_BERTopic_GeneralMCNews

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:

python

from bertopic import BERTopic
topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_GeneralMCNews")

topic_model.get_topic_info()

Topic overview

Number of topics: 38
Number of training documents: 3780

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	biden - fbi - states - vaccine - ukraine	20	-1_biden_fbi_states_vaccine
0	ballots - maricopa - rigged - recount - republican	1715	0_ballots_maricopa_rigged_recount
1	gaza - netanyahu - jerusalem - airstrikes - terrorists	198	1_gaza_netanyahu_jerusalem_airstrikes
2	gunman - victims - active - nypd - nashville	149	2_gunman_victims_active_nypd
3	twitter - dorsey - banned - paypal - starlink	139	3_twitter_dorsey_banned_paypal
4	pelosi - congressman - mccarthy - republicans - impeachment	111	4_pelosi_congressman_mccarthy_republicans
5	vaccines - paxlovid - myocarditis - mrna - transfusion	101	5_vaccines_paxlovid_myocarditis_mrna
6	biden - fbi - whistleblowers - bribery - subpoena	87	6_biden_fbi_whistleblowers_bribery
7	zelensky - ukrainians - volodymyr - belarus - medvedev	75	7_zelensky_ukrainians_volodymyr_belarus
8	blackouts - electricity - shortages - california - surging	71	8_blackouts_electricity_shortages_california
9	arrested - trafficking - rapist - indicted - investigators	69	9_arrested_trafficking_rapist_indicted
10	bolsonaro - petrobras - paulo - santos - janeiro	64	10_bolsonaro_petrobras_paulo_santos
11	doj - subpoenaed - declassified - bannon - dismissed	63	11_doj_subpoenaed_declassified_bannon
12	jpmorgan - billionaire - jeffrey - ghislaine - zuckerman	57	12_jpmorgan_billionaire_jeffrey_ghislaine
13	misgendered - lgbtq - minors - school - genitals	55	13_misgendered_lgbtq_minors_school
14	pandemics - nipah - influenza - h5n1 - poliovirus	49	14_pandemics_nipah_influenza_h5n1
15	kardashian - balenciaga - megyn - skky - milo	46	15_kardashian_balenciaga_megyn_skky
16	subliminal - satanists - pentagram - reptilian - symbolism	46	16_subliminal_satanists_pentagram_reptilian
17	imran - islamabad - peshawar - faizabad - overthrown	46	17_imran_islamabad_peshawar_faizabad
18	fires - explosion - haverstraw - warehouse - massive	45	18_fires_explosion_haverstraw_warehouse
19	migrants - border - texas - yuma - smuggling	45	19_migrants_border_texas_yuma
20	ufo - norad - airships - spyballoon - surveillance	44	20_ufo_norad_airships_spyballoon
21	additives - tyson - chicken - mcdonald - antibiotics	43	21_additives_tyson_chicken_mcdonald
22	taiwan - pelosi - spratly - squadrons - pingtan	40	22_taiwan_pelosi_spratly_squadrons
23	china - lockdowns - shenzhen - pcr - robotaxi	37	23_china_lockdowns_shenzhen_pcr
24	climate - propagandized - experts - robodogs - honeybee	36	24_climate_propagandized_experts_robodogs
25	bancorporation - fdic - depositors - plummet - crisis	35	25_bancorporation_fdic_depositors_plummet
26	unvaxxed - novavax - mandates - reinstated - plaintiffs	34	26_unvaxxed_novavax_mandates_reinstated
27	derailment - hazmat - ohio - dioxin - spills	32	27_derailment_hazmat_ohio_dioxin
28	biden - psaki - dictator - deepfaked - granddaughter	30	28_biden_psaki_dictator_deepfaked
29	fauci - remdesivir - usaid - rfk - collusion	29	29_fauci_remdesivir_usaid_rfk
30	indicted - trump - prosecutorial - manhattan - jurors	29	30_indicted_trump_prosecutorial_manhattan
31	brics - rubles - rupee - currencies - yuan	28	31_brics_rubles_rupee_currencies
32	zaporizhzhya - donetsk - mykolaiv - nuclear - kryvyi	28	32_zaporizhzhya_donetsk_mykolaiv_nuclear
33	aircraft - crashed - landed - turbulence - runway	22	33_aircraft_crashed_landed_turbulence
34	jfk - assassinating - snowden - julian - mossad	21	34_jfk_assassinating_snowden_julian
35	zuckerberg - meta - instagram - lawsuit - shareholder	21	35_zuckerberg_meta_instagram_lawsuit
36	desantis - governor - bush - gitmo - prosecute	20	36_desantis_governor_bush_gitmo

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