MARTINI_enrich_BERTopic_GenWarz

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_GenWarz")

topic_model.get_topic_info()

Topic overview

• Number of topics: 33
• Number of training documents: 3307

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	republicans - biden - fbi - carlson - mayorkas	20	-1_republicans_biden_fbi_carlson
0	bidens - impeachment - subpoenaed - joe - chairmen	1923	0_bidens_impeachment_subpoenaed_joe
1	biden - doocy - fascists - commander - gaffes	123	1_biden_doocy_fascists_commander
2	indoctrination - teachers - curriculum - marxists - racial	97	2_indoctrination_teachers_curriculum_marxists
3	globalist - america - independence - conservatives - patriots	69	3_globalist_america_independence_conservatives
4	trump - judges - indicted - pretrial - persecuting	66	4_trump_judges_indicted_pretrial
5	vaccine - myocarditis - whistleblower - dna - scientists	62	5_vaccine_myocarditis_whistleblower_dna
6	hamas - netanyahu - jerusalem - genocidal - hostages	57	6_hamas_netanyahu_jerusalem_genocidal
7	pentagon - taiwan - mattis - allies - surveilling	57	7_pentagon_taiwan_mattis_allies
8	censorship - fbi - disinfo - google - sued	55	8_censorship_fbi_disinfo_google
9	illegals - migrant - cbp - invaded - haitians	54	9_illegals_migrant_cbp_invaded
10	ukraine - zakharova - bush - sudetenland - bioweapons	54	10_ukraine_zakharova_bush_sudetenland
11	gunman - shooting - officers - arrested - militants	51	11_gunman_shooting_officers_arrested
12	senator - filibuster - feinstein - justices - politicization	46	12_senator_filibuster_feinstein_justices
13	inflation - yellen - trillion - stimulus - kennedy	44	13_inflation_yellen_trillion_stimulus
14	tucker - carlson - zionists - algeria - brutalized	43	14_tucker_carlson_zionists_algeria
15	trump - bartiromo - successor - 2024 - ww3	41	15_trump_bartiromo_successor_2024
16	desantis - newsom - california - gavin - leninism	39	16_desantis_newsom_california_gavin
17	gorsuch - ballot - certiorari - ruling - disqualified	39	17_gorsuch_ballot_certiorari_ruling
18	epstein - clinton - guilty - jpmorgan - prostitution	38	18_epstein_clinton_guilty_jpmorgan
19	vaccinated - employers - reinstates - fired - mandatory	30	19_vaccinated_employers_reinstates_fired
20	mccarthy - impeachments - matt - speaker - voted	29	20_mccarthy_impeachments_matt_speaker
21	ballots - fake - mailed - georgia - registrations	29	21_ballots_fake_mailed_georgia
22	musk - suing - retweeted - soros - headlines	28	22_musk_suing_retweeted_soros
23	fauci - virologist - hydroxychloroquine - robert - pcr	28	23_fauci_virologist_hydroxychloroquine_robert
24	fulton - impeaching - prosecutor - georgia - wilkinson	28	24_fulton_impeaching_prosecutor_georgia
25	marjorie - greene - leftists - hypocrisy - swatted	25	25_marjorie_greene_leftists_hypocrisy
26	mayor - immigrants - sanctuary - adams - york	23	26_mayor_immigrants_sanctuary_adams
27	texas - governor - border - defend - dhs	22	27_texas_governor_border_defend
28	maricopa - legislators - kelli - overruled - soros	22	28_maricopa_legislators_kelli_overruled
29	fbi - informants - january - capitol - beattie	22	29_fbi_informants_january_capitol
30	jail - sentencing - smollett - seditious - sentence	22	30_jail_sentencing_smollett_seditious
31	rioters - capitol - january - policeman - videoed	21	31_rioters_capitol_january_policeman

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