MARTINI_enrich_BERTopic_MartinCostelloNews

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_MartinCostelloNews")

topic_model.get_topic_info()

Topic overview

• Number of topics: 38
• Number of training documents: 4471

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vaccinated - nhs - boris - freedom - next	20	-1_vaccinated_nhs_boris_freedom
0	mariupol - zelensky - crimea - russians - nazis	2286	0_mariupol_zelensky_crimea_russians
1	globalists - davos - trudeau - sunak - hitler	227	1_globalists_davos_trudeau_sunak
2	propaganda - traitor - goebbels - guilty - headline	140	2_propaganda_traitor_goebbels_guilty
3	cashless - hyperinflation - monetary - cbdc - communism	130	3_cashless_hyperinflation_monetary_cbdc
4	police - arrested - whitehall - offended - golliwog	115	4_police_arrested_whitehall_offended
5	bbc - broadcaster - freesat - misinformation - goebbels	111	5_bbc_broadcaster_freesat_misinformation
6	paedophilia - teachers - perverted - lgbtq - inappropriate	110	6_paedophilia_teachers_perverted_lgbtq
7	migrants - britain - invasion - illegally - 4calais	106	7_migrants_britain_invasion_illegally
8	france - liberte - protesters - presidential - austrians	95	8_france_liberte_protesters_presidential
9	lockdowns - scaremongering - h5n1 - contagious - 2020	95	9_lockdowns_scaremongering_h5n1_contagious
10	swindon - corbyn - lockdown - poster - democratically	74	10_swindon_corbyn_lockdown_poster
11	vaccination - 17yr - child - brainwashed - jcvi	69	11_vaccination_17yr_child_brainwashed
12	canberra - protesting - quarantine - palaszczuk - apartheid	60	12_canberra_protesting_quarantine_palaszczuk
13	trudeau - ottawa - convoy - manitoba - freedom	58	13_trudeau_ottawa_convoy_manitoba
14	england - pandemic - died - stillbirths - 29	57	14_england_pandemic_died_stillbirths
15	jets - davos - greta - hypocrites - degrowth	54	15_jets_davos_greta_hypocrites
16	unvaccinated - nurses - sacked - compulsory - javid	52	16_unvaccinated_nurses_sacked_compulsory
17	pfizer - vaccinations - dangers - whistleblower - adenovirus	49	17_pfizer_vaccinations_dangers_whistleblower
18	vaccinated - vaxxers - coerced - discrimination - anothers	43	18_vaccinated_vaxxers_coerced_discrimination
19	netherlands - brussels - rutte - agricultural - despots	41	19_netherlands_brussels_rutte_agricultural
20	nhs - nurses - underfunded - consocialists - strike	39	20_nhs_nurses_underfunded_consocialists
21	dublin - migrants - irishmen - ballymun - stabbings	38	21_dublin_migrants_irishmen_ballymun
22	oxford - councillors - counties - gloabalist - newcastle	34	22_oxford_councillors_counties_gloabalist
23	gates - vaxxines - eugenics - malaria - funded	33	23_gates_vaxxines_eugenics_malaria
24	petrol - 37bn - britons - skyrocketing - corruption	33	24_petrol_37bn_britons_skyrocketing
25	racists - discriminated - prejudice - supremacy - slaughter	32	25_racists_discriminated_prejudice_supremacy
26	epstein - ghislaine - clinton - trafficking - released	28	26_epstein_ghislaine_clinton_trafficking
27	injections - deaths - janssen - pericarditis - thrombocytopenia	27	27_injections_deaths_janssen_pericarditis
28	midazolam - fentanyl - overdosed - euthanised - nhs	27	28_midazolam_fentanyl_overdosed_euthanised
29	masks - pandemic - biohazard - distancing - snot	26	29_masks_pandemic_biohazard_distancing
30	kneeling - booed - footballers - wembley - racially	25	30_kneeling_booed_footballers_wembley
31	teslas - diesel - charging - lithium - tonnes	25	31_teslas_diesel_charging_lithium
32	democratically - ukip - disenfranchise - voters - sheeple	25	32_democratically_ukip_disenfranchise_voters
33	farmers - shortages - starve - fertiliser - uk	23	33_farmers_shortages_starve_fertiliser
34	watford - footballer - sudden - collapses - coincidence	22	34_watford_footballer_sudden_collapses
35	lockdowns - shanghai - communism - xi - qr	21	35_lockdowns_shanghai_communism_xi
36	censorship - facistbook - instagram - unpublish - libsoftiktok	21	36_censorship_facistbook_instagram_unpublish

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