MARTINI_enrich_BERTopic_orlaredchan

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_orlaredchan")

topic_model.get_topic_info()

Topic overview

• Number of topics: 30
• Number of training documents: 4472

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	migrants - gardai - protest - covid - ngos	21	-1_migrants_gardai_protest_covid
0	illegals - refugee - irishtimes - nigeria - ukrainians	2925	0_illegals_refugee_irishtimes_nigeria
1	irishmen - ulster - nationalist - cailleach - surrender	164	1_irishmen_ulster_nationalist_cailleach
2	abduction - kilkenny - daughter - chased - garda	114	2_abduction_kilkenny_daughter_chased
3	raped - accused - convictions - jailed - pakistan	99	3_raped_accused_convictions_jailed
4	blanchardstown - drogheda - gangs - carraigaline - stabbed	98	4_blanchardstown_drogheda_gangs_carraigaline
5	africans - slavery - irishness - shelbourne - majekodunmi	89	5_africans_slavery_irishness_shelbourne
6	fraudsters - scammed - nigeria - laundering - suspect	88	6_fraudsters_scammed_nigeria_laundering
7	kildarenow - finglas - accommodation - protested - blessington	73	7_kildarenow_finglas_accommodation_protested
8	nationalities - census - scotland - percentage - majority	68	8_nationalities_census_scotland_percentage
9	censorship - criminalise - legislation - bunreacht - mcguirk	65	9_censorship_criminalise_legislation_bunreacht
10	quarantine - superspreading - tanaiste - airports - britain	57	10_quarantine_superspreading_tanaiste_airports
11	migrants - european - lukashenko - poland - merkel	51	11_migrants_european_lukashenko_poland
12	oats - silage - farmers - corrib - imported	48	12_oats_silage_farmers_corrib
13	transgenderism - pedophiles - heteronormativity - nhs - teachers	46	13_transgenderism_pedophiles_heteronormativity_nhs
14	vaccine - pfizer - gsk - snopes - waterford	46	14_vaccine_pfizer_gsk_snopes
15	france - zemmour - aoussaoui - islamist - rioting	42	15_france_zemmour_aoussaoui_islamist
16	murder - tullamore - jozef - ashling - jurors	40	16_murder_tullamore_jozef_ashling
17	irelandisfull - rents - migrants - ronan - soros	36	17_irelandisfull_rents_migrants_ronan
18	stabbings - gaelscoil - suspected - algerian - parnell	33	18_stabbings_gaelscoil_suspected_algerian
19	freeyoutubeapp - telegram - bigtaboochannel - uploaded - subscribers	32	19_freeyoutubeapp_telegram_bigtaboochannel_uploaded
20	paedophile - tatchell - lgbt - cunnilingus - advocated	31	20_paedophile_tatchell_lgbt_cunnilingus
21	volunteersforukraine - zelensky - putin - libya - nazification	30	21_volunteersforukraine_zelensky_putin_libya
22	asylum - kinnegad - committee - screened - hotels	30	22_asylum_kinnegad_committee_screened
23	protestors - ballsbridge - roadblocks - constituency - bohemians	28	23_protestors_ballsbridge_roadblocks_constituency
24	antifa - protesters - kilraine - idiots - corcoran	25	24_antifa_protesters_kilraine_idiots
25	birthright - deported - passport - niall - amendment	25	25_birthright_deported_passport_niall
26	shitlibs - retweeters - donegaldaily - hashtags - campaigned	24	26_shitlibs_retweeters_donegaldaily_hashtags
27	gypsies - slovakia - begging - robbing - discrimination	22	27_gypsies_slovakia_begging_robbing
28	mosques - clonskeagh - impic_ie - qadri - extremists	22	28_mosques_clonskeagh_impic_ie_qadri

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