MARTINI_enrich_BERTopic_PatAltScotland

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_PatAltScotland")

topic_model.get_topic_info()

Topic overview

• Number of topics: 24
• Number of training documents: 1834

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	nationalists - edinburgh - british - parliament - snp	20	-1_nationalists_edinburgh_british_parliament
0	refugees - scots - homeless - accommodation - incomers	799	0_refugees_scots_homeless_accommodation
1	culloden - jacobites - dundee - covenanter - viscount	92	1_culloden_jacobites_dundee_covenanter
2	leaflets - patrioticalternative - falkirk - active - distributing	67	2_leaflets_patrioticalternative_falkirk_active
3	activists - workout - stirlingshire - clubs - summit	61	3_activists_workout_stirlingshire_clubs
4	patalkchannel - live - 7pm - weekly - patriotic	61	4_patalkchannel_live_7pm_weekly
5	hume - boswell - edinburgh - enlightenment - 1759	60	5_hume_boswell_edinburgh_enlightenment
6	crisis - inflation - snp - councils - renewable	58	6_crisis_inflation_snp_councils
7	scots - edward - berwick - coronation - duncan	57	7_scots_edward_berwick_coronation
8	pollokshields - murdered - racism - kriss - shahid	55	8_pollokshields_murdered_racism_kriss
9	lanarkshire - scandal - snp - mackay - councillor	54	9_lanarkshire_scandal_snp_mackay
10	nhs - understaffed - nurses - ambulance - failures	53	10_nhs_understaffed_nurses_ambulance
11	transgenderism - rapist - convicted - campaigners - woman	51	11_transgenderism_rapist_convicted_campaigners
12	linlithgow - decolonise - slaves - banned - councillor	48	12_linlithgow_decolonise_slaves_banned
13	tudor - darnley - holyrood - mary - crowned	41	13_tudor_darnley_holyrood_mary
14	lockdown - parliament - authoritarianism - snp - unvaccinated	38	14_lockdown_parliament_authoritarianism_snp
15	rapist - sentenced - assaulted - offences - murderers	35	15_rapist_sentenced_assaulted_offences
16	patriotic - articles - alba - gramsci - scoop	33	16_patriotic_articles_alba_gramsci
17	clydebank - lockerbie - greenock - 1941 - bombs	32	17_clydebank_lockerbie_greenock_1941
18	erskinehotelmigrantdemo - protesting - councillors - mcgivern - housed	29	18_erskinehotelmigrantdemo_protesting_councillors_mcgivern
19	tonight - live - mood - 5pm - thursday	24	19_tonight_live_mood_5pm
20	racism - bbc - mcavoy - propagandist - mahmood	24	20_racism_bbc_mcavoy_propagandist
21	patrioticartscommunity - white - august - participate - 2021	21	21_patrioticartscommunity_white_august_participate
22	transphobia - schools - sexualised - stonewall - consent	21	22_transphobia_schools_sexualised_stonewall

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