MARTINI_enrich_BERTopic_PatrioticAlternativeOfficial
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_PatrioticAlternativeOfficial")
topic_model.get_topic_info()
Topic overview
- Number of topics: 39
- Number of training documents: 3369
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | britain - patrioticalternative - bbc - midlands - local | 21 | -1_britain_patrioticalternative_bbc_midlands |
| 0 | live - 7pm - patrick - albion - palestine | 1528 | 0_live_7pm_patrick_albion |
| 1 | solere - review - parsifal - wakeman - mystical | 113 | 1_solere_review_parsifal_wakeman |
| 2 | wales - aberystwyth - cowbridge - patrioticalternative - statues | 107 | 2_wales_aberystwyth_cowbridge_patrioticalternative |
| 3 | patrioticalternative - merseyside - northwest - litter - park | 106 | 3_patrioticalternative_merseyside_northwest_litter |
| 4 | patriotictalk - livestream - albion - update - 7pm | 93 | 4_patriotictalk_livestream_albion_update |
| 5 | activism - worldwide - 2021 - august - wewereneverasked | 81 | 5_activism_worldwide_2021_august |
| 6 | dartmoor - suffolk - hiked - villages - paths | 68 | 6_dartmoor_suffolk_hiked_villages |
| 7 | foodbanks - harvest - donated - helping - celebrations | 66 | 7_foodbanks_harvest_donated_helping |
| 8 | speeches - nationalists - attendance - triumph - david | 63 | 8_speeches_nationalists_attendance_triumph |
| 9 | scotland - lanarkshire - stirlingshire - glenfinnan - loch | 63 | 9_scotland_lanarkshire_stirlingshire_glenfinnan |
| 10 | leaflets - norfolk - wymondham - delivered - activists | 59 | 10_leaflets_norfolk_wymondham_delivered |
| 11 | immigrants - britons - somalians - denmark - repatriation | 59 | 11_immigrants_britons_somalians_denmark |
| 12 | live - chiefmoody - 5pm - tomorrow - gmt | 54 | 12_live_chiefmoody_5pm_tomorrow |
| 13 | vaccine - bitchute - lockdowns - javid - omicron | 51 | 13_vaccine_bitchute_lockdowns_javid |
| 14 | patrioticalternativewestmidlands - youtube - subscribe - followers - bitchute | 50 | 14_patrioticalternativewestmidlands_youtube_subscribe_followers |
| 15 | puzzle - weekend - british - journeys - readers | 49 | 15_puzzle_weekend_british_journeys |
| 16 | murdered - brixton - paedophiles - attacks - mohammed | 48 | 16_murdered_brixton_paedophiles_attacks |
| 17 | heathrow - migrants - accommodation - protesting - wigan | 45 | 17_heathrow_migrants_accommodation_protesting |
| 18 | tea - episode - tonight - downton - hypnobirthing | 42 | 18_tea_episode_tonight_downton |
| 19 | westmids - staffordshire - shrewsbury - patrioticalternative - leaflets | 42 | 19_westmids_staffordshire_shrewsbury_patrioticalternative |
| 20 | folktale - friday - unicorn - cuchulain - tedworth | 40 | 20_folktale_friday_unicorn_cuchulain |
| 21 | patrioticalternative - merseyside - northwestern - farnworth - partington | 38 | 21_patrioticalternative_merseyside_northwestern_farnworth |
| 22 | dlive - 7pm - weekly - guests - orwell | 38 | 22_dlive_7pm_weekly_guests |
| 23 | live - horus - 7pm - tarkovsky - horror | 37 | 23_live_horus_7pm_tarkovsky |
| 24 | live - patriot - albion - thefallofwesternman - fascism | 37 | 24_live_patriot_albion_thefallofwesternman |
| 25 | northumberland - accrington - gateshead - leaflets - patrioticalternative | 36 | 25_northumberland_accrington_gateshead_leaflets |
| 26 | yorkshire - patrioticalternative - filey - hardcastle - celebrated | 35 | 26_yorkshire_patrioticalternative_filey_hardcastle |
| 27 | hall - entries - latecomer - essexanglo - 40th | 34 | 27_hall_entries_latecomer_essexanglo |
| 28 | fitter - gym - kettlebells - participation - club | 33 | 28_fitter_gym_kettlebells_participation |
| 29 | memorialise - servicemen - wars - wreaths - towton | 32 | 29_memorialise_servicemen_wars_wreaths |
| 30 | leaflets - nationwide - delivered - east - winners | 29 | 30_leaflets_nationwide_delivered_east |
| 31 | brainwashing - newspeak - delegitimise - liberal - imbecile | 28 | 31_brainwashing_newspeak_delegitimise_liberal |
| 32 | fenek - soros - frenzy - headlines - sister | 28 | 32_fenek_soros_frenzy_headlines |
| 33 | manchester - homeless - northwest - initiative - supplied | 25 | 33_manchester_homeless_northwest_initiative |
| 34 | scotland - erskine - protesting - migrants - flags | 24 | 34_scotland_erskine_protesting_migrants |
| 35 | antiwhiteism - black - satanist - nigerian - spartacus | 24 | 35_antiwhiteism_black_satanist_nigerian |
| 36 | scotland - scandal - politicians - mclaughlin - maligned | 22 | 36_scotland_scandal_politicians_mclaughlin |
| 37 | brexit - tory - censorship - nigel - conspirators | 21 | 37_brexit_tory_censorship_nigel |
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
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