MARTINI_enrich_BERTopic_OfficialRedPillNews

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_OfficialRedPillNews")

topic_model.get_topic_info()

Topic overview

• Number of topics: 26
• Number of training documents: 2733

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	bitchute - patriot - redpill78 - gabtv - joins	21	-1_bitchute_patriot_redpill78_gabtv
0	redpill78 - dlive - razor - roku - 12pm	1569	0_redpill78_dlive_razor_roku
1	livestream - redpill78 - roku - 10pm - friday	126	1_livestream_redpill78_roku_10pm
2	newsom - tucker - thefoxhole - today - whistleblowers	117	2_newsom_tucker_thefoxhole_today
3	tonights - hopefully - friday - everyone - livestreams	95	3_tonights_hopefully_friday_everyone
4	vaccinated - fauci - vaers - pfizer - deaths	83	4_vaccinated_fauci_vaers_pfizer
5	patriot - walmart - manufacturers - target - spend	67	5_patriot_walmart_manufacturers_target
6	pelosi - biden - impeachment - manchin - filibuster	63	6_pelosi_biden_impeachment_manchin
7	ukraine - putin - disinformation - pentagon - bioclandestine	60	7_ukraine_putin_disinformation_pentagon
8	trump - milley - ballots - rigged - maricopa	49	8_trump_milley_ballots_rigged
9	bitchute - podcast - gabtv - red - frankspeech	47	9_bitchute_podcast_gabtv_red
10	redpill78 - podcast - subpoenaed - maricopa - giuliani	41	10_redpill78_podcast_subpoenaed_maricopa
11	unvaccinated - mandates - attorneys - eeoc - exempt	39	11_unvaccinated_mandates_attorneys_eeoc
12	ghislaine - verdicts - jeffrey - conspirators - smollett	34	12_ghislaine_verdicts_jeffrey_conspirators
13	redpill78 - dlive - 7pm - rp78 - ptv	33	13_redpill78_dlive_7pm_rp78
14	badlands - altered - getz - episode - 9pm	32	14_badlands_altered_getz_episode
15	parabens - phthalates - disinfectants - toxic - safer	31	15_parabens_phthalates_disinfectants_toxic
16	live - pizzagate - trump - red - dnc	30	16_live_pizzagate_trump_red
17	russiagate - manafort - dossier - subpoenas - indictments	29	17_russiagate_manafort_dossier_subpoenas
18	cryptopocalypse - binance - bidenflation - podcast - gabtv	26	18_cryptopocalypse_binance_bidenflation_podcast
19	vaxxed - podcast - pill - bongino - pilot	24	19_vaxxed_podcast_pill_bongino
20	tyranny - fascists - invincible - always - fighting	24	20_tyranny_fascists_invincible_always
21	conspiracies - badlands - zak - podcasts - 10am	24	21_conspiracies_badlands_zak_podcasts
22	ivermectin - hydroxychloroquine - doxycycline - 200mg - dose	24	22_ivermectin_hydroxychloroquine_doxycycline_200mg
23	today - thefoxhole - rfk - episode - assassination	23	23_today_thefoxhole_rfk_episode
24	conspiracies - badlands - zak - 9pm - episode	22	24_conspiracies_badlands_zak_9pm

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