MARTINI_enrich_BERTopic_Fall_of_the_Cabal

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_Fall_of_the_Cabal")

topic_model.get_topic_info()

Topic overview

• Number of topics: 37
• Number of training documents: 5257

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vaccinated - covid - trump - niet - public	20	-1_vaccinated_covid_trump_niet
0	gevaccineerden - ziekenhuis - niet - corona - maatregelen	3055	0_gevaccineerden_ziekenhuis_niet_corona
1	ukraine - putin - lukashenko - nordstream - sanctions	198	1_ukraine_putin_lukashenko_nordstream
2	veel - stembiljetten - gastvrijheid - nieuwsbrief - belangenverstrengeling	155	2_veel_stembiljetten_gastvrijheid_nieuwsbrief
3	glutathione - omicron - ivermectin - detoxify - hydroxychloroquine	150	3_glutathione_omicron_ivermectin_detoxify
4	vaccinated - pfizer - vaers - fatalities - 2021	128	4_vaccinated_pfizer_vaers_fatalities
5	australiatimes - queensland - protesters - blockade - aborigines	109	5_australiatimes_queensland_protesters_blockade
6	boerburgerbeweging - netherlands - monsanto - farmer - bbb	87	6_boerburgerbeweging_netherlands_monsanto_farmer
7	amersfoort - raadhuisplein - rotterdam - woensdag - niet	86	7_amersfoort_raadhuisplein_rotterdam_woensdag
8	kindermisbruik - pedophilia - presentatieserie - indoctrinatie - sexualization	84	8_kindermisbruik_pedophilia_presentatieserie_indoctrinatie
9	co2 - climate - davos - twitterigtruth - 2030	82	9_co2_climate_davos_twitterigtruth
10	trafficked - pedophilia - europol - philippines - helpline	82	10_trafficked_pedophilia_europol_philippines
11	fallcabal - rabobank - betalen - donate - kanaal	69	11_fallcabal_rabobank_betalen_donate
12	donald - ballots - newsmax - recount - maricopa	65	12_donald_ballots_newsmax_recount
13	sharetrump - prasident - censorship - announcement - omgosh	64	13_sharetrump_prasident_censorship_announcement
14	france - unvaccinated - lockdown - protests - liberte	61	14_france_unvaccinated_lockdown_protests
15	presentatie - live - cabal - ufo - katholieke	60	15_presentatie_live_cabal_ufo
16	trudeau - truckersforfreedom - winnipeg - confiscating - scotia	59	16_trudeau_truckersforfreedom_winnipeg_confiscating
17	zoompresentatie - zondag - overzicht - vrienden - reserveren	53	17_zoompresentatie_zondag_overzicht_vrienden
18	niet - joost - voorarrest - bodengraven - rechtbank	53	18_niet_joost_voorarrest_bodengraven
19	fauci - vaccine - remdesivir - bioterrorist - marburg	49	19_fauci_vaccine_remdesivir_bioterrorist
20	brainwashed - humanity - worthiness - ignorance - suffering	44	20_brainwashed_humanity_worthiness_ignorance
21	vaccinated - quackcine - tetanus - unenlightened - allergic	40	21_vaccinated_quackcine_tetanus_unenlightened
22	conspiracies - channel - believes - newspapers - biased	39	22_conspiracies_channel_believes_newspapers
23	netanyahu - israelische - vaccinated - התפרסם - הילדים	36	23_netanyahu_israelische_vaccinated_התפרסם
24	china - quarantine - shenzhen - riots - urumqi	33	24_china_quarantine_shenzhen_riots
25	cashless - worldwidedemonstration - withdrawing - monetary - worldcoin	32	25_cashless_worldwidedemonstration_withdrawing_monetary
26	wereldprotesten - switzerland - bundeshaus - almanya - reutlingen	30	26_wereldprotesten_switzerland_bundeshaus_almanya
27	pandemics - sovereignty - amendments - geneva - plenary	29	27_pandemics_sovereignty_amendments_geneva
28	russiagate - dossier - counterintelligence - subpoenas - probed	29	28_russiagate_dossier_counterintelligence_subpoenas
29	musk - followers - savior - posted - 4chan	28	29_musk_followers_savior_posted
30	shungite - amethyst - purifier - waterzuiveraar - absorberen	27	30_shungite_amethyst_purifier_waterzuiveraar
31	bidenlaptopreport - theepochtimes - storyhttps - investigator - delaware	26	31_bidenlaptopreport_theepochtimes_storyhttps_investigator
32	londonofficialworldwiderally - worldwidedemonstration - saveourrightsuk - walkout - 24th	25	32_londonofficialworldwiderally_worldwidedemonstration_saveourrightsuk_walkout
33	zionists - israeli - israelites - gaza - ishmael	24	33_zionists_israeli_israelites_gaza
34	jury - hearings - korona - livestream - nuremberg	24	34_jury_hearings_korona_livestream
35	epstein - pedophiles - ghislaine - coconspirators - clinton	22	35_epstein_pedophiles_ghislaine_coconspirators

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