MARTINI_enrich_BERTopic_jewishutopiarabbimichaelhigger

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_jewishutopiarabbimichaelhigger")

topic_model.get_topic_info()

Topic overview

• Number of topics: 36
• Number of training documents: 3686

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	zionist - goyim - david - america - prevalingwest	20	-1_zionist_goyim_david_america
0	illuminati - harry - rba - vids - bioweapon	1705	0_illuminati_harry_rba_vids
1	talmudic - genocide - ultimate - hoffman - smurfs	171	1_talmudic_genocide_ultimate_hoffman
2	jewggle - rostovrabbi - henrymakow - dehumanize - deathvaxx	163	2_jewggle_rostovrabbi_henrymakow_dehumanize
3	vaccine - pandemic - deaths - 2021 - jabbed	143	3_vaccine_pandemic_deaths_2021
4	kabbalistic - molech - shekhinah - oppenheimer - nathanael	137	4_kabbalistic_molech_shekhinah_oppenheimer
5	australians - jazeera - supremacist - parliament - richest	133	5_australians_jazeera_supremacist_parliament
6	supremacists - jewboy - swastikas - fuck - counterattack	113	6_supremacists_jewboy_swastikas_fuck
7	talmudic - genocide - yehudit - palestinians - pocalypseos	96	7_talmudic_genocide_yehudit_palestinians
8	zundel - slaves - yosef - audiobook - henry	95	8_zundel_slaves_yosef_audiobook
9	kabbalah - lubavitch - semitism - gerhard - cjb	79	9_kabbalah_lubavitch_semitism_gerhard
10	gaza - netanyahu - hezbollah - civilians - siege	58	10_gaza_netanyahu_hezbollah_civilians
11	mashiach - rabbis - israelitic - prophetic - righteousness	54	11_mashiach_rabbis_israelitic_prophetic
12	talmudic - genocide - rosenberg - dragon - balfour	50	12_talmudic_genocide_rosenberg_dragon
13	gaza - القصف - منزلها - اسراييلي - bombed	48	13_gaza_القصف_منزلها_اسراييلي
14	goyim - destroy - samuel - ultimate - factions	47	14_goyim_destroy_samuel_ultimate
15	auschwitz - eisenhower - germarrudolf - 1945 - rheinwiesenlager	43	15_auschwitz_eisenhower_germarrudolf_1945
16	talmudic - pogroms - exterminate - dragon - hoffman	42	16_talmudic_pogroms_exterminate_dragon
17	talmudic - genocide - ultimate - vermin - johannes	41	17_talmudic_genocide_ultimate_vermin
18	trotsky - holodomor - stalinist - solzhenitsyn - genocides	41	18_trotsky_holodomor_stalinist_solzhenitsyn
19	talmudic - genocide - rosenberg - audiobook - prevalingwest	35	19_talmudic_genocide_rosenberg_audiobook
20	zelensky - ukrainians - jewboy - khazar - blackrock	35	20_zelensky_ukrainians_jewboy_khazar
21	holocaust - firebombed - nagasaki - baruch - sacrifice	33	21_holocaust_firebombed_nagasaki_baruch
22	kabbalah - jerusalemite - antichrist - adam - israelinewslive	28	22_kabbalah_jerusalemite_antichrist_adam
23	jewry - prevailingwest - fascist - mercantilism - audiobook	27	23_jewry_prevailingwest_fascist_mercantilism
24	jewry - mao - opium - imperialism - kissinger	26	24_jewry_mao_opium_imperialism
25	brothernathanaelchannel - antisemite - nachman - chasid - breslov	26	25_brothernathanaelchannel_antisemite_nachman_chasid
26	kabbalah - yossi - gurvitz - sophia - magog	25	26_kabbalah_yossi_gurvitz_sophia
27	zundel - westermann - 1943 - hiddentruthvideos - fdr	22	27_zundel_westermann_1943_hiddentruthvideos
28	talmudic - judah - genocide - rosenberg - dragon	22	28_talmudic_judah_genocide_rosenberg
29	talmudic - antisemite - dragon - hoffman - prevalingwest	22	29_talmudic_antisemite_dragon_hoffman
30	larkenrose - anarchapulco - hitlers - freiheitsaktivist - religionen	22	30_larkenrose_anarchapulco_hitlers_freiheitsaktivist
31	david - holocomania - shekelchats - docuseries - flynn	22	31_david_holocomania_shekelchats_docuseries
32	zionist - williams - fepc - booklet - 1950	22	32_zionist_williams_fepc_booklet
33	antisemitism - adl - yoav - lansky - rapist	20	33_antisemitism_adl_yoav_lansky
34	mullins - eustace - audiobook - trotsky - sigmund	20	34_mullins_eustace_audiobook_trotsky

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