MARTINI_enrich_BERTopic_risingrxce

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_risingrxce")

topic_model.get_topic_info()

Topic overview

• Number of topics: 39
• Number of training documents: 6158

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	nietzsche - freedom - warrior - gods - every	21	-1_nietzsche_freedom_warrior_gods
0	ubermensch - nietzsche - nihilistic - samsara - overcome	4077	0_ubermensch_nietzsche_nihilistic_samsara
1	epictetus - virtue - lucius - whatever - repose	192	1_epictetus_virtue_lucius_whatever
2	goebbels - himmler - hitlerism - unser - tagebucher	149	2_goebbels_himmler_hitlerism_unser
3	kamikaze - musashi - yukio - akutagawa - sacredness	99	3_kamikaze_musashi_yukio_akutagawa
4	aristocracy - meritocracy - bonapartism - trotsky - merit	92	4_aristocracy_meritocracy_bonapartism_trotsky
5	gylfaginning - trismegistus - gods - þorr - barbarian	88	5_gylfaginning_trismegistus_gods_þorr
6	healthier - detox - digestion - vitamin - sunscreen	86	6_healthier_detox_digestion_vitamin
7	futurism - manifesto - mayakovsky - magnificence - tommaso	73	7_futurism_manifesto_mayakovsky_magnificence
8	scythians - patrilineality - european - aryan - mesolithic	70	8_scythians_patrilineality_european_aryan
9	fascism - mussolini - bolshevism - corporatism - blackshirt	63	9_fascism_mussolini_bolshevism_corporatism
10	patriotfront - imprisoned - terrorist - bolsonaro - rundo	63	10_patriotfront_imprisoned_terrorist_bolsonaro
11	mindset - beliefs - everything - subconscious - negativity	62	11_mindset_beliefs_everything_subconscious
12	tecumseh - gettysburg - confederate - comanches - gunslinger	58	12_tecumseh_gettysburg_confederate_comanches
13	motivation - habits - accomplish - laziness - loser	57	13_motivation_habits_accomplish_laziness
14	conservatism - reactionary - idealization - charlottesville - normie	55	14_conservatism_reactionary_idealization_charlottesville
15	antisemitic - judea - semite - stalin - condemnation	54	15_antisemitic_judea_semite_stalin
16	testosterone - deadlift - stronger - jacked - muscular	53	16_testosterone_deadlift_stronger_jacked
17	brotherhoods - masculinity - pygmalion - athens - pirates	48	17_brotherhoods_masculinity_pygmalion_athens
18	pacifist - virtues - moltke - pugnacity - heideggerian	47	18_pacifist_virtues_moltke_pugnacity
19	statues - bucephalus - lichtbilder - exhibition - soldatenhalle	46	19_statues_bucephalus_lichtbilder_exhibition
20	civilisation - revolt - εγρηγοροτ - julius - perennially	46	20_civilisation_revolt_εγρηγοροτ_julius
21	nationalists - aktivklubb - brotherhood - activist - goals	45	21_nationalists_aktivklubb_brotherhood_activist
22	reposts - niggas - lol - nietzschean - quote	45	22_reposts_niggas_lol_nietzschean
23	greatness - mythical - wanderings - purposeless - jung	43	23_greatness_mythical_wanderings_purposeless
24	shunyata - shakyamuni - samsara - rinpoche - monks	41	24_shunyata_shakyamuni_samsara_rinpoche
25	volkssturm - gallipoli - russians - trench - charlemagne	41	25_volkssturm_gallipoli_russians_trench
26	sparta - leonidas - xerxes - effeminacy - marched	40	26_sparta_leonidas_xerxes_effeminacy
27	defeatist - normies - blackpillers - antifa - faggot	39	27_defeatist_normies_blackpillers_antifa
28	wehrmacht - schwerttrager - statue - nuremberg - reichsparteitagsgelande	33	28_wehrmacht_schwerttrager_statue_nuremberg
29	patroclus - herakles - homer - thetis - γενος	32	29_patroclus_herakles_homer_thetis
30	lancelegion - suvorov - ukraine - mercenary - sgt	31	30_lancelegion_suvorov_ukraine_mercenary
31	bhagavatam - krishna - arjuna - pandavas - veda	29	31_bhagavatam_krishna_arjuna_pandavas
32	anarchist - herrschaft - existence - renouncing - confucian	27	32_anarchist_herrschaft_existence_renouncing
33	jeffersonian - montesquieu - 1776 - sates - maxims	26	33_jeffersonian_montesquieu_1776_sates
34	nietzsche - existence - goal - immortal - greatest	23	34_nietzsche_existence_goal_immortal
35	solitude - independently - nietzsche - egoistical - liberating	22	35_solitude_independently_nietzsche_egoistical
36	racism - castes - positivism - superiority - colonialization	21	36_racism_castes_positivism_superiority
37	gorgias - plutocracy - equality - slaves - strongest	21	37_gorgias_plutocracy_equality_slaves

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