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AIDA-UPM/
MARTINI_enrich_BERTopic_rothschildbankingfamily

Name: MARTINI_enrich_BERTopic_rothschildbankingfamily
Availability: InStock

bertopic

text-classification

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MARTINI_enrich_BERTopic_rothschildbankingfamily

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:

python

from bertopic import BERTopic
topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_rothschildbankingfamily")

topic_model.get_topic_info()

Topic overview

Number of topics: 28
Number of training documents: 2475

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	rothschild - jews - holocaust - britain - conspiracy	20	-1_rothschild_jews_holocaust_britain
0	gaza - hamas - zionists - erdogan - massacres	1265	0_gaza_hamas_zionists_erdogan
1	british - putin - ukraine - genocide - morons	140	1_british_putin_ukraine_genocide
2	hitler - nuremberg - speeches - gauleiter - 1933	117	2_hitler_nuremberg_speeches_gauleiter
3	bankers - monetary - revolution - abraham - lend	111	3_bankers_monetary_revolution_abraham
4	chakras - pineal - consciousness - sun - aquarius	74	4_chakras_pineal_consciousness_sun
5	rothschild - ashkenazi - dynasty - wikipedia - judengasse	60	5_rothschild_ashkenazi_dynasty_wikipedia
6	despotism - freedom - goyim - rulers - liberal	56	6_despotism_freedom_goyim_rulers
7	demons - jinn - luciferian - reptilians - beings	48	7_demons_jinn_luciferian_reptilians
8	illuminati - freemasons - messiah - satanic - bolshevik	46	8_illuminati_freemasons_messiah_satanic
9	reichsbank - nsdap - socialism - 1933 - gottfried	46	9_reichsbank_nsdap_socialism_1933
10	stalin - atrocities - nkvd - napalm - 1945	45	10_stalin_atrocities_nkvd_napalm
11	hitler - sudetenland - blitzkreig - churchill - 1940	41	11_hitler_sudetenland_blitzkreig_churchill
12	cashless - cryptocurrencies - hsbc - centralized - withdraw	40	12_cashless_cryptocurrencies_hsbc_centralized
13	rothschild - nathaniel - baronet - jardine - england	31	13_rothschild_nathaniel_baronet_jardine
14	privatised - rothschild - britain - sell - petroleum	30	14_privatised_rothschild_britain_sell
15	capitalism - kapital - marx - billionaires - accumulation	30	15_capitalism_kapital_marx_billionaires
16	zionists - rothschilds - ashkenazi - brainwashed - cooper	30	16_zionists_rothschilds_ashkenazi_brainwashed
17	nazis - banking - debunked - rothschilds - reparations	29	17_nazis_banking_debunked_rothschilds
18	protestantism - cromwell - ireland - benedict - monasteries	29	18_protestantism_cromwell_ireland_benedict
19	hitler - obergruppenfuhrer - stalingrad - wewelsburg - videos	28	19_hitler_obergruppenfuhrer_stalingrad_wewelsburg
20	rothschild - slaves - nathan - colonies - loaned	25	20_rothschild_slaves_nathan_colonies
21	covidians - fearmongered - placebo - parliament - subconsciously	24	21_covidians_fearmongered_placebo_parliament
22	brainwashing - awakening - liberating - illusions - subconscious	24	22_brainwashing_awakening_liberating_illusions
23	weimar - prostitutes - pornography - lustmord - cabarets	22	23_weimar_prostitutes_pornography_lustmord
24	vaccine - nano - corona2inspect - injected - 5g	22	24_vaccine_nano_corona2inspect_injected
25	sexualisation - paedophilic - transgender - lgbtqiapxyz - satanist	21	25_sexualisation_paedophilic_transgender_lgbtqiapxyz
26	economic - amplifiers - capacitance - quiet - recoil	21	26_economic_amplifiers_capacitance_quiet

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