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:

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
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