MARTINI_enrich_BERTopic_RevealedEye

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_RevealedEye")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 25
  • Number of training documents: 2198
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 conspiracy - population - china - rothschild - ultra 20 -1_conspiracy_population_china_rothschild
0 fauci - vaccines - unvaccinated - pfizer - remdesivir 916 0_fauci_vaccines_unvaccinated_pfizer
1 illuminati - baphomet - satanic - hitchens - rituals 116 1_illuminati_baphomet_satanic_hitchens
2 electric - coils - nikola - 432hz - resonance 102 2_electric_coils_nikola_432hz
3 turmeric - syrup - colds - ingredients - antioxidants 100 3_turmeric_syrup_colds_ingredients
4 nutrients - parabens - organic - beef - fda 94 4_nutrients_parabens_organic_beef
5 chemtrails - clouds - ionospheric - spraying - artificially 80 5_chemtrails_clouds_ionospheric_spraying
6 speak - never - bombarded - lies - fascism 76 6_speak_never_bombarded_lies
7 gates - philanthrocapitalism - depopulate - vaccine - provera 70 7_gates_philanthrocapitalism_depopulate_vaccine
8 robots - humanoid - transhumanism - microchip - hackable 68 8_robots_humanoid_transhumanism_microchip
9 davos - soros - oligarchies - rockefeller - kennedy 57 9_davos_soros_oligarchies_rockefeller
10 afghanistan - zelensky - wars - libya - propaganda 55 10_afghanistan_zelensky_wars_libya
11 5g - ghz - antennas - watts - alberta 53 11_5g_ghz_antennas_watts
12 decentralized - ecb - governments - cash - cryptos 48 12_decentralized_ecb_governments_cash
13 cure - carcinoma - cannabis - holistic - gcmaf 48 13_cure_carcinoma_cannabis_holistic
14 globalist - farmers - crisis - eating - sustainable 48 14_globalist_farmers_crisis_eating
15 growit - vegetables - tomatoes - seeds - peppers 47 15_growit_vegetables_tomatoes_seeds
16 transgender - gays - pornography - indoctrination - mothers 33 16_transgender_gays_pornography_indoctrination
17 fbi - whistleblower - syndicate - murdoch - google 32 17_fbi_whistleblower_syndicate_murdoch
18 trudeau - gofundme - censorship - protesters - convoy 26 18_trudeau_gofundme_censorship_protesters
19 cities - minute - surveillance - lockdown - technocratic 24 19_cities_minute_surveillance_lockdown
20 biometric - ccpchina - wechat - surveillance - qr 22 20_biometric_ccpchina_wechat_surveillance
21 pedophiles - trafficked - prostitution - scully - oligarchs 22 21_pedophiles_trafficked_prostitution_scully
22 greenpeace - climatologist - scaremongering - deniers - warms 21 22_greenpeace_climatologist_scaremongering_deniers
23 fluoridated - colgate - neurotoxicant - dumbing - hexafluorosilicic 20 23_fluoridated_colgate_neurotoxicant_dumbing

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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