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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