---
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
---

# MARTINI_enrich_BERTopic_RevealedEye

This is a [BERTopic](https://github.com/MaartenGr/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_RevealedEye")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 25
* Number of training documents: 2198

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | 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 |
  
</details>

## 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