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

# MARTINI_enrich_BERTopic_chiefnerd

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_chiefnerd")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 45
* Number of training documents: 5779

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vaccinated - pfizer - myocarditis - doctors - 2021 | 20 | -1_vaccinated_pfizer_myocarditis_doctors | 
| 0 | twitter - censorship - musk - taibbi - shareholders | 2904 | 0_twitter_censorship_musk_taibbi | 
| 1 | ukraine - kremlin - zelensky - sanctions - blinken | 249 | 1_ukraine_kremlin_zelensky_sanctions | 
| 2 | trudeau - ottawa - convoy - alberta - freedom | 187 | 2_trudeau_ottawa_convoy_alberta | 
| 3 | died - defibrillator - footballer - bronny - sudden | 156 | 3_died_defibrillator_footballer_bronny | 
| 4 | rogan - misinformation - podcast - cnn - meidastouch | 132 | 4_rogan_misinformation_podcast_cnn | 
| 5 | fauci - coronaviruses - bats - laboratory - pentagon | 130 | 5_fauci_coronaviruses_bats_laboratory | 
| 6 | mandates - unvaccinated - hochul - repeal - medicare | 125 | 6_mandates_unvaccinated_hochul_repeal | 
| 7 | maricopa - ballots - karrin - deputies - pelosi | 113 | 7_maricopa_ballots_karrin_deputies | 
| 8 | rfk - undebatable - propagandists - snowden - debbie | 103 | 8_rfk_undebatable_propagandists_snowden | 
| 9 | ford - tesla - electricity - fuels - prices | 102 | 9_ford_tesla_electricity_fuels | 
| 10 | transgender - virginia - mandates - born - schools | 99 | 10_transgender_virginia_mandates_born | 
| 11 | scammers - deleted - telegram - spamming - subscribers | 82 | 11_scammers_deleted_telegram_spamming | 
| 12 | illegals - migrant - border - biden - dhs | 78 | 12_illegals_migrant_border_biden | 
| 13 | pfizer - whistleblower - lawsuit - falsified - jackson | 77 | 13_pfizer_whistleblower_lawsuit_falsified | 
| 14 | vaccinated - omicron - hospitalizations - contagious - israel | 67 | 14_vaccinated_omicron_hospitalizations_contagious | 
| 15 | noaa - co2 - gmo - greenland - globalism | 67 | 15_noaa_co2_gmo_greenland | 
| 16 | scotus - overturned - abortions - filibuster - voted | 64 | 16_scotus_overturned_abortions_filibuster | 
| 17 | worldcouncilforhealth - doctors - mccullough - denying - malpractice | 64 | 17_worldcouncilforhealth_doctors_mccullough_denying | 
| 18 | fdic - yellen - depositors - collapse - blackrock | 62 | 18_fdic_yellen_depositors_collapse | 
| 19 | myocarditis - myopericarditis - troponin - electrocardiogram - vaccination | 62 | 19_myocarditis_myopericarditis_troponin_electrocardiogram | 
| 20 | pfizer - booster - injections - ages - updated | 60 | 20_pfizer_booster_injections_ages | 
| 21 | hydroxychloroquine - ivermectin - paxlovid - remdesivir - molnupiravir | 55 | 21_hydroxychloroquine_ivermectin_paxlovid_remdesivir | 
| 22 | mortuaries - 2022 - matthews - insurers - increase | 53 | 22_mortuaries_2022_matthews_insurers | 
| 23 | bidens - fbi - dailymail - hacked - zuckerberg | 50 | 23_bidens_fbi_dailymail_hacked | 
| 24 | vaccinated - nfl - durant - mvp - kevin | 49 | 24_vaccinated_nfl_durant_mvp | 
| 25 | gates - billion - epstein - pandemics - donation | 48 | 25_gates_billion_epstein_pandemics | 
| 26 | thimerosal - immunizing - autism - rfk - shingles | 47 | 26_thimerosal_immunizing_autism_rfk | 
| 27 | miscarriages - menstruators - pcos - diethylstilbestrol - hysterectomies | 40 | 27_miscarriages_menstruators_pcos_diethylstilbestrol | 
| 28 | ufo - airship - missile - landed - pentagon | 37 | 28_ufo_airship_missile_landed | 
| 29 | shootings - sheriff - murdered - manhunt - maine | 33 | 29_shootings_sheriff_murdered_manhunt | 
| 30 | monkeypox - leishmaniasis - symptoms - pustules - ghebreyesus | 31 | 30_monkeypox_leishmaniasis_symptoms_pustules | 
| 31 | hannity - tucker - nielsen - newscast - viewers | 31 | 31_hannity_tucker_nielsen_newscast | 
| 32 | impeachment - donald - testifying - epstein - defendant | 30 | 32_impeachment_donald_testifying_epstein | 
| 33 | immunogenic - mrna - exosomes - sars - phagocytes | 30 | 33_immunogenic_mrna_exosomes_sars | 
| 34 | fbi - whistleblowers - prosecuting - wray - christopher | 28 | 34_fbi_whistleblowers_prosecuting_wray | 
| 35 | pfizer - revenue - billion - injectable - 529 | 27 | 35_pfizer_revenue_billion_injectable | 
| 36 | vaers - reported - doses - 049 - shingles | 26 | 36_vaers_reported_doses_049 | 
| 37 | clotting - thrombocytopenia - heparin - complications - astrazeneca | 26 | 37_clotting_thrombocytopenia_heparin_complications | 
| 38 | mayor - immigrants - bronx - hochul - shelters | 24 | 38_mayor_immigrants_bronx_hochul | 
| 39 | superfund - ohio - hazardous - derailed - tanker | 24 | 39_superfund_ohio_hazardous_derailed | 
| 40 | budweiser - distributors - mulvaney - lite - downgraded | 23 | 40_budweiser_distributors_mulvaney_lite | 
| 41 | biden - pandemic - vaccinate - announce - coordinator | 22 | 41_biden_pandemic_vaccinate_announce | 
| 42 | omicron - mutated - virulent - subvariants - genomic | 22 | 42_omicron_mutated_virulent_subvariants | 
| 43 | cdc - walensky - director - advised - proclamations | 20 | 43_cdc_walensky_director_advised |
  
</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