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

# MARTINI_enrich_BERTopic_CoronvirusPlushie

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_CoronvirusPlushie")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 31
* Number of training documents: 3766

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | unvaccinated - pfizer - counterspinmedia - nzs - mandates | 20 | -1_unvaccinated_pfizer_counterspinmedia_nzs | 
| 0 | masks - epidemiologist - mandated - exemptions - michael | 2101 | 0_masks_epidemiologist_mandated_exemptions | 
| 1 | deaths - vaccinated - hospitalisations - 2021 - counted | 211 | 1_deaths_vaccinated_hospitalisations_2021 | 
| 2 | hamas - israelis - terrorists - bombed - wars | 146 | 2_hamas_israelis_terrorists_bombed | 
| 3 | zealand - newsom - jacinda - vaccinated - omicron | 97 | 3_zealand_newsom_jacinda_vaccinated | 
| 4 | myocarditis - pfizer - injection - aorta - clots | 89 | 4_myocarditis_pfizer_injection_aorta | 
| 5 | thumbing - newshub - youtube - yesterdays - dislikes | 86 | 5_thumbing_newshub_youtube_yesterdays | 
| 6 | vaccinologist - guillain - plunkett - conspiracy - nzdsos | 77 | 6_vaccinologist_guillain_plunkett_conspiracy | 
| 7 | zealand - protestors - parliament - march - 2022 | 72 | 7_zealand_protestors_parliament_march | 
| 8 | voicesforfreedom - playon - taranaki - activities - marches | 64 | 8_voicesforfreedom_playon_taranaki_activities | 
| 9 | pseudopandemic - fauci - conspirators - fraud - massey | 61 | 9_pseudopandemic_fauci_conspirators_fraud | 
| 10 | fauci - pcr - asymptomatic - false - mike | 59 | 10_fauci_pcr_asymptomatic_false | 
| 11 | davos - passport - biometric - microchip - eid | 54 | 11_davos_passport_biometric_microchip | 
| 12 | parliament - pandemic - globalists - monkeypox - amendments | 53 | 12_parliament_pandemic_globalists_monkeypox | 
| 13 | videos - watched - tik - uploaded - shared | 48 | 13_videos_watched_tik_uploaded | 
| 14 | unvaccinated - worksafe - mandated - zealanders - nurse | 48 | 14_unvaccinated_worksafe_mandated_zealanders | 
| 15 | savebabywill - unvaccinated - transfusions - counterspinmedia - auckland | 45 | 15_savebabywill_unvaccinated_transfusions_counterspinmedia | 
| 16 | democracynz - voters - independents - nominations - councillors | 45 | 16_democracynz_voters_independents_nominations | 
| 17 | counterspinmedia - christchurch - alleged - kelvyn - terrorist | 41 | 17_counterspinmedia_christchurch_alleged_kelvyn | 
| 18 | bullshit - dissenters - disinformation - oppressed - populist | 38 | 18_bullshit_dissenters_disinformation_oppressed | 
| 19 | pfizer - zealanders - nzdsos - whistleblowers - nurses | 37 | 19_pfizer_zealanders_nzdsos_whistleblowers | 
| 20 | vaccinations - pfizer - risks - bivalent - child | 35 | 20_vaccinations_pfizer_risks_bivalent | 
| 21 | robertfkennedyjr - fauci - hannity - ukraine - jake | 35 | 21_robertfkennedyjr_fauci_hannity_ukraine | 
| 22 | pfizer - mrna - mutagenesis - brca - contaminated | 32 | 22_pfizer_mrna_mutagenesis_brca | 
| 23 | telegram - videos - followers - muting - spamming | 28 | 23_telegram_videos_followers_muting | 
| 24 | atman - consciousness - bodha - sanskrit - brain | 26 | 24_atman_consciousness_bodha_sanskrit | 
| 25 | technocracy - coup - un2030 - currencies - catherine | 25 | 25_technocracy_coup_un2030_currencies | 
| 26 | australians - protesters - tyranny - worldwide - reignite | 24 | 26_australians_protesters_tyranny_worldwide | 
| 27 | pfizer - chairman - thompson - bongino - veritastips | 24 | 27_pfizer_chairman_thompson_bongino | 
| 28 | protest - london - march - footage - lockdown | 23 | 28_protest_london_march_footage | 
| 29 | convoy - wellington - 2022nz - greymouth - kaiapoi | 22 | 29_convoy_wellington_2022nz_greymouth |
  
</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
