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

# MARTINI_enrich_BERTopic_covid

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_covid")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 12
* Number of training documents: 1269

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | fauci - vaccinated - injections - monkeypox - misinformation | 21 | -1_fauci_vaccinated_injections_monkeypox | 
| 0 | vaccinated - deaths - pfizer - lancet - pericarditis | 676 | 0_vaccinated_deaths_pfizer_lancet | 
| 1 | omicron - booster - antibodies - shots - harvard | 135 | 1_omicron_booster_antibodies_shots | 
| 2 | fauci - coronaviruses - darpa - funded - origins | 78 | 2_fauci_coronaviruses_darpa_funded | 
| 3 | pandemic - gates - bannon - misinformation - klaus | 66 | 3_pandemic_gates_bannon_misinformation | 
| 4 | vaccinate - mrna - microbiologist - plasmid - bhakdi | 61 | 4_vaccinate_mrna_microbiologist_plasmid | 
| 5 | pfizer - whistleblower - davos - lawsuits - stephane | 55 | 5_pfizer_whistleblower_davos_lawsuits | 
| 6 | quarantine - china - shenzhen - passport - red | 48 | 6_quarantine_china_shenzhen_passport | 
| 7 | nattokinase - pfizer - bromelain - bleeding - exosomes | 39 | 7_nattokinase_pfizer_bromelain_bleeding | 
| 8 | ivermectin - remdesivir - hydroxychloroquine - penicillin - medications | 37 | 8_ivermectin_remdesivir_hydroxychloroquine_penicillin | 
| 9 | strokes - encephalitis - neurologists - aphasia - astrazeneca | 31 | 9_strokes_encephalitis_neurologists_aphasia | 
| 10 | australia - unjabbed - djokovic - banned - andrews | 22 | 10_australia_unjabbed_djokovic_banned |
  
</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