# shrugging-grace/tweetclassifier

## Model description

This model classifies tweets as either relating to the Covid-19 pandemic or not.

## Intended uses & limitations

It is intended to be used on tweets commenting on UK politics, in particular those trending with the #PMQs hashtag, as this refers to weekly Prime Ministers' Questions.

#### How to use

LABEL_0 means that the tweet relates to Covid-19

LABEL_1 means that the tweet does not relate to Covid-19

## Training data

The model was trained on 1000 tweets (with the "#PMQs'), which were manually labeled by the author. The tweets were collected between May-July 2020.

### BibTeX entry and citation info

This was based on a pretrained version of BERT.

@article{devlin2018bert, title={Bert: Pre-training of deep bidirectional transformers for language understanding}, author={Devlin, Jacob and Chang, Ming-Wei and Lee, Kenton and Toutanova, Kristina}, journal={arXiv preprint arXiv:1810.04805}, year={2018} }