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BERT Catches Covid; An open source ML tool utilizing DistilBERT and logistic regression to classify covid-19 text data as misinformation or not.

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Millifiore/pandemic_tweets

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BCC: BERT Catches COVID

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Description

What is BCC? Good question! BCC is a tool to detect COVID-19 misinformation in text-based social media posts.

Built with

  • Python (Flask API)
  • HTML/CSS
  • JQuery

Getting started

Dependencies

Below are the necessary dependencies needed to run our tool:

  • Flask==2.0.2
  • matplotlib==3.5.1
  • numpy==1.22.2
  • pandas==1.4.1
  • Pillow==9.0.1
  • scikit_learn==1.0.2
  • torch==1.10.2
  • transformers==4.17.0
  • wordcloud==1.8.1

Prerequisites

Make sure you have these installed on your device.

Installing

Follow the snippet below to let Git do its magic.

Git:

git clone https://github.com/Millifiore/pandemic_tweets
cd pandemic_tweets/
pip install -r requirements.txt

Executing

You will use flask to run the tool.

flask run

Roadmap

Upcoming updates

  • Standalone website

Version history

  • 1.0.0
    • Initial release

Help 🤝

Contributions, issues, and feature requests are welcome!

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BERT Catches Covid; An open source ML tool utilizing DistilBERT and logistic regression to classify covid-19 text data as misinformation or not.

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