Code Monkey home page Code Monkey logo

covid19_fakenews_detection's Introduction

COVID19 fakenews detection using NLP

One of the shared tasks of CONSTRAINT 2021's first Workshop on Combating Online Hostile Posts in Regional Languages during Emergency Si​tuation, was about "Fighting an Infodemic: COVID-19 Fake News". Here is my modest participation at the Codalab's competition COVID19 Fake News Detection in English

The Fighting an Infodemic: COVID-19 Fake News Dataset contains tweets along with their associated binary labels: real for real/verified COVID19 related informations and fake for hoaxes/fake news.

Open In Colab

I used Logistic regression with some fine tunning to achieved an accuracy of 94% with the following score:

precision recall f1-score support
Fake 0.939303 0.92549 0.932346 1020
Real 0.93304 0.945536 0.939246 1120
accuracy 0.935981 0.935981 0.935981 0.935981
macro avg 0.936172 0.935513 0.935796 2140
weighted avg 0.936025 0.935981 0.935957 2140

Source: COVID19 Fake News Detection in English

covid19_fakenews_detection's People

Contributors

sithlord-dev avatar

Watchers

avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.