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sentiment2emoji's Introduction

🀩 Sentiment2Emoji 🀩

Find an emoji for a passage of text. This project uses machine learning to predict the sentiment of a given string and return an appropriate emoji.

The project uses Flask for the backend server along with Swagger docs for the service. It also uses a Vue frontend hosted on github.

Website

API Docs

Note β€” Emojis are best seen on updated iOS or a mac, sometimes the conversion for anger/surprised doesn't show up correctly

Emotions:

  • Love
  • Anger
  • Joy
  • Surprise
  • Sadness
  • Fear

Sample

input: "The last jedi was the greatest movie!"

output: 😍

input: "Collard greens are absolutely disgusting "

output: 😑

Quick Start for Flask app

python app.py

Demo

https://sentiment2emoji.herokuapp.com/predict

Frontend

Using Vue and Vuetify

vue create frontend
vue add vuetify
npm run build

Resources and References

Thank you

  • Python
  • Flask restplus
  • Vue
  • Pandas
  • Scikit-learn
  • Numpy
  • Matplotlib
  • Data: F. Calefato, F. Lanubile, N. Novielli. β€œ[EmoTxt: A Toolkit for Emotion Recognition from Text](https://arxiv.org/abs/1708.03892)” To appear inΒ *Proceedings of ACII 2017, the 7th International Conference on Affective Computing and Intelligent Interaction*, San Antonio, USA, Oct. 23-26, 2017.

sentiment2emoji's People

Contributors

brandonserna avatar

Stargazers

Aditya Bagus Pratama avatar  avatar

Watchers

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sentiment2emoji's Issues

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