fyzbt / emoji_prediction

Final project for "Computational methods in text analysis" class

Predicting emojis here, folks

So, how it all works:

• folder /data: the anonymized dataset used for analysis
• folder /getting_data_EDA: data loading, preparation and EDA
• folder /word_embeddings: CBOW and Skipgram models, clustering, TSNE
• folder /rf_classifier: word2vec, LDA, random forest
• sentiments were predicted here https://github.com/olgasilyutina/socialsent/tree/master

Project presentation

It is right here

Prediction example

message: Я в тюрьме всем нашим ауе здесь так плохо и одиноко лучше сюда непопадать здесь ломается моя жизнь

recommended emojis: 😭😔😒😪😢

original emoji: 😪

References

Authored by Aina Nurmagombetova 🤙 Alina Cherepanova 🙋 Anya Bataeva 🤯 Olya Silyutina 🤔