Phonetic Detection for Hate Speech Spreaders on Twitter

The main objective of the software is to determine whether its author spreads hate speech on Twitter.

Preinstall Models

• pip install https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.3.1/en_core_web_sm-2.3.1.tar.gz
• pip install https://github.com/explosion/spacy-models/releases/download/en_core_web_md-2.3.1/en_core_web_md-2.3.1.tar.gz
• pip install https://github.com/explosion/spacy-models/releases/download/es_core_news_sm-2.3.1/es_core_news_sm-2.3.1.tar.gz
• pip install https://github.com/explosion/spacy-models/releases/download/es_core_news_md-2.3.1/es_core_news_md-2.3.1.tar.gz

Train models

• ipython run/training_models_es.py
• ipython run/training_models_en.py

Test models

• ipython run/hate_model_es.py
• ipython run/hate_model_en.py

Results

• Accuracy Spanish model 0.73
• Accuracy English model 0.60
• Features
  • Lexical
  • Phoneme syllables embedding
  • Phoneme frequency
  • Phoneme embedding

Team

• Edwin Puertas, PhDc | [email protected]