This report on hate speech lays the groundwork for future research and for the development of public policies that strengthen democratic resilience and protect vulnerable communities in an increasingly polarized and digitalized global environment. It also represents a unique methodological approach, combining advanced machine learning techniques with manual coding by experts to better train the coding model and ensure its effectiveness. Such methods can be easily adapted to other contexts to ensure that AI and machine learning tools produce the most accurate results.