Dz-Emotion is the first large-scale, manually annotated dataset for emotion detection in Algerian Arabic dialect (Darija). The dataset consists of 6,000 social media comments, collected from YouTube, Facebook, and Instagram, and labeled according to Ekman’s six basic emotions:(Anger, Sadness, Fear, Disgust, Happiness, Surprise)