Word associations contribute to machine learning in automatic scoring of degree of emotional tones in dream reports

► Automatic analysis using machine learning can mimic human judgment of emotional tone in dreams. ► Both positive and negative tones can be predicted accurately. ► Word associations improve the accuracy of automatic dream scoring. ► Simple logistic regression is a sufficient model for machine learning.