How do different types and landscape attributes of urban parks affect visitors' positive emotions?

•We quantified park visitors’ positive emotions using social media data and sentiment analysis.•Both park type and landscape attributes matter to the positive emotions of visitors.•We identified key characteristics of urban parks affecting visitors’ positive emotions.•Multi-sorce social media data and machine learning can facilitate urban sentiment studies.