Streaming data indicates that holiday music, particularly christmas music, may be becoming sadder. There is also speculation about the timing of christmas music releases, with some wondering if it is arriving earlier each year. Additionally, data analysis is being used to understand and discern emotions, including sadness, in various forms of online content, including music.