Question: what are the characteristics of time series data?
Answer: The time series variable (for example, the stock price) may have a trend over time. ...  The variable may exhibit cyclicity or seasonality. ...  The data will have serial correlation between subsequent observations. The data will almost always have an irregular component, which is referred to as the White Noise.