How can a time-series data be declared as stationery?
Checks for Stationarity in time-series data
- Look at Plots : plot a run sequence plot to see anything with an obvious trend or seasonal effects
- Summary Statistics : partition your data into intervals and check for obvious or significant differences in summary statistics
Statistical Test : use statistical tests if the expectations of stationarity are met or violated.