What is Time Series? A dataset consisting of observation values arranged over time. Examples include stock market data, weather data, etc. The concepts of Stationary, Trend, Seasonality,and Cycle are crucial for interpreting time series data. Stationary Stationary refers to the statistical properties of a series remaining constant over time. If the mean, variance and covariance…