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Is there a source (paper, book, presentation, lecture) that gives an overview of all or most of the different attributes by which we can characterise time series signals along with definitions and examples (e.g., (non-)cyclic seasonality, trend, (dis-)continuous, stationary, and so on)?

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I would suggest the book Forecasting: Principles and Practise as a good starting point.

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