Exercise

MAD on time series

Initially, you can approach time series anomaly detection just like a regular dataset. For example, you can take a univariate approach and fit MAD to one of the time series columns.

pandas and the MAD estimator are already loaded for you.

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Load the Apple stocks dataset with the Date column as a DatetimeIndex. The filename is aapl.csv.