How to do not create derived features in time series model?

[cookie_yamyam]

Hello,

I created Time Series model and got a bunch of derived features.

I don't want to generate derived features in Time Series model.

Is there an option to avoid generating derived features?

[Andrew_Kruchko · Accepted solution]

The exact option name is Exclude features from derivation. Sorry for the confusion.

[cookie_yamyam]

I cannot find "do not derive" under the advanced option.

[Andrew_Kruchko · Accepted solution]

Hello

It's possible to set all the features as "do not derive" under the advanced options section on the UI before the project starts. Alternatively, the option default_to_do_not_derive can be set to True, if you use the python client.

import datatrobot as dr
spec = dr.DatetimePartitioningSpecification(default_to_do_not_derive=True)

Anyway, DataRobot will use the first lag for all numerical features except the target to avoid leakage.