DataDrivenDiffEq package - Choosing the Basis

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p.s. for anyone else coming in with the kind of conceptual questions I had above, this video series seems excellent, it runs through it step by step:

Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!