Capture Hierarchical Nature of the Data

[fkiraly]

The first step would be to convert it to one of the sktime hierarchical formats.

In EDA, you would do per-group and across-group analyses, and simple exploratory factor analyses, e.g., hierarchical PCA/SVD and similar hierarchicla factor models.