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docs: worked example — building an AsOfDataStore from a pandas DataFrame #4

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@MaxWellApexLab

The README's quickstart uses the synthetic make_group. A short docs page (docs/from-dataframe.md) showing the real-world path would help first users:

  1. start from a long DataFrame with columns entity, period, arrival_date, signal_value, size;
  2. build the design matrix and per-entity arrival times;
  3. construct AsOfDataStore and run ReleaseController.decide.

Acceptance: the example runs top-to-bottom with pandas only, and asserts the decision object's fields. No changes to package code.

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