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examples/basic_usage.ipynb: corrected transform() call to use a pre-filtered observation
window (df_test_obs) instead of the full test log, matching the documented API contract.
README.md: rewrote the Usage section to reflect the current API — fit() now takes
pre-split df_obs / df_eval DataFrames, and transform() requires a pre-filtered
observation window. Added plot_probability_surface() commands alongside each surface image.
Added
Tests for optimize() kind aliases (monotonic, monotonic_recency, etc.) and export_probability_csv().
