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prepare_patient_snapshots now handles missing excluded columns consistently when single_snapshot_per_visit=True.
Previously, that code path raised a KeyError if exclude_columns contained names not present in the selected dataframe, while the multi-snapshot path already ignored missing columns. This patch adds errors="ignore" to the single-snapshot drop call, aligning behaviour across both modes and preventing unnecessary training failures.