import pandas as pd orders = pd.DataFrame( { "order_id": [1001, 1002, 1003, 1004], "ordered_at": [ "2026-06-01 09:30", "2026-06-02 14:00", "not recorded", "2026-06-04 08:15", ], "shipped_at": [ "2026-06-01T17:45:00+08:00", "2026-06-02T07:10:00Z", "bad timestamp", "2026-06-04T12:00:00+08:00", ], } ) orders["ordered_at_raw"] = orders["ordered_at"] orders["shipped_at_raw"] = orders["shipped_at"]