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Deloitte Virtual Internship / Task 01

An original Ape Intern practical · Task 01

Dual-system order event ingestion

Build one reliable event layer from two feeds and explain which records must not enter analysis.

Start with the completed outputs, then use the materials to deliver your own work.

Read complete output first

Materials

learner/materials/dispatch-a.jsonl Read the full file

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{"event_id": "O0002-created", "order_ref": "O0002", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-02T07:00:00Z"}
{"event_id": "O0002-picked_up", "order_ref": "O0002", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-02T09:00:00Z"}
{"event_id": "O0002-delivered", "order_ref": "O0002", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-03T07:50:00Z"}
{"event_id": "O0004-created", "order_ref": "O0004", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-04T09:00:00Z"}
{"event_id": "O0004-picked_up", "order_ref": "O0004", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-04T11:00:00Z"}
{"event_id": "O0004-delivered", "order_ref": "O0004", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-05T07:30:00Z"}
{"event_id": "O0006-created", "order_ref": "O0006", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-06T11:00:00Z"}
{"event_id": "O0006-picked_up", "order_ref": "O0006", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-06T13:00:00Z"}
{"event_id": "O0006-delivered", "order_ref": "O0006", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-07T09:30:00Z"}
{"event_id": "O0008-created", "order_ref": "O0008", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-08T13:00:00Z"}
{"event_id": "O0008-picked_up", "order_ref": "O0008", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-08T15:00:00Z"}
{"event_id": "O0008-delivered", "order_ref": "O0008", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-09T13:50:00Z"}
{"event_id": "O0010-created", "order_ref": "O0010", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-10T07:00:00Z"}
{"event_id": "O0010-picked_up", "order_ref": "O0010", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-10T09:00:00Z"}
{"event_id": "O0010-delivered", "order_ref": "O0010", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-11T05:30:00Z"}
{"event_id": "O0012-created", "order_ref": "O0012", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-12T09:00:00Z"}
{"event_id": "O0012-picked_up", "order_ref": "O0012", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-12T11:00:00Z"}
{"event_id": "O0012-delivered", "order_ref": "O0012", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-13T07:30:00Z"}
{"event_id": "O0014-created", "order_ref": "O0014", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-01T11:00:00Z"}
{"event_id": "O0014-picked_up", "order_ref": "O0014", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-01T13:00:00Z"}
{"event_id": "O0014-delivered", "order_ref": "O0014", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-02T11:50:00Z"}
{"event_id": "O0016-created", "order_ref": "O0016", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-03T13:00:00Z"}
{"event_id": "O0016-picked_up", "order_ref": "O0016", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-03T15:00:00Z"}
{"event_id": "O0016-delivered", "order_ref": "O0016", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-04T11:30:00Z"}
{"event_id": "O0018-created", "order_ref": "O0018", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-05T07:00:00Z"}
{"event_id": "O0018-picked_up", "order_ref": "O0018", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-05T09:00:00Z"}
{"event_id": "O0020-created", "order_ref": "O0020", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-07T09:00:00Z"}
{"event_id": "O0020-picked_up", "order_ref": "O0020", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-07T11:00:00Z"}
{"event_id": "O0020-delivered", "order_ref": "O0020", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-08T09:50:00Z"}
{"event_id": "O0022-created", "order_ref": "O0022", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-09T11:00:00Z"}
{"event_id": "O0022-picked_up", "order_ref": "O0022", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-09T13:00:00Z"}
{"event_id": "O0022-delivered", "order_ref": "O0022", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-10T09:30:00Z"}
{"event_id": "O0024-created", "order_ref": "O0024", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-11T13:00:00Z"}
{"event_id": "O0024-picked_up", "order_ref": "O0024", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-11T15:00:00Z"}
{"event_id": "O0024-delivered", "order_ref": "O0024", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-12T11:30:00Z"}
{"event_id": "O0026-created", "order_ref": "O0026", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-13T07:00:00Z"}
{"event_id": "O0026-picked_up", "order_ref": "O0026", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-13T09:00:00Z"}
{"event_id": "O0026-delivered", "order_ref": "O0026", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-14T07:50:00Z"}
{"event_id": "O0028-created", "order_ref": "O0028", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-02T09:00:00Z"}
{"event_id": "O0028-picked_up", "order_ref": "O0028", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-02T11:00:00Z"}
{"event_id": "O0028-delivered", "order_ref": "O0028", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-03T07:30:00Z"}
{"event_id": "O0030-created", "order_ref": "O0030", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-04T11:00:00Z"}
{"event_id": "O0030-cancelled", "order_ref": "O0030", "hub": "Harbour", "service": "standard", "event": "cancelled", "event_time": "2026-09-04T12:00:00Z"}
{"event_id": "O0032-created", "order_ref": "O0032", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-06T13:00:00Z"}
{"event_id": "O0032-picked_up", "order_ref": "O0032", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-06T15:00:00Z"}
{"event_id": "O0032-delivered", "order_ref": "O0032", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-07T13:50:00Z"}
{"event_id": "O0034-created", "order_ref": "O0034", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-08T07:00:00Z"}
{"event_id": "O0034-picked_up", "order_ref": "O0034", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-08T09:00:00Z"}
{"event_id": "O0034-delivered", "order_ref": "O0034", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-09T05:30:00Z"}
{"event_id": "O0036-created", "order_ref": "O0036", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-10T09:00:00Z"}
{"event_id": "O0036-picked_up", "order_ref": "O0036", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-10T11:00:00Z"}
{"event_id": "O0036-delivered", "order_ref": "O0036", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-11T07:30:00Z"}
{"event_id": "O0038-created", "order_ref": "O0038", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-12T11:00:00Z"}
{"event_id": "O0038-picked_up", "order_ref": "O0038", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-12T13:00:00Z"}
{"event_id": "O0038-delivered", "order_ref": "O0038", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-13T11:50:00Z"}
{"event_id": "O0040-created", "order_ref": "O0040", "hub": "Harbour", "service": "standard", "event": "created", "event_time": "2026-09-14T21:00:00Z"}
{"event_id": "O0040-picked_up", "order_ref": "O0040", "hub": "Harbour", "service": "standard", "event": "picked_up", "event_time": "2026-09-14T23:00:00Z"}
{"event_id": "O0040-delivered", "order_ref": "O0040", "hub": "Harbour", "service": "standard", "event": "delivered", "event_time": "2026-09-15T19:30:00Z"}
{"event_id": "O0042-created", "order_ref": "O0042", "hub": "Harbour", "service": "express", "event": "created", "event_time": "2026-09-02T07:00:00Z"}
{"event_id": "O0042-picked_up", "order_ref": "O0042", "hub": "Harbour", "service": "express", "event": "picked_up", "event_time": "2026-09-02T09:00:00Z"}
{"event_id": "O0042-delivered", "order_ref": "O0042", "hub": "Harbour", "service": "express", "event": "delivered", "event_time": "2026-09-02T15:50:00Z"}
{"event_id": "O0044-created", "order_ref": "O0044", "hub": "Harbour", "service": "express", "event": "created", "event_time": "2026-09-04T09:00:00Z"}
{"event_id": "O0044-picked_up", "order_ref": "O0044", "hub": "Harbour", "service": "express", "event": "picked_up", "event_time": "2026-09-04T11:00:00Z"}
{"event_id": "O0044-delivered", "order_ref": "O0044", "hub": "Harbour", "service": "express", "event": "delivered", "event_time": "2026-09-04T17:50:00Z"}
{"event_id": "O0046-created", "order_ref": "O0046", "hub": "Harbour", "service": "express", "event": "created", "event_time": "2026-09-06T11:00:00Z"}
{"event_id": "O0046-picked_up", "order_ref": "O0046", "hub": "Harbour", "service": "express", "event": "picked_up", "event_time": "2026-09-06T13:00:00Z"}
{"event_id": "O0046-delivered", "order_ref": "O0046", "hub": "Harbour", "service": "express", "event": "delivered", "event_time": "2026-09-06T19:50:00Z"}
{"event_id": "O0048-created", "order_ref": "O0048", "hub": "Harbour", "service": "express", "event": "created", "event_time": "2026-09-08T13:00:00Z"}
{"event_id": "O0048-picked_up", "order_ref": "O0048", "hub": "Harbour", "service": "express", "event": "picked_up", "event_time": "2026-09-08T15:00:00Z"}
{"event_id": "O0048-delivered", "order_ref": "O0048", "hub": "Harbour", "service": "express", "event": "delivered", "event_time": "2026-09-08T21:50:00Z"}
{"event_id": "O0050-created", "order_ref": "O0050", "hub": "Harbour", "service": "express", "event": "created", "event_time": "2026-09-10T07:00:00Z"}
{"event_id": "O0050-picked_up", "order_ref": "O0050", "hub": "Harbour", "service": "express", "event": "picked_up", "event_time": "2026-09-10T09:00:00Z"}
{"event_id": "O0050-delivered", "order_ref": "O0050", "hub": "Harbour", "service": "express", "event": "delivered", "event_time": "2026-09-10T15:50:00Z"}
{"event_id": "O0052-created", "order_ref": "O0052", "hub": "Harbour", "service": "express", "event": "created", "event_time": "2026-09-12T09:00:00Z"}
{"event_id": "O0052-picked_up", "order_ref": "O0052", "hub": "Harbour", "service": "express", "event": "picked_up", "event_time": "2026-09-12T11:00:00Z"}
{"event_id": "O0052-delivered", "order_ref": "O0052", "hub": "Harbour", "service": "express", "event": "delivered", "event_time": "2026-09-12T17:50:00Z"}
{"event_id": "O0054-created", "order_ref": "O0054", "hub": "Harbour", "service": "express", "event": "created", "event_time": "2026-09-01T11:00:00Z"}
{"event_id": "O0054-picked_up", "order_ref": "O0054", "hub": "Harbour", "service": "express", "event": "picked_up", "event_time": "2026-09-01T13:00:00Z"}
{"event_id": "O0054-delivered", "order_ref": "O0054", "hub": "Harbour", "service": "express", "event": "delivered", "event_time": "2026-09-01T19:50:00Z"}
{"event_id": "O0056-created", "order_ref": "O0056", "hub": "Harbour", "service": "express", "event": "created", "event_time": "2026-09-03T13:00:00Z"}
{"event_id": "O0056-picked_up", "order_ref": "O0056", "hub": "Harbour", "service": "express", "event": "picked_up", "event_time": "2026-09-03T15:00:00Z"}
{"event_id": "O0056-delivered", "order_ref": "O0056", "hub": "Harbour", "service": "express", "event": "delivered", "event_time": "2026-09-03T21:50:00Z"}
{"event_id": "O0058-created", "order_ref": "O0058", "hub": "Harbour", "service": "express", "event": "created", "event_time": "2026-09-05T07:00:00Z"}
{"event_id": "O0058-picked_up", "order_ref": "O0058", "hub": "Harbour", "service": "express", "event": "picked_up", "event_time": "2026-09-05T09:00:00Z"}
{"event_id": "O0060-created", "order_ref": "O0060", "hub": "Harbour", "service": "express", "event": "created", "event_time": "2026-09-14T21:00:00Z"}
{"event_id": "O0060-picked_up", "order_ref": "O0060", "hub": "Harbour", "service": "express", "event": "picked_up", "event_time": "2026-09-14T23:00:00Z"}
{"event_id": "O0060-delivered", "order_ref": "O0060", "hub": "Harbour", "service": "express", "event": "delivered", "event_time": "2026-09-15T05:50:00Z"}
{"event_id": "O0062-created", "order_ref": "O0062", "hub": "Eastgate", "service": "standard", "event": "created", "event_time": "2026-09-02T07:00:00Z"}
{"event_id": "O0062-picked_up", "order_ref": "O0062", "hub": "Eastgate", "service": "standard", "event": "picked_up", "event_time": "2026-09-02T09:00:00Z"}
{"event_id": "O0062-delivered", "order_ref": "O0062", "hub": "Eastgate", "service": "standard", "event": "delivered", "event_time": "2026-09-03T08:10:00Z"}
{"event_id": "O0064-created", "order_ref": "O0064", "hub": "Eastgate", "service": "standard", "event": "created", "event_time": "2026-09-04T09:00:00Z"}
{"event_id": "O0064-picked_up", "order_ref": "O0064", "hub": "Eastgate", "service": "standard", "event": "picked_up", "event_time": "2026-09-04T11:00:00Z"}
{"event_id": "O0064-delivered", "order_ref": "O0064", "hub": "Eastgate", "service": "standard", "event": "delivered", "event_time": "2026-09-05T07:30:00Z"}
{"event_id": "O0066-created", "order_ref": "O0066", "hub": "Eastgate", "service": "standard", "event": "created", "event_time": "2026-09-06T11:00:00Z"}
{"event_id": "O0066-picked_up", "order_ref": "O0066", "hub": "Eastgate", "service": "standard", "event": "picked_up", "event_time": "2026-09-06T13:00:00Z"}
{"event_id": "O0066-delivered", "order_ref": "O0066", "hub": "Eastgate", "service": "standard", "event": "delivered", "event_time": "2026-09-07T12:10:00Z"}
{"event_id": "O0068-created", "order_ref": "O0068", "hub": "Eastgate", "service": "standard", "event": "created", "event_time": "2026-09-08T13:00:00Z"}
{"event_id": "O0068-picked_up", "order_ref": "O0068", "hub": "Eastgate", "service": "standard", "event": "picked_up", "event_time": "2026-09-08T15:00:00Z"}
{"event_id": "O0068-delivered", "order_ref": "O0068", "hub": "Eastgate", "service": "standard", "event": "delivered", "event_time": "2026-09-09T11:30:00Z"}
{"event_id": "O0070-created", "order_ref": "O0070", "hub": "Eastgate", "service": "standard", "event": "created", "event_time": "2026-09-10T07:00:00Z"}
{"event_id": "O0070-picked_up", "order_ref": "O0070", "hub": "Eastgate", "service": "standard", "event": "picked_up", "event_time": "2026-09-10T09:00:00Z"}
{"event_id": "O0070-delivered", "order_ref": "O0070", "hub": "Eastgate", "service": "standard", "event": "delivered", "event_time": "2026-09-11T08:10:00Z"}
{"event_id": "O0072-created", "order_ref": "O0072", "hub": "Eastgate", "service": "standard", "event": "created", "event_time": "2026-09-12T09:00:00Z"}
{"event_id": "O0072-picked_up", "order_ref": "O0072", "hub": "Eastgate", "service": "standard", "event": "picked_up", "event_time": "2026-09-12T11:00:00Z"}
{"event_id": "O0072-delivered", "order_ref": "O0072", "hub": "Eastgate", "service": "standard", "event": "delivered", "event_time": "2026-09-13T07:30:00Z"}
{"event_id": "O0074-created", "order_ref": "O0074", "hub": "Eastgate", "service": "standard", "event": "created", "event_time": "2026-09-01T11:00:00Z"}
{"event_id": "O0074-picked_up", "order_ref": "O0074", "hub": "Eastgate", "service": "standard", "event": "picked_up", "event_time": "2026-09-01T13:00:00Z"}
{"event_id": "O0074-delivered", "order_ref": "O0074", "hub": "Eastgate", "service": "standard", "event": "delivered", "event_time": "2026-09-02T12:10:00Z"}
{"event_id": "O0076-created", "order_ref": "O0076", "hub": "Eastgate", "service": "standard", "event": "created", "event_time": "2026-09-03T13:00:00Z"}
{"event_id": "O0076-picked_up", "order_ref": "O0076", "hub": "Eastgate", "service": "standard", "event": "picked_up", "event_time": "2026-09-03T15:00:00Z"}
{"event_id": "O0076-delivered", "order_ref": "O0076", "hub": "Eastgate", "service": "standard", "event": "delivered", "event_time": "2026-09-04T11:30:00Z"}
{"event_id": "O0078-created", "order_ref": "O0078", "hub": "Eastgate", "service": "standard", "event": "created", "event_time": "2026-09-05T07:00:00Z"}
{"event_id": "O0078-picked_up", "order_ref": "O0078", "hub": "Eastgate", "service": "standard", "event": "picked_up", "event_time": "2026-09-05T09:00:00Z"}
{"event_id": "O0080-created", "order_ref": "O0080", "hub": "Eastgate", "service": "standard", "event": "created", "event_time": "2026-09-14T21:00:00Z"}
{"event_id": "O0080-picked_up", "order_ref": "O0080", "hub": "Eastgate", "service": "standard", "event": "picked_up", "event_time": "2026-09-14T23:00:00Z"}
{"event_id": "O0080-delivered", "order_ref": "O0080", "hub": "Eastgate", "service": "standard", "event": "delivered", "event_time": "2026-09-15T19:30:00Z"}
{"event_id": "O0082-created", "order_ref": "O0082", "hub": "Eastgate", "service": "express", "event": "created", "event_time": "2026-09-02T07:00:00Z"}
{"event_id": "O0082-picked_up", "order_ref": "O0082", "hub": "Eastgate", "service": "express", "event": "picked_up", "event_time": "2026-09-02T09:00:00Z"}
{"event_id": "O0082-delivered", "order_ref": "O0082", "hub": "Eastgate", "service": "express", "event": "delivered", "event_time": "2026-09-02T16:10:00Z"}
{"event_id": "O0084-created", "order_ref": "O0084", "hub": "Eastgate", "service": "express", "event": "created", "event_time": "2026-09-04T09:00:00Z"}
{"event_id": "O0084-picked_up", "order_ref": "O0084", "hub": "Eastgate", "service": "express", "event": "picked_up", "event_time": "2026-09-04T11:00:00Z"}
{"event_id": "O0084-delivered", "order_ref": "O0084", "hub": "Eastgate", "service": "express", "event": "delivered", "event_time": "2026-09-04T18:10:00Z"}
{"event_id": "O0086-created", "order_ref": "O0086", "hub": "Eastgate", "service": "express", "event": "created", "event_time": "2026-09-06T11:00:00Z"}
{"event_id": "O0086-picked_up", "order_ref": "O0086", "hub": "Eastgate", "service": "express", "event": "picked_up", "event_time": "2026-09-06T13:00:00Z"}
{"event_id": "O0086-delivered", "order_ref": "O0086", "hub": "Eastgate", "service": "express", "event": "delivered", "event_time": "2026-09-06T17:30:00Z"}
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learner/materials/courier-b.jsonl Read the full file

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{"id": "O0141-created", "shipment": {"number": "O0141", "station": "Westhill", "product": "standard"}, "action": "OPEN", "at_ms": 1788861600000}
{"id": "O0141-picked_up", "shipment": {"number": "O0141", "station": "Westhill", "product": "standard"}, "action": "COLLECT", "at_ms": 1788868800000}
{"id": "O0141-delivered", "shipment": {"number": "O0141", "station": "Westhill", "product": "standard"}, "action": "DROP", "at_ms": 1788942600000}
{"id": "O0143-created", "shipment": {"number": "O0143", "station": "Westhill", "product": "standard"}, "action": "OPEN", "at_ms": 1789041600000}
{"id": "O0143-picked_up", "shipment": {"number": "O0143", "station": "Westhill", "product": "standard"}, "action": "COLLECT", "at_ms": 1789048800000}
{"id": "O0143-delivered", "shipment": {"number": "O0143", "station": "Westhill", "product": "standard"}, "action": "DROP", "at_ms": 1789122600000}
{"id": "O0145-created", "shipment": {"number": "O0145", "station": "Westhill", "product": "standard"}, "action": "OPEN", "at_ms": 1789192800000}
{"id": "O0145-picked_up", "shipment": {"number": "O0145", "station": "Westhill", "product": "standard"}, "action": "COLLECT", "at_ms": 1789200000000}
{"id": "O0145-delivered", "shipment": {"number": "O0145", "station": "Westhill", "product": "standard"}, "action": "DROP", "at_ms": 1789273800000}
{"id": "O0147-created", "shipment": {"number": "O0147", "station": "Westhill", "product": "standard"}, "action": "OPEN", "at_ms": 1788249600000}
{"id": "O0147-picked_up", "shipment": {"number": "O0147", "station": "Westhill", "product": "standard"}, "action": "COLLECT", "at_ms": 1788256800000}
{"id": "O0147-delivered", "shipment": {"number": "O0147", "station": "Westhill", "product": "standard"}, "action": "DROP", "at_ms": 1788341400000}
{"id": "O0149-created", "shipment": {"number": "O0149", "station": "Westhill", "product": "standard"}, "action": "OPEN", "at_ms": 1788429600000}
{"id": "O0149-picked_up", "shipment": {"number": "O0149", "station": "Westhill", "product": "standard"}, "action": "COLLECT", "at_ms": 1788436800000}
{"id": "O0149-delivered", "shipment": {"number": "O0149", "station": "Westhill", "product": "standard"}, "action": "DROP", "at_ms": 1788510600000}
{"id": "O0151-created", "shipment": {"number": "O0151", "station": "Westhill", "product": "standard"}, "action": "OPEN", "at_ms": 1788609600000}
{"id": "O0151-picked_up", "shipment": {"number": "O0151", "station": "Westhill", "product": "standard"}, "action": "COLLECT", "at_ms": 1788616800000}
{"id": "O0151-delivered", "shipment": {"number": "O0151", "station": "Westhill", "product": "standard"}, "action": "DROP", "at_ms": 1788690600000}
{"id": "O0153-created", "shipment": {"number": "O0153", "station": "Westhill", "product": "standard"}, "action": "OPEN", "at_ms": 1788760800000}
{"id": "O0153-picked_up", "shipment": {"number": "O0153", "station": "Westhill", "product": "standard"}, "action": "COLLECT", "at_ms": 1788768000000}
{"id": "O0153-delivered", "shipment": {"number": "O0153", "station": "Westhill", "product": "standard"}, "action": "DROP", "at_ms": 1788841800000}
{"id": "O0155-created", "shipment": {"number": "O0155", "station": "Westhill", "product": "standard"}, "action": "OPEN", "at_ms": 1788940800000}
{"id": "O0155-picked_up", "shipment": {"number": "O0155", "station": "Westhill", "product": "standard"}, "action": "COLLECT", "at_ms": 1788948000000}
{"id": "O0157-created", "shipment": {"number": "O0157", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1788242400000}
{"id": "O0157-cancelled", "shipment": {"number": "O0157", "station": "Westhill", "product": "express"}, "action": "VOID", "at_ms": 1788246000000}
{"id": "O0159-created", "shipment": {"number": "O0159", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1788422400000}
{"id": "O0159-picked_up", "shipment": {"number": "O0159", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1788429600000}
{"id": "O0159-delivered", "shipment": {"number": "O0159", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1788445800000}
{"id": "O0161-created", "shipment": {"number": "O0161", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1788602400000}
{"id": "O0161-picked_up", "shipment": {"number": "O0161", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1788609600000}
{"id": "O0161-delivered", "shipment": {"number": "O0161", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1788636600000}
{"id": "O0163-created", "shipment": {"number": "O0163", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1788782400000}
{"id": "O0163-picked_up", "shipment": {"number": "O0163", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1788789600000}
{"id": "O0163-delivered", "shipment": {"number": "O0163", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1788805800000}
{"id": "O0165-created", "shipment": {"number": "O0165", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1788933600000}
{"id": "O0165-picked_up", "shipment": {"number": "O0165", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1788940800000}
{"id": "O0165-delivered", "shipment": {"number": "O0165", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1788967800000}
{"id": "O0167-created", "shipment": {"number": "O0167", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1789113600000}
{"id": "O0167-picked_up", "shipment": {"number": "O0167", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1789120800000}
{"id": "O0167-delivered", "shipment": {"number": "O0167", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1789137000000}
{"id": "O0169-created", "shipment": {"number": "O0169", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1789293600000}
{"id": "O0169-picked_up", "shipment": {"number": "O0169", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1789300800000}
{"id": "O0169-delivered", "shipment": {"number": "O0169", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1789327800000}
{"id": "O0171-created", "shipment": {"number": "O0171", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1788350400000}
{"id": "O0171-picked_up", "shipment": {"number": "O0171", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1788357600000}
{"id": "O0171-delivered", "shipment": {"number": "O0171", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1788373800000}
{"id": "O0173-created", "shipment": {"number": "O0173", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1788501600000}
{"id": "O0173-picked_up", "shipment": {"number": "O0173", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1788508800000}
{"id": "O0173-delivered", "shipment": {"number": "O0173", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1788535800000}
{"id": "O0175-created", "shipment": {"number": "O0175", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1788681600000}
{"id": "O0175-picked_up", "shipment": {"number": "O0175", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1788688800000}
{"id": "O0175-delivered", "shipment": {"number": "O0175", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1788705000000}
{"id": "O0177-created", "shipment": {"number": "O0177", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1788861600000}
{"id": "O0177-picked_up", "shipment": {"number": "O0177", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1788868800000}
{"id": "O0177-delivered", "shipment": {"number": "O0177", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1788895800000}
{"id": "O0179-created", "shipment": {"number": "O0179", "station": "Westhill", "product": "express"}, "action": "OPEN", "at_ms": 1789041600000}
{"id": "O0179-picked_up", "shipment": {"number": "O0179", "station": "Westhill", "product": "express"}, "action": "COLLECT", "at_ms": 1789048800000}
{"id": "O0179-delivered", "shipment": {"number": "O0179", "station": "Westhill", "product": "express"}, "action": "DROP", "at_ms": 1789065000000}
{"id": "O0181-created", "shipment": {"number": "O0181", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788242400000}
{"id": "O0181-cancelled", "shipment": {"number": "O0181", "station": "Southbay", "product": "standard"}, "action": "VOID", "at_ms": 1788246000000}
{"id": "O0183-created", "shipment": {"number": "O0183", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788422400000}
{"id": "O0183-picked_up", "shipment": {"number": "O0183", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1788429600000}
{"id": "O0183-delivered", "shipment": {"number": "O0183", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1788503400000}
{"id": "O0185-created", "shipment": {"number": "O0185", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788602400000}
{"id": "O0185-picked_up", "shipment": {"number": "O0185", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1788609600000}
{"id": "O0185-delivered", "shipment": {"number": "O0185", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1788683400000}
{"id": "O0187-created", "shipment": {"number": "O0187", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788782400000}
{"id": "O0187-picked_up", "shipment": {"number": "O0187", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1788789600000}
{"id": "O0187-delivered", "shipment": {"number": "O0187", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1788863400000}
{"id": "O0189-created", "shipment": {"number": "O0189", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788933600000}
{"id": "O0189-picked_up", "shipment": {"number": "O0189", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1788940800000}
{"id": "O0189-delivered", "shipment": {"number": "O0189", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1789014600000}
{"id": "O0191-created", "shipment": {"number": "O0191", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1789113600000}
{"id": "O0191-picked_up", "shipment": {"number": "O0191", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1789120800000}
{"id": "O0191-delivered", "shipment": {"number": "O0191", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1789194600000}
{"id": "O0193-created", "shipment": {"number": "O0193", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1789293600000}
{"id": "O0193-picked_up", "shipment": {"number": "O0193", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1789300800000}
{"id": "O0193-delivered", "shipment": {"number": "O0193", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1789374600000}
{"id": "O0195-created", "shipment": {"number": "O0195", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788350400000}
{"id": "O0195-picked_up", "shipment": {"number": "O0195", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1788357600000}
{"id": "O0195-delivered", "shipment": {"number": "O0195", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1788431400000}
{"id": "O0197-created", "shipment": {"number": "O0197", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788501600000}
{"id": "O0197-picked_up", "shipment": {"number": "O0197", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1788508800000}
{"id": "O0197-delivered", "shipment": {"number": "O0197", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1788582600000}
{"id": "O0199-created", "shipment": {"number": "O0199", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788681600000}
{"id": "O0199-picked_up", "shipment": {"number": "O0199", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1788688800000}
{"id": "O0199-delivered", "shipment": {"number": "O0199", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1788762600000}
{"id": "O0201-created", "shipment": {"number": "O0201", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788861600000}
{"id": "O0201-picked_up", "shipment": {"number": "O0201", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1788868800000}
{"id": "O0201-delivered", "shipment": {"number": "O0201", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1788942600000}
{"id": "O0203-created", "shipment": {"number": "O0203", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1789041600000}
{"id": "O0203-picked_up", "shipment": {"number": "O0203", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1789048800000}
{"id": "O0203-delivered", "shipment": {"number": "O0203", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1789122600000}
{"id": "O0205-created", "shipment": {"number": "O0205", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1789192800000}
{"id": "O0205-picked_up", "shipment": {"number": "O0205", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1789200000000}
{"id": "O0205-delivered", "shipment": {"number": "O0205", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1789273800000}
{"id": "O0207-created", "shipment": {"number": "O0207", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788249600000}
{"id": "O0207-picked_up", "shipment": {"number": "O0207", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1788256800000}
{"id": "O0207-delivered", "shipment": {"number": "O0207", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1788330600000}
{"id": "O0209-created", "shipment": {"number": "O0209", "station": "Southbay", "product": "standard"}, "action": "OPEN", "at_ms": 1788429600000}
{"id": "O0209-picked_up", "shipment": {"number": "O0209", "station": "Southbay", "product": "standard"}, "action": "COLLECT", "at_ms": 1788436800000}
{"id": "O0209-delivered", "shipment": {"number": "O0209", "station": "Southbay", "product": "standard"}, "action": "DROP", "at_ms": 1788510600000}
{"id": "O0211-created", "shipment": {"number": "O0211", "station": "Southbay", "product": "express"}, "action": "OPEN", "at_ms": 1788242400000}
{"id": "O0211-cancelled", "shipment": {"number": "O0211", "station": "Southbay", "product": "express"}, "action": "VOID", "at_ms": 1788246000000}
{"id": "O0213-created", "shipment": {"number": "O0213", "station": "Southbay", "product": "express"}, "action": "OPEN", "at_ms": 1788422400000}
{"id": "O0213-picked_up", "shipment": {"number": "O0213", "station": "Southbay", "product": "express"}, "action": "COLLECT", "at_ms": 1788429600000}
{"id": "O0213-delivered", "shipment": {"number": "O0213", "station": "Southbay", "product": "express"}, "action": "DROP", "at_ms": 1788445800000}
{"id": "O0215-created", "shipment": {"number": "O0215", "station": "Southbay", "product": "express"}, "action": "OPEN", "at_ms": 1788602400000}
{"id": "O0215-picked_up", "shipment": {"number": "O0215", "station": "Southbay", "product": "express"}, "action": "COLLECT", "at_ms": 1788609600000}
{"id": "O0215-delivered", "shipment": {"number": "O0215", "station": "Southbay", "product": "express"}, "action": "DROP", "at_ms": 1788625800000}
{"id": "O0001-created", "shipment": {"number": "O0001", "station": "Harbour", "product": "standard"}, "action": "OPEN", "at_ms": 1788242400000}
{"id": "O0001-cancelled", "shipment": {"number": "O0001", "station": "Harbour", "product": "standard"}, "action": "VOID", "at_ms": 1788246000000}
{"id": "O0003-created", "shipment": {"number": "O0003", "station": "Harbour", "product": "standard"}, "action": "OPEN", "at_ms": 1788422400000}
{"id": "BAD-EPOCH", "shipment": {"number": "O0001", "station": "Harbour", "product": "standard"}, "action": "OPEN", "at_ms": "yesterday"}
{"id": "BAD-SHIPMENT", "shipment": {}, "action": "OPEN", "at_ms": 1788242400000}

learner/materials/data-dictionary.md Read the full file

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Data dictionary and decision rules

Assignment brief

You join the cold-chain fulfilment operations team. The operations lead needs to decide which orders and hubs to review first, where export controls failed, and what the next operations workbench must deliver. The four hubs are Harbour, Eastgate, Westhill and Southbay. Standard service promises delivery within 24 hours and express within 8 hours. Use the actual due_at value in orders.csv for each order.

The review cutoff is 2026-09-15T00:00:00Z, defined in rules.json. Convert every business timestamp to UTC. Records can contain events after the cutoff so that you can test whether a historical review accidentally uses future information.

Orders

One row in orders.csv is one order. order_id is a unique text identifier; keep its leading zeros. hub is the operating hub, service is standard or express, and route identifies the route. created_at and due_at are timezone-aware ISO 8601 timestamps. Counting event rows is not a valid way to count orders.

Event feeds and canonical schema

Feed A maps event_id to event_id, order_ref to order_id, hub to hub, service to service, event to kind, and event_time to happened_at.

Feed B maps id to event_id, shipment.number to order_id, shipment.station to hub, shipment.product to service, and at_ms to happened_at. at_ms is an integer Unix timestamp in milliseconds. Map OPEN, COLLECT, DROP and VOID to created, picked_up, delivered and cancelled respectively.

The canonical event contains event_id, order_id, hub, service, kind and happened_at. happened_at is UTC ISO 8601 with a Z suffix. Validate required fields, action names and dimensions. Reject timezone-free timestamps and non-integer epochs. Do not change the raw inputs.

Identical canonical content under the same event_id is an exact replay: retain one event and list every removed replay. Different content under one immutable event_id is a conflict: quarantine the entire group. Never accept the first arrival and silently overwrite it later. Keep the source filename, 1-based line number and reason for every rejected record or replay. Reconcile raw records = canonical events + quarantined records + removed replays.

Historical fulfilment cohort

Group events by order_id and retain only events with happened_at <= cutoff. A visible cancellation takes precedence and is excluded from the mature denominator. A non-cancelled order with due_at > cutoff is not_mature. Otherwise, no visible delivery means overdue_open; the first visible delivery after due_at means delivered_late; delivery at or before due_at means on_time. Exactly at the due timestamp is mature, and delivery exactly at that timestamp is on time.

Eligible mature orders = on_time + delivered_late + overdue_open. Late orders = delivered_late + overdue_open. Never classify cancellation or an order not yet due as successful delivery. Keep delivered lateness minutes (delivery minus due_at) separate from open overdue minutes (cutoff minus due_at). The inputs do not contain actual refunds, damaged-goods values or costs, so do not calculate those amounts.

Service review

The fixed late-rate target is 10%, and the minimum mature sample is 15 per hub/service cell. gap_pp = (late_rate - 0.10) * 100, measured in percentage points. Apply sample size first: below 15 is More data needed. A gap above 15 points is Priority review; above 5 and at most 15 is Review needed; at most 5 is Within threshold. These are operational triage rules, not a statistical finding of unfair treatment.

For a comparable service mix, give standard and express equal 50% weights. Calculate a hub's standardized late rate only when both service cells meet the minimum sample. Otherwise retain a missing value and state which cell is insufficient. Do not impute an overall mean or rank a small sample as the best hub. Separate observations, possible explanations and causal claims.

Access logs and policy

One access-log.csv row is one request. request_id is unique; at is UTC. user, session and role are gateway request context. method and path identify the resource; status is the response code; rows and bytes are gateway response counts. These counts do not prove unique customers, file retention or subsequent use.

access-policy.json defines the baseline. An operator can read only the assigned hub and cannot export. A supervisor or approved service role can export. A session lasts 30 minutes after a successful login: exactly 30 minutes is valid, and later requests must be rejected. Failed logins do not renew sessions. A 401 is a denied attempt, not confirmed disclosure. svc-archive is approved, so a frequent large export is not automatically suspicious. The IP ranges are documentation addresses; the logs cannot establish geography, a natural person's identity or the actual access path. Endpoint and VPN evidence would be needed.

learner/starter.py Read the full file

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"""Implement these functions without changing the raw materials."""
def normalize(record, source):
    """Return a canonical event for source A/B; raise ValueError for invalid data."""
    raise NotImplementedError("Implement field mapping and UTC conversion")

def classify_order(order, events, cutoff):
    """Apply the cutoff and cancellation precedence before classifying an order."""
    raise NotImplementedError("Filter future events first")

def service_band(rate, n, rules):
    """Check sample size before the percentage-point thresholds."""
    raise NotImplementedError("Keep percentages and percentage points distinct")

learner/smoke_test.py Read the full file

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import unittest
from starter import normalize, service_band
class StartingChecks(unittest.TestCase):
    def test_a_utc(self):
        r=dict(event_id='E1',order_ref='O1',hub='Harbour',service='express',event='created',event_time='2026-09-01T10:00:00+10:00')
        self.assertEqual(normalize(r,'A')['happened_at'],'2026-09-01T00:00:00Z')
    def test_b_epoch(self):
        r=dict(id='E1',shipment=dict(number='O1',station='Harbour',product='express'),action='OPEN',at_ms=0)
        self.assertEqual(normalize(r,'B')['happened_at'],'1970-01-01T00:00:00Z')
    def test_small_sample_first(self):
        rules=dict(min_sample=15,late_target=.1,review_gap_pp=5,priority_gap_pp=15)
        self.assertEqual(service_band(.9,4,rules),'More data needed')
if __name__=='__main__':unittest.main()

Steps

Read one created record and one OPEN record, map their fields, and manually calculate a timestamp before implementing conversion. Confirm that milliseconds have not been treated as seconds.

Implement normalize. Parse feed A with an explicit timezone, convert feed B integer milliseconds to UTC, and validate action, hub, service and required keys. Keep file and line provenance on failure.

Group all valid records by event_id before comparing canonical content. Retain one exact replay and quarantine every member of a conflicting group. The result must not depend on input order.

Write canonical-events.jsonl, rejected.csv and duplicates.csv. Sort canonical events by happened_at and event_id so repeated runs produce identical output.

Write qa-report.md with the reconciliation, a conflicting-ID case and a correction/re-run procedure. Run python3 smoke_test.py after implementing starter.py and add tests for conflicts, timezone-free input and invalid epochs.

Complete outputs

Event ingestion quality report

640 input records produce 626 canonical events, 6 quarantined records and 8 removed replays. The control is 640 = 626 + 6 + 8.

Decisions and evidence

Both sources now share event_id, order_id, hub, service, kind and happened_at. UTC output has a Z suffix and does not depend on the host timezone. Sort by happened_at and event_id for deterministic results.

The two CONFLICT-01 records point to Q0001 and Q0002. Quarantine both rather than choosing an arrival. BAD-TZ lacks a timezone, BAD-TYPE has an unsupported action, BAD-EPOCH has a non-integer epoch, and BAD-SHIPMENT lacks shipment fields. Each appears with source filename, line number and reason. Five A records and three B records are exact replays; keep one canonical copy of each.

Correction and verification

Ask the source owner to resolve the conflicting mapping before re-importing the batch. Do not repair the conflict using last-write-wins. A production ingestion service would also need schema versions, batch hashes and a quarantine alert; this reference pipeline demonstrates repeatable conversion and reconciliation. Reconciliation alone does not establish content correctness. Tests independently cover timezone conversion, epoch units, conflicts, replays, order invariance and input immutability.

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Reference answers

instructor/answers/canonical-events.jsonl Read the full file

Download file

{"event_id": "O0001-created", "order_id": "O0001", "hub": "Harbour", "service": "standard", "kind": "created", "happened_at": "2026-09-01T06:00:00Z"}
{"event_id": "O0041-created", "order_id": "O0041", "hub": "Harbour", "service": "express", "kind": "created", "happened_at": "2026-09-01T06:00:00Z"}
{"event_id": "O0061-created", "order_id": "O0061", "hub": "Eastgate", "service": "standard", "kind": "created", "happened_at": "2026-09-01T06:00:00Z"}
{"event_id": "O0081-created", "order_id": "O0081", "hub": "Eastgate", "service": "express", "kind": "created", "happened_at": "2026-09-01T06:00:00Z"}
{"event_id": "O0121-created", "order_id": "O0121", "hub": "Westhill", "service": "standard", "kind": "created", "happened_at": "2026-09-01T06:00:00Z"}
{"event_id": "O0157-created", "order_id": "O0157", "hub": "Westhill", "service": "express", "kind": "created", "happened_at": "2026-09-01T06:00:00Z"}
{"event_id": "O0181-created", "order_id": "O0181", "hub": "Southbay", "service": "standard", "kind": "created", "happened_at": "2026-09-01T06:00:00Z"}
{"event_id": "O0211-created", "order_id": "O0211", "hub": "Southbay", "service": "express", "kind": "created", "happened_at": "2026-09-01T06:00:00Z"}
{"event_id": "O0001-cancelled", "order_id": "O0001", "hub": "Harbour", "service": "standard", "kind": "cancelled", "happened_at": "2026-09-01T07:00:00Z"}
{"event_id": "O0041-cancelled", "order_id": "O0041", "hub": "Harbour", "service": "express", "kind": "cancelled", "happened_at": "2026-09-01T07:00:00Z"}
{"event_id": "O0061-cancelled", "order_id": "O0061", "hub": "Eastgate", "service": "standard", "kind": "cancelled", "happened_at": "2026-09-01T07:00:00Z"}
{"event_id": "O0081-cancelled", "order_id": "O0081", "hub": "Eastgate", "service": "express", "kind": "cancelled", "happened_at": "2026-09-01T07:00:00Z"}
{"event_id": "O0121-cancelled", "order_id": "O0121", "hub": "Westhill", "service": "standard", "kind": "cancelled", "happened_at": "2026-09-01T07:00:00Z"}
{"event_id": "O0157-cancelled", "order_id": "O0157", "hub": "Westhill", "service": "express", "kind": "cancelled", "happened_at": "2026-09-01T07:00:00Z"}
{"event_id": "O0181-cancelled", "order_id": "O0181", "hub": "Southbay", "service": "standard", "kind": "cancelled", "happened_at": "2026-09-01T07:00:00Z"}
{"event_id": "O0211-cancelled", "order_id": "O0211", "hub": "Southbay", "service": "express", "kind": "cancelled", "happened_at": "2026-09-01T07:00:00Z"}
{"event_id": "O0027-created", "order_id": "O0027", "hub": "Harbour", "service": "standard", "kind": "created", "happened_at": "2026-09-01T08:00:00Z"}
{"event_id": "O0107-created", "order_id": "O0107", "hub": "Eastgate", "service": "express", "kind": "created", "happened_at": "2026-09-01T08:00:00Z"}
{"event_id": "O0147-created", "order_id": "O0147", "hub": "Westhill", "service": "standard", "kind": "created", "happened_at": "2026-09-01T08:00:00Z"}
{"event_id": "O0207-created", "order_id": "O0207", "hub": "Southbay", "service": "standard", "kind": "created", "happened_at": "2026-09-01T08:00:00Z"}
{"event_id": "O0027-picked_up", "order_id": "O0027", "hub": "Harbour", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-01T10:00:00Z"}
{"event_id": "O0107-picked_up", "order_id": "O0107", "hub": "Eastgate", "service": "express", "kind": "picked_up", "happened_at": "2026-09-01T10:00:00Z"}
{"event_id": "O0147-picked_up", "order_id": "O0147", "hub": "Westhill", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-01T10:00:00Z"}
{"event_id": "O0207-picked_up", "order_id": "O0207", "hub": "Southbay", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-01T10:00:00Z"}
{"event_id": "O0014-created", "order_id": "O0014", "hub": "Harbour", "service": "standard", "kind": "created", "happened_at": "2026-09-01T11:00:00Z"}
{"event_id": "O0054-created", "order_id": "O0054", "hub": "Harbour", "service": "express", "kind": "created", "happened_at": "2026-09-01T11:00:00Z"}
{"event_id": "O0074-created", "order_id": "O0074", "hub": "Eastgate", "service": "standard", "kind": "created", "happened_at": "2026-09-01T11:00:00Z"}
{"event_id": "O0094-created", "order_id": "O0094", "hub": "Eastgate", "service": "express", "kind": "created", "happened_at": "2026-09-01T11:00:00Z"}
{"event_id": "O0134-created", "order_id": "O0134", "hub": "Westhill", "service": "standard", "kind": "created", "happened_at": "2026-09-01T11:00:00Z"}
{"event_id": "O0170-created", "order_id": "O0170", "hub": "Westhill", "service": "express", "kind": "created", "happened_at": "2026-09-01T11:00:00Z"}
{"event_id": "O0194-created", "order_id": "O0194", "hub": "Southbay", "service": "standard", "kind": "created", "happened_at": "2026-09-01T11:00:00Z"}
{"event_id": "O0014-picked_up", "order_id": "O0014", "hub": "Harbour", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-01T13:00:00Z"}
{"event_id": "O0054-picked_up", "order_id": "O0054", "hub": "Harbour", "service": "express", "kind": "picked_up", "happened_at": "2026-09-01T13:00:00Z"}
{"event_id": "O0074-picked_up", "order_id": "O0074", "hub": "Eastgate", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-01T13:00:00Z"}
{"event_id": "O0094-picked_up", "order_id": "O0094", "hub": "Eastgate", "service": "express", "kind": "picked_up", "happened_at": "2026-09-01T13:00:00Z"}
{"event_id": "O0134-picked_up", "order_id": "O0134", "hub": "Westhill", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-01T13:00:00Z"}
{"event_id": "O0170-picked_up", "order_id": "O0170", "hub": "Westhill", "service": "express", "kind": "picked_up", "happened_at": "2026-09-01T13:00:00Z"}
{"event_id": "O0194-picked_up", "order_id": "O0194", "hub": "Southbay", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-01T13:00:00Z"}
{"event_id": "O0107-delivered", "order_id": "O0107", "hub": "Eastgate", "service": "express", "kind": "delivered", "happened_at": "2026-09-01T14:30:00Z"}
{"event_id": "O0054-delivered", "order_id": "O0054", "hub": "Harbour", "service": "express", "kind": "delivered", "happened_at": "2026-09-01T19:50:00Z"}
{"event_id": "O0094-delivered", "order_id": "O0094", "hub": "Eastgate", "service": "express", "kind": "delivered", "happened_at": "2026-09-01T20:10:00Z"}
{"event_id": "O0170-delivered", "order_id": "O0170", "hub": "Westhill", "service": "express", "kind": "delivered", "happened_at": "2026-09-01T20:30:00Z"}
{"event_id": "O0027-delivered", "order_id": "O0027", "hub": "Harbour", "service": "standard", "kind": "delivered", "happened_at": "2026-09-02T06:30:00Z"}
{"event_id": "O0207-delivered", "order_id": "O0207", "hub": "Southbay", "service": "standard", "kind": "delivered", "happened_at": "2026-09-02T06:30:00Z"}
{"event_id": "O0002-created", "order_id": "O0002", "hub": "Harbour", "service": "standard", "kind": "created", "happened_at": "2026-09-02T07:00:00Z"}
{"event_id": "O0042-created", "order_id": "O0042", "hub": "Harbour", "service": "express", "kind": "created", "happened_at": "2026-09-02T07:00:00Z"}
{"event_id": "O0062-created", "order_id": "O0062", "hub": "Eastgate", "service": "standard", "kind": "created", "happened_at": "2026-09-02T07:00:00Z"}
{"event_id": "O0082-created", "order_id": "O0082", "hub": "Eastgate", "service": "express", "kind": "created", "happened_at": "2026-09-02T07:00:00Z"}
{"event_id": "O0122-created", "order_id": "O0122", "hub": "Westhill", "service": "standard", "kind": "created", "happened_at": "2026-09-02T07:00:00Z"}
{"event_id": "O0158-created", "order_id": "O0158", "hub": "Westhill", "service": "express", "kind": "created", "happened_at": "2026-09-02T07:00:00Z"}
{"event_id": "O0182-created", "order_id": "O0182", "hub": "Southbay", "service": "standard", "kind": "created", "happened_at": "2026-09-02T07:00:00Z"}
{"event_id": "O0212-created", "order_id": "O0212", "hub": "Southbay", "service": "express", "kind": "created", "happened_at": "2026-09-02T07:00:00Z"}
{"event_id": "O0002-picked_up", "order_id": "O0002", "hub": "Harbour", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0028-created", "order_id": "O0028", "hub": "Harbour", "service": "standard", "kind": "created", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0042-picked_up", "order_id": "O0042", "hub": "Harbour", "service": "express", "kind": "picked_up", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0062-picked_up", "order_id": "O0062", "hub": "Eastgate", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0082-picked_up", "order_id": "O0082", "hub": "Eastgate", "service": "express", "kind": "picked_up", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0108-created", "order_id": "O0108", "hub": "Eastgate", "service": "express", "kind": "created", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0122-picked_up", "order_id": "O0122", "hub": "Westhill", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0148-created", "order_id": "O0148", "hub": "Westhill", "service": "standard", "kind": "created", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0158-picked_up", "order_id": "O0158", "hub": "Westhill", "service": "express", "kind": "picked_up", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0182-picked_up", "order_id": "O0182", "hub": "Southbay", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0208-created", "order_id": "O0208", "hub": "Southbay", "service": "standard", "kind": "created", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0212-picked_up", "order_id": "O0212", "hub": "Southbay", "service": "express", "kind": "picked_up", "happened_at": "2026-09-02T09:00:00Z"}
{"event_id": "O0134-delivered", "order_id": "O0134", "hub": "Westhill", "service": "standard", "kind": "delivered", "happened_at": "2026-09-02T09:30:00Z"}
{"event_id": "O0147-delivered", "order_id": "O0147", "hub": "Westhill", "service": "standard", "kind": "delivered", "happened_at": "2026-09-02T09:30:00Z"}
{"event_id": "O0028-picked_up", "order_id": "O0028", "hub": "Harbour", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T11:00:00Z"}
{"event_id": "O0108-picked_up", "order_id": "O0108", "hub": "Eastgate", "service": "express", "kind": "picked_up", "happened_at": "2026-09-02T11:00:00Z"}
{"event_id": "O0148-picked_up", "order_id": "O0148", "hub": "Westhill", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T11:00:00Z"}
{"event_id": "O0208-picked_up", "order_id": "O0208", "hub": "Southbay", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T11:00:00Z"}
{"event_id": "O0014-delivered", "order_id": "O0014", "hub": "Harbour", "service": "standard", "kind": "delivered", "happened_at": "2026-09-02T11:50:00Z"}
{"event_id": "O0015-created", "order_id": "O0015", "hub": "Harbour", "service": "standard", "kind": "created", "happened_at": "2026-09-02T12:00:00Z"}
{"event_id": "O0055-created", "order_id": "O0055", "hub": "Harbour", "service": "express", "kind": "created", "happened_at": "2026-09-02T12:00:00Z"}
{"event_id": "O0075-created", "order_id": "O0075", "hub": "Eastgate", "service": "standard", "kind": "created", "happened_at": "2026-09-02T12:00:00Z"}
{"event_id": "O0095-created", "order_id": "O0095", "hub": "Eastgate", "service": "express", "kind": "created", "happened_at": "2026-09-02T12:00:00Z"}
{"event_id": "O0135-created", "order_id": "O0135", "hub": "Westhill", "service": "standard", "kind": "created", "happened_at": "2026-09-02T12:00:00Z"}
{"event_id": "O0171-created", "order_id": "O0171", "hub": "Westhill", "service": "express", "kind": "created", "happened_at": "2026-09-02T12:00:00Z"}
{"event_id": "O0195-created", "order_id": "O0195", "hub": "Southbay", "service": "standard", "kind": "created", "happened_at": "2026-09-02T12:00:00Z"}
{"event_id": "O0074-delivered", "order_id": "O0074", "hub": "Eastgate", "service": "standard", "kind": "delivered", "happened_at": "2026-09-02T12:10:00Z"}
{"event_id": "O0194-delivered", "order_id": "O0194", "hub": "Southbay", "service": "standard", "kind": "delivered", "happened_at": "2026-09-02T12:50:00Z"}
{"event_id": "O0015-picked_up", "order_id": "O0015", "hub": "Harbour", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T14:00:00Z"}
{"event_id": "O0055-picked_up", "order_id": "O0055", "hub": "Harbour", "service": "express", "kind": "picked_up", "happened_at": "2026-09-02T14:00:00Z"}
{"event_id": "O0075-picked_up", "order_id": "O0075", "hub": "Eastgate", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T14:00:00Z"}
{"event_id": "O0095-picked_up", "order_id": "O0095", "hub": "Eastgate", "service": "express", "kind": "picked_up", "happened_at": "2026-09-02T14:00:00Z"}
{"event_id": "O0135-picked_up", "order_id": "O0135", "hub": "Westhill", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T14:00:00Z"}
{"event_id": "O0171-picked_up", "order_id": "O0171", "hub": "Westhill", "service": "express", "kind": "picked_up", "happened_at": "2026-09-02T14:00:00Z"}
{"event_id": "O0195-picked_up", "order_id": "O0195", "hub": "Southbay", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-02T14:00:00Z"}
{"event_id": "O0042-delivered", "order_id": "O0042", "hub": "Harbour", "service": "express", "kind": "delivered", "happened_at": "2026-09-02T15:50:00Z"}
{"event_id": "O0082-delivered", "order_id": "O0082", "hub": "Eastgate", "service": "express", "kind": "delivered", "happened_at": "2026-09-02T16:10:00Z"}
{"event_id": "O0158-delivered", "order_id": "O0158", "hub": "Westhill", "service": "express", "kind": "delivered", "happened_at": "2026-09-02T16:30:00Z"}
{"event_id": "O0212-delivered", "order_id": "O0212", "hub": "Southbay", "service": "express", "kind": "delivered", "happened_at": "2026-09-02T16:50:00Z"}
{"event_id": "O0108-delivered", "order_id": "O0108", "hub": "Eastgate", "service": "express", "kind": "delivered", "happened_at": "2026-09-02T18:10:00Z"}
{"event_id": "O0095-delivered", "order_id": "O0095", "hub": "Eastgate", "service": "express", "kind": "delivered", "happened_at": "2026-09-02T18:30:00Z"}
{"event_id": "O0171-delivered", "order_id": "O0171", "hub": "Westhill", "service": "express", "kind": "delivered", "happened_at": "2026-09-02T18:30:00Z"}
{"event_id": "O0055-delivered", "order_id": "O0055", "hub": "Harbour", "service": "express", "kind": "delivered", "happened_at": "2026-09-02T20:50:00Z"}
{"event_id": "O0028-delivered", "order_id": "O0028", "hub": "Harbour", "service": "standard", "kind": "delivered", "happened_at": "2026-09-03T07:30:00Z"}
{"event_id": "O0148-delivered", "order_id": "O0148", "hub": "Westhill", "service": "standard", "kind": "delivered", "happened_at": "2026-09-03T07:30:00Z"}
{"event_id": "O0208-delivered", "order_id": "O0208", "hub": "Southbay", "service": "standard", "kind": "delivered", "happened_at": "2026-09-03T07:30:00Z"}
{"event_id": "O0002-delivered", "order_id": "O0002", "hub": "Harbour", "service": "standard", "kind": "delivered", "happened_at": "2026-09-03T07:50:00Z"}
{"event_id": "O0003-created", "order_id": "O0003", "hub": "Harbour", "service": "standard", "kind": "created", "happened_at": "2026-09-03T08:00:00Z"}
{"event_id": "O0043-created", "order_id": "O0043", "hub": "Harbour", "service": "express", "kind": "created", "happened_at": "2026-09-03T08:00:00Z"}
{"event_id": "O0063-created", "order_id": "O0063", "hub": "Eastgate", "service": "standard", "kind": "created", "happened_at": "2026-09-03T08:00:00Z"}
{"event_id": "O0083-created", "order_id": "O0083", "hub": "Eastgate", "service": "express", "kind": "created", "happened_at": "2026-09-03T08:00:00Z"}
{"event_id": "O0123-created", "order_id": "O0123", "hub": "Westhill", "service": "standard", "kind": "created", "happened_at": "2026-09-03T08:00:00Z"}
{"event_id": "O0159-created", "order_id": "O0159", "hub": "Westhill", "service": "express", "kind": "created", "happened_at": "2026-09-03T08:00:00Z"}
{"event_id": "O0183-created", "order_id": "O0183", "hub": "Southbay", "service": "standard", "kind": "created", "happened_at": "2026-09-03T08:00:00Z"}
{"event_id": "O0213-created", "order_id": "O0213", "hub": "Southbay", "service": "express", "kind": "created", "happened_at": "2026-09-03T08:00:00Z"}
{"event_id": "O0062-delivered", "order_id": "O0062", "hub": "Eastgate", "service": "standard", "kind": "delivered", "happened_at": "2026-09-03T08:10:00Z"}
{"event_id": "O0122-delivered", "order_id": "O0122", "hub": "Westhill", "service": "standard", "kind": "delivered", "happened_at": "2026-09-03T08:30:00Z"}
{"event_id": "O0182-delivered", "order_id": "O0182", "hub": "Southbay", "service": "standard", "kind": "delivered", "happened_at": "2026-09-03T08:50:00Z"}
{"event_id": "O0003-picked_up", "order_id": "O0003", "hub": "Harbour", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-03T10:00:00Z"}
{"event_id": "O0029-created", "order_id": "O0029", "hub": "Harbour", "service": "standard", "kind": "created", "happened_at": "2026-09-03T10:00:00Z"}
{"event_id": "O0043-picked_up", "order_id": "O0043", "hub": "Harbour", "service": "express", "kind": "picked_up", "happened_at": "2026-09-03T10:00:00Z"}
{"event_id": "O0063-picked_up", "order_id": "O0063", "hub": "Eastgate", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-03T10:00:00Z"}
{"event_id": "O0083-picked_up", "order_id": "O0083", "hub": "Eastgate", "service": "express", "kind": "picked_up", "happened_at": "2026-09-03T10:00:00Z"}
{"event_id": "O0109-created", "order_id": "O0109", "hub": "Eastgate", "service": "express", "kind": "created", "happened_at": "2026-09-03T10:00:00Z"}
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{"event_id": "O0073-delivered", "order_id": "O0073", "hub": "Eastgate", "service": "standard", "kind": "delivered", "happened_at": "2026-09-14T08:30:00Z"}
{"event_id": "O0133-delivered", "order_id": "O0133", "hub": "Westhill", "service": "standard", "kind": "delivered", "happened_at": "2026-09-14T08:30:00Z"}
{"event_id": "O0193-delivered", "order_id": "O0193", "hub": "Southbay", "service": "standard", "kind": "delivered", "happened_at": "2026-09-14T08:30:00Z"}
{"event_id": "O0206-delivered", "order_id": "O0206", "hub": "Southbay", "service": "standard", "kind": "delivered", "happened_at": "2026-09-14T08:50:00Z"}
{"event_id": "O0039-delivered", "order_id": "O0039", "hub": "Harbour", "service": "standard", "kind": "delivered", "happened_at": "2026-09-14T10:30:00Z"}
{"event_id": "O0040-created", "order_id": "O0040", "hub": "Harbour", "service": "standard", "kind": "created", "happened_at": "2026-09-14T21:00:00Z"}
{"event_id": "O0060-created", "order_id": "O0060", "hub": "Harbour", "service": "express", "kind": "created", "happened_at": "2026-09-14T21:00:00Z"}
{"event_id": "O0080-created", "order_id": "O0080", "hub": "Eastgate", "service": "standard", "kind": "created", "happened_at": "2026-09-14T21:00:00Z"}
{"event_id": "O0120-created", "order_id": "O0120", "hub": "Eastgate", "service": "express", "kind": "created", "happened_at": "2026-09-14T21:00:00Z"}
{"event_id": "O0156-created", "order_id": "O0156", "hub": "Westhill", "service": "standard", "kind": "created", "happened_at": "2026-09-14T21:00:00Z"}
{"event_id": "O0180-created", "order_id": "O0180", "hub": "Westhill", "service": "express", "kind": "created", "happened_at": "2026-09-14T21:00:00Z"}
{"event_id": "O0210-created", "order_id": "O0210", "hub": "Southbay", "service": "standard", "kind": "created", "happened_at": "2026-09-14T21:00:00Z"}
{"event_id": "O0216-created", "order_id": "O0216", "hub": "Southbay", "service": "express", "kind": "created", "happened_at": "2026-09-14T21:00:00Z"}
{"event_id": "O0210-cancelled", "order_id": "O0210", "hub": "Southbay", "service": "standard", "kind": "cancelled", "happened_at": "2026-09-14T22:00:00Z"}
{"event_id": "O0040-picked_up", "order_id": "O0040", "hub": "Harbour", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-14T23:00:00Z"}
{"event_id": "O0060-picked_up", "order_id": "O0060", "hub": "Harbour", "service": "express", "kind": "picked_up", "happened_at": "2026-09-14T23:00:00Z"}
{"event_id": "O0080-picked_up", "order_id": "O0080", "hub": "Eastgate", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-14T23:00:00Z"}
{"event_id": "O0120-picked_up", "order_id": "O0120", "hub": "Eastgate", "service": "express", "kind": "picked_up", "happened_at": "2026-09-14T23:00:00Z"}
{"event_id": "O0156-picked_up", "order_id": "O0156", "hub": "Westhill", "service": "standard", "kind": "picked_up", "happened_at": "2026-09-14T23:00:00Z"}
{"event_id": "O0180-picked_up", "order_id": "O0180", "hub": "Westhill", "service": "express", "kind": "picked_up", "happened_at": "2026-09-14T23:00:00Z"}
{"event_id": "O0216-picked_up", "order_id": "O0216", "hub": "Southbay", "service": "express", "kind": "picked_up", "happened_at": "2026-09-14T23:00:00Z"}
{"event_id": "O0180-delivered", "order_id": "O0180", "hub": "Westhill", "service": "express", "kind": "delivered", "happened_at": "2026-09-15T03:30:00Z"}
{"event_id": "O0060-delivered", "order_id": "O0060", "hub": "Harbour", "service": "express", "kind": "delivered", "happened_at": "2026-09-15T05:50:00Z"}
{"event_id": "O0120-delivered", "order_id": "O0120", "hub": "Eastgate", "service": "express", "kind": "delivered", "happened_at": "2026-09-15T06:10:00Z"}
{"event_id": "O0216-delivered", "order_id": "O0216", "hub": "Southbay", "service": "express", "kind": "delivered", "happened_at": "2026-09-15T06:50:00Z"}
{"event_id": "O0040-delivered", "order_id": "O0040", "hub": "Harbour", "service": "standard", "kind": "delivered", "happened_at": "2026-09-15T19:30:00Z"}
{"event_id": "O0080-delivered", "order_id": "O0080", "hub": "Eastgate", "service": "standard", "kind": "delivered", "happened_at": "2026-09-15T19:30:00Z"}
{"event_id": "O0156-delivered", "order_id": "O0156", "hub": "Westhill", "service": "standard", "kind": "delivered", "happened_at": "2026-09-15T19:30:00Z"}

instructor/answers/rejected.csv Read the full file

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source	line	reason
dispatch-a.jsonl	321	timezone_required
dispatch-a.jsonl	322	unsupported_event
courier-b.jsonl	317	epoch_must_be_integer
courier-b.jsonl	318	number
dispatch-a.jsonl	319	immutable_id_conflict
dispatch-a.jsonl	320	immutable_id_conflict

instructor/answers/duplicates.csv Read the full file

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source	line	event_id	reason
dispatch-a.jsonl	314	O0002-created	exact_replay
dispatch-a.jsonl	315	O0002-picked_up	exact_replay
dispatch-a.jsonl	316	O0002-delivered	exact_replay
dispatch-a.jsonl	317	O0004-created	exact_replay
dispatch-a.jsonl	318	O0004-picked_up	exact_replay
courier-b.jsonl	314	O0001-created	exact_replay
courier-b.jsonl	315	O0001-cancelled	exact_replay
courier-b.jsonl	316	O0003-created	exact_replay

Complete reference implementation Read the full file

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"""Reference implementation for the Ape Intern cold-chain operations lab."""
import csv,json
from collections import defaultdict,Counter
from datetime import datetime,timezone
from pathlib import Path
from urllib.parse import urlparse,parse_qs
UTC=timezone.utc
KINDS={'OPEN':'created','COLLECT':'picked_up','DROP':'delivered','VOID':'cancelled'}
HUBS={'Harbour','Eastgate','Westhill','Southbay'}
def parse_time(value):
    t=datetime.fromisoformat(value.replace('Z','+00:00'))
    if t.tzinfo is None:raise ValueError('timezone_required')
    return t.astimezone(UTC)
def iso(t):return t.isoformat(timespec='seconds').replace('+00:00','Z')
def readcsv(p):
    with Path(p).open(encoding='utf-8-sig',newline='') as f:return list(csv.DictReader(f))
def writecsv(p,rows,fields=None):
    rows=list(rows)
    with Path(p).open('w',encoding='utf-8-sig',newline='') as f:
        w=csv.DictWriter(f,fieldnames=fields or list(rows[0]));w.writeheader();w.writerows(rows)
def dump(p,value):Path(p).write_text(json.dumps(value,ensure_ascii=False,indent=2)+'\n')
def _normalize(record,source):
    if source=='A':
        e=dict(event_id=record['event_id'],order_id=record['order_ref'],hub=record['hub'],service=record['service'],kind=record['event'],happened_at=iso(parse_time(record['event_time'])))
    else:
        ms=record['at_ms']
        if type(ms) is not int:raise ValueError('epoch_must_be_integer')
        e=dict(event_id=record['id'],order_id=record['shipment']['number'],hub=record['shipment']['station'],service=record['shipment']['product'],kind=KINDS[record['action']],happened_at=iso(datetime.fromtimestamp(ms/1000,UTC)))
    if e['kind'] not in KINDS.values():raise ValueError('unsupported_event')
    if e['hub'] not in HUBS or e['service'] not in {'standard','express'}:raise ValueError('unknown_dimension')
    if not e['event_id'] or not e['order_id']:raise ValueError('empty_key')
    return e

def normalize(record,source):
    try:return _normalize(record,source)
    except (KeyError,TypeError,OverflowError) as error:raise ValueError(str(error).strip("'")) from error

def ingest(data):
    grouped=defaultdict(list);rejected=[];duplicates=[]
    for source,name in [('A','dispatch-a.jsonl'),('B','courier-b.jsonl')]:
        for line,text in enumerate((data/name).read_text().splitlines(),1):
            loc={'source':name,'line':line}
            try:
                event=normalize(json.loads(text),source);grouped[event['event_id']].append((event,loc))
            except (ValueError,KeyError,TypeError,OverflowError) as ex:
                rejected.append(dict(loc,reason=str(ex).strip("'")))
    accepted=[]
    for eid,items in grouped.items():
        distinct={json.dumps(e,sort_keys=True,ensure_ascii=False) for e,loc in items}
        if len(distinct)>1:
            rejected.extend(dict(loc,reason='immutable_id_conflict') for e,loc in items);continue
        accepted.append(items[0][0])
        duplicates.extend(dict(loc,event_id=eid,reason='exact_replay') for e,loc in items[1:])
    accepted.sort(key=lambda e:(e['happened_at'],e['event_id']))
    return accepted,rejected,duplicates

def classify_order(order,events,cutoff):
    # Only facts available at cutoff can influence a retrospective result.
    visible=[e for e in events if parse_time(e['happened_at'])<=cutoff]
    visible.sort(key=lambda e:parse_time(e['happened_at']))
    delivered=[parse_time(e['happened_at']) for e in visible if e['kind']=='delivered']
    cancelled=any(e['kind']=='cancelled' for e in visible)
    due=parse_time(order['due_at'])
    if cancelled:state='cancelled'
    elif due>cutoff:state='not_mature'
    elif not delivered:state='overdue_open'
    elif min(delivered)>due:state='delivered_late'
    else:state='on_time'
    delay=round((min(delivered)-due).total_seconds()/60) if state=='delivered_late' else 0
    overdue=round((cutoff-due).total_seconds()/60) if state=='overdue_open' else 0
    return dict(order,cohort=state,late_minutes=delay,overdue_minutes=overdue)

def aggregate(rows,keys):
    groups=defaultdict(list)
    for row in rows:groups[tuple(row[k] for k in keys)].append(row)
    result=[]
    for dims,records in sorted(groups.items()):
        counts=Counter(r['cohort'] for r in records)
        eligible=sum(counts[x] for x in ['on_time','delivered_late','overdue_open'])
        late=counts['delivered_late']+counts['overdue_open']
        result.append(dict(zip(keys,dims),total=len(records),eligible=eligible,late=late,late_rate=round(late/eligible,6) if eligible else None,on_time=counts['on_time'],delivered_late=counts['delivered_late'],overdue_open=counts['overdue_open'],cancelled=counts['cancelled'],not_mature=counts['not_mature'],delivered_late_minutes=sum(r['late_minutes'] for r in records),open_overdue_minutes=sum(r['overdue_minutes'] for r in records)))
    return result

def service_band(rate,n,rules):
    if n<rules['min_sample']:return 'More data needed'
    gap=(rate-rules['late_target'])*100
    if gap>rules['priority_gap_pp']:return 'Priority review'
    if gap>rules['review_gap_pp']:return 'Review needed'
    return 'Within threshold'
def fairness(hub_tiers,rules):
    rows=[]
    for x in hub_tiers:
        rate=x['late_rate'];rows.append(dict(hub=x['hub'],service=x['service'],eligible=x['eligible'],late=x['late'],late_rate=rate,target=rules['late_target'],gap_pp=round((rate-rules['late_target'])*100,3) if rate is not None else None,review=service_band(rate,x['eligible'],rules)))
    standardized=[]
    for hub in sorted(HUBS):
        parts=[r for r in rows if r['hub']==hub]
        enough=len(parts)==2 and all(r['eligible']>=rules['min_sample'] for r in parts)
        value=sum(r['late_rate']*rules[r['service']+'_weight'] for r in parts) if enough else None
        standardized.append(dict(hub=hub,standardized_late_rate=round(value,6) if value is not None else None,status='Comparable' if enough else 'More data needed'))
    return rows,standardized

def investigate(logs,policy):
    logins={};findings=[]
    for row in sorted(logs,key=lambda r:(r['at'],r['request_id'])):
        t=parse_time(row['at']);status=int(row['status']);route=urlparse(row['path']);query=parse_qs(route.query)
        if route.path=='/login' and status==200:logins[(row['user'],row['session'])]=t;continue
        if status!=200:continue
        types=[]
        if route.path=='/export' and row['role'] not in policy['export_roles']:types.append('unauthorised_export')
        hub=query.get('hub',[''])[0]
        if row['role']=='operator' and hub and hub!=policy['operator_hub'].get(row['user']):types.append('hub_scope_violation')
        login=logins.get((row['user'],row['session']))
        if login is None or (t-login).total_seconds()>policy['session_ttl_minutes']*60:types.append('expired_or_missing_session')
        if types:findings.append(dict(request_id=row['request_id'],at=row['at'],user=row['user'],session=row['session'],finding=';'.join(types),status=status,rows=int(row['rows']),bytes=int(row['bytes'])))
    return findings

def solve(data,out):
    data=Path(data);out=Path(out);out.mkdir(parents=True,exist_ok=True)
    events,rejects,dups=ingest(data)
    (out/'canonical-events.jsonl').write_text(''.join(json.dumps(e,ensure_ascii=False)+'\n' for e in events))
    writecsv(out/'rejected.csv',rejects);writecsv(out/'duplicates.csv',dups)
    rules=json.loads((data/'rules.json').read_text());cutoff=parse_time(rules['cutoff'])
    by_order=defaultdict(list)
    for e in events:by_order[e['order_id']].append(e)
    orders=readcsv(data/'orders.csv')
    records=[classify_order(o,by_order[o['order_id']],cutoff) for o in orders]
    writecsv(out/'order-review.csv',records)
    hubs=aggregate(records,['hub']);tiers=aggregate(records,['hub','service']);routes=aggregate(records,['route'])
    writecsv(out/'hub-metrics.csv',hubs);writecsv(out/'route-metrics.csv',routes)
    bands,std=fairness(tiers,rules)
    writecsv(out/'service-review.csv',bands);writecsv(out/'standardized-comparison.csv',std)
    findings=investigate(readcsv(data/'access-log.csv'),json.loads((data/'access-policy.json').read_text()))
    writecsv(out/'security-findings.csv',findings)
    summary=dict(orders=len(orders),accepted_events=len(events),rejected=len(rejects),duplicates=len(dups),cohorts=dict(Counter(r['cohort'] for r in records)),hubs=hubs,service_review=bands,standardized=std,security=dict(flagged_requests=len(findings),potential_export_rows=sum(f['rows'] for f in findings if 'unauthorised_export' in f['finding']),potential_export_bytes=sum(f['bytes'] for f in findings if 'unauthorised_export' in f['finding']),findings=findings))
    dump(out/'results.json',summary)
    return summary
if __name__=='__main__':
    import sys
    print(json.dumps(solve(sys.argv[1],sys.argv[2]),ensure_ascii=False,indent=2))

Each task is worth 20 points. Reach at least 14 and correct all critical rule errors before the next review. Editing raw inputs, silently dropping records, including not-yet-due orders in the denominator, counting 401 attempts as disclosure, ranking an insufficient sample or treating a UI filter as authorization requires correction and re-testing.

Correct field and UTC mapping: 5
Correct replay and conflict handling: 6
Traceable quarantine and reconciliation: 5
Independent tests and deterministic runs: 4