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Synthetic working data

Explore the starter data

We used AI-assisted research to investigate the published sources, then created 20 non-sensitive synthetic records shaped by what those sources expose. It is starter data for exploration—not real service data or evidence.

Read the note on this dataset

Twenty invented defect records standing in for the inspection records a roads authority already holds, using the published road classes and the R1 to R3 severity codes, with the week a defect was reported and where it has reached in the queue.

Every record in the file

Inspect, compare, understand

Use 20 synthetic defect records to explore triage without using a road authority's operational records. Switch views without losing the description, source file, or limitations on this page.

SYN-RM-01MotorwayRuttingR22025-W09repair instructed
SYN-RM-02MotorwayCrackingR32025-W11inspected
SYN-RM-03APotholeR12025-W10repaired
SYN-RM-04APotholeR12025-W12repair instructed
SYN-RM-05ADepressionR22025-W12inspected
SYN-RM-06AEdge deteriorationR32025-W13awaiting inspection
SYN-RM-07BPotholeR12025-W11repaired
SYN-RM-08BPotholeR22025-W13repair instructed
SYN-RM-09BUneven surfaceR32025-W14awaiting inspection
SYN-RM-10BCrackingR32025-W15awaiting inspection
SYN-RM-11CPotholeR12025-W12repaired
SYN-RM-12CPotholeR22025-W14inspected
SYN-RM-13CEdge deteriorationR22025-W15awaiting inspection
SYN-RM-14CDepressionR32025-W16awaiting inspection
SYN-RM-15UnclassifiedPotholeR12025-W13repair instructed
SYN-RM-16UnclassifiedPotholeR22025-W15awaiting inspection
SYN-RM-17UnclassifiedUneven surfaceR32025-W16awaiting inspection
SYN-RM-18UnclassifiedCrackingR32025-W17awaiting inspection
SYN-RM-19UnclassifiedEdge deteriorationR32025-W17awaiting inspection
SYN-RM-20UnclassifiedDepressionR22025-W18awaiting inspection
Synthetic working data

AI-assisted research helped identify and interpret the published sources. We then created a small, non-sensitive synthetic dataset shaped by the information those sources expose. It is for exploration—not evidence, training, or operational decisions.

Method note

How it was prepared

AI authored fictional defect types, report weeks, and queue statuses using published road classes and R1 to R3 severity codes.

Conditions for use

What this dataset cannot tell you

  • The records are invented, so nothing here describes a defect, a road, or a repair backlog anywhere in Northern Ireland.
  • There is no imagery behind any of these rows, so this file cannot say anything about whether a classifier would recognise a defect on a real surface, in real weather, from a real camera.
  • A severity code and a status leave out cost, repair method, and what else on the network is competing for the same crew.
  • It is invented. No record describes a real person, place, case, or measurement, and no result computed from it is evidence that anything works in a live service.