Reproducible Lab Cases

See exactly what the checker does with known CSV failures

Each lab case uses a small downloadable fixture, documents the expected behavior, and explains why repair is safe or blocked.

Why publish test fixtures?

A repair tool should make its boundaries visible. A screenshot or marketing claim is difficult to verify, but a tiny CSV fixture lets anyone run the same input through the checker and compare the report.

The cases intentionally cover both outcomes: files that can be normalized without changing business meaning, and files where the tool refuses to guess. That refusal is part of the product behavior, not an unfinished feature.

How to use a case

  1. Open a case page and download its sample CSV.
  2. Open the linked CSVFixLab tool.
  3. Upload the sample without editing it.
  4. Compare the detected structure and issue messages with the case notes.
  5. For repairable cases, download the fixed copy and re-check it.

See Testing methodology for the safety rules used across the toolset.