code-quality-corpus / README.md
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---
license: other
license_name: csil-3.0
license_link: https://catqualia.com/licensing
language:
- en
tags:
- code-quality
- code-review
- static-analysis
- repair
- sft
pretty_name: CatQualia code-quality corpus — semantic smell classes with before/after fixes
size_categories:
- 10K<n<100K
configs:
- config_name: default
data_files:
- split: train
path: data.jsonl
---
# CatQualia code-quality corpus — semantic smell classes with before/after fixes
**39,383 rows** · 25,541,792 bytes · JSON Lines, one object per line.
## What this is
Real code smells paired with the fix: a `smell_class` that names the semantic problem (not just the syntax), the original lines, the corrected lines, the file and line it came from, and a rationale explaining why the original was wrong. Useful for code-review or repair training where the label has to say *what* is wrong rather than merely flagging a line.
## Schema
Fields of the first record, read from the file in this repository:
| Field | Type |
|---|---|
| `id` | `str` |
| `smell_class` | `str` |
| `severity` | `str` |
| `file` | `str` |
| `line_before` | `int` |
| `before` | `str` |
| `after` | `str` |
| `rationale` | `str` |
| `grade` | `str` |
| `provenance` | `str` |
| `consumer` | `str` |
## Measured
| Property | Value |
|---|---|
| Rows | 39,383 |
| Bytes | 25,541,792 |
| Distinct top-level fields | 11 |
The row count was measured with `wc -l` against the file staged here, not against a
source copy.
## How it was produced
By the author's own generation pipeline: candidate rows are produced from seed material,
graded, and the survivors assembled. Several fields (notably `grade` and any
`alien_or_typical` judgement) are the pipeline's own assessment, not an external label.
The method is described at <https://catqualia.com/forest>.
## Known limitations
- **Synthetic and self-graded.** `grade`, `alien_or_typical` and `failure_class` come from
the generating pipeline. They are not human-annotated ground truth.
- **Generated at scale.** Volume is not evidence of quality; a large fraction of rows may be
unremarkable.
- **English only.**
- **Provenance of individual rows varies** and is recorded per row where the pipeline
captured it.
- **Not peer-reviewed, not independently evaluated.**
## Licence
CatQualia Structural Isomorphism License (CSIL) v3.0 — attribution:
Christopher Betances, catqualia.com. Non-commercial use is free with
attribution; commercial use requires a commercial licence. Full text: LICENSE
in this repository and catqualia.com/licensing