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Add reproducible research figures and validation

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@@ -54,6 +54,9 @@ The dataset supports the following descriptive questions:
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  delimited copy for reproducibility outside the Hub viewer.
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  - `summary.json`: dataset-level summary, fixed measurement window, method, and
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  ecosystem aggregates.
 
 
 
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  ## Data and sampling
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@@ -103,6 +106,43 @@ author's share of agent commits, and an adoption pattern (`none`, `individual`,
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  All percentages are rounded to one decimal place by the scanner.
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  ## Collection and reproducibility
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  The reports were generated by `qmmit-cli` using blobless Git clones and the
 
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  delimited copy for reproducibility outside the Hub viewer.
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  - `summary.json`: dataset-level summary, fixed measurement window, method, and
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  ecosystem aggregates.
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+ - `assets/`: six generated SVG figures used in this card.
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+ - `make_charts.py` and `validate_dataset.py`: reproducible figure generation
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+ and release validation scripts.
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  ## Data and sampling
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  All percentages are rounded to one decimal place by the scanner.
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+ Agent-category commit counts are not necessarily mutually exclusive: a single
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+ commit may match more than one literal signature rule. The unique
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+ `agent_attributed_commits` field remains the denominator-safe primary count.
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+
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+ ## Descriptive figures
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+ ### Ecosystem spread
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+ ![Agent-share floor by ecosystem](./assets/01-ecosystems.svg)
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+ ### Adoption patterns
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+ ![Adoption patterns](./assets/02-adoption-patterns.svg)
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+ ### Commit composition
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+ ![Commit composition](./assets/03-commit-composition.svg)
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+ ### Distribution of repository floors
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+ ![Floor distribution](./assets/04-floor-distribution.svg)
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+ ### Monthly curve
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+ ![Monthly signed share](./assets/05-monthly-curve.svg)
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+ ### Share and concentration
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+ ![Share versus concentration](./assets/06-share-vs-concentration.svg)
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+ Generate the figures and validate the release with:
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+ ```bash
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+ python make_charts.py --parquet data/train-00000-of-00001.parquet --summary summary.json --out assets
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+ python validate_dataset.py data/train-00000-of-00001.parquet summary.json
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+ ```
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+
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  ## Collection and reproducibility
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  The reports were generated by `qmmit-cli` using blobless Git clones and the