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Nathan Schneider 7c2de2cefb docs: refresh img/ summary charts; add img index; cite reproducible stats

- Regenerated the three README charts from data/synthetic_1.2.6 via
  scripts/univariate_analysis.py --img (replaces the Feb 2026 ad-hoc versions)
- img/README.md: documents img/ as the published-docs chart directory
  (stable README link targets), with provenance and the regeneration command
- README: skew/mean narrative updated to the reproducible script output
  (mean 5.44, median 5.48; Fisher skew -0.03) with pointer to
  univariate_summary.txt, keeping the historical ODS reference

2026-10-02 08:47:30 -06:00

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Published summary charts for the README's analysis narrative (stable link targets, dataset-independent). These are copies — each run's full set of plots lives in data/<run>/analysis/plots/.

File	Chart	Source run
`protocol_averages.png`	Per-protocol average gradient values, ascending	synthetic_1.2.6
`gradient_averages.png`	Per-gradient averages, gaps separate the three sets	synthetic_1.2.6
`averages_histogram.png`	Distribution of protocol averages	synthetic_1.2.6

Regenerate these from any run:

python3 scripts/univariate_analysis.py data/synthetic_1.2.6/readings.csv --img

(--img with no argument publishes to this directory; --img <dir> targets another one. The corresponding summary statistics are written to the run's analysis/reports/univariate_summary.txt.)

Last refreshed: 2026-10-02, from data/synthetic_1.2.6/ via scripts/univariate_analysis.py (bicorder v1.2.6).

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