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
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