Cardinality / Range Dynamic Analysis

This directory contains a difficulty-aware analysis of the Validation-layer cardinality/range channel using the repository's real unified evaluation outputs.

What this analysis does

loads the highest-coverage unified validation run,
normalizes model aliases and resolves duplicate dataset-model assets,
builds column-level discrete and continuous analysis units,
constructs dynamic difficulty buckets,
exports CSV summaries,
generates LaTeX/PGFPlots figures and LaTeX tables,
writes a paper-ready markdown report.

Inputs

Primary validation run: 20260426_145322
Unified details JSONL: Evaluation\validation\runs\20260426_145322\summaries\validation_details__all_datasets.jsonl
Unified summary CSV: Evaluation\validation\runs\20260426_145322\summaries\validation_summary__all_datasets.csv
Metric definitions: src/evaluation/synthetic_validation_v4.py
Paper framing and metric narrative: README.md, Paper/69b27219c555c38a69bb2156/sections/*, doc/synthetic_data_scoring_protocol_v0_4.md

Re-run

python src/eval/query_fivepart_breakdown/cardinality/runner.py

Compile LaTeX figures

cd Evaluation/query_fivepart_breakdown/cardinality/figures
latexmk -pdf cardinality_range_dynamic_results.tex

Outputs

inventory.md
analysis_report.md
data/cleaned_results.csv
data/summary_by_model.csv
data/summary_by_dynamic_bucket.csv
data/summary_by_dataset.csv
data/model_drop_table.csv
data/top_failure_cases.csv
data/heatmap_data.csv
figures/figure1_dynamic_response_curves.tex
figures/figure2_low_high_slope_plot.tex
figures/figure3_dataset_model_heatmap.tex
figures/figure4_overall_vs_high_dynamic.tex
tables/table1_model_summary.tex
tables/table2_high_dynamic_robustness.tex
tables/table3_failure_cases.tex

Suggested placement

Main text: Figure 1 and Figure 4.
Appendix / backup slides: Figure 2 and Figure 3, plus the complete CSV tables.